1 Introduction

Equatorial plasma bubbles (EPB) are a type of large-scale magnetic-field-aligned structures featured by plasma density depletions relative to the background ionosphere, which is initially generated at the bottomside of the ionospheric F region over the magnetic equator (Kelley 2009). Its growth leads to the formation of various ionospheric irregularities, whose typical scale sizes are effective in creating diffraction of radio signals and resulting in rapid fluctuations in the signal amplitude, phase, propagation and polarization, i.e., ionospheric scintillations (e.g., Basu and Basu 1981; Bhattacharyya 1990; Wernik et al. 2003). The composite of the EPB and associated smaller scale irregularities are widely referred to as the equatorial spread-F (ESF), or convective ionospheric storm (Kelley 2009). Since the early studies on radio wave scintillations in the very high frequency-ultra high frequency (VHF-UHF) band (e.g., Aarons 1982; Liang et al. 1994), a close relationship between the occurrences of EPBs and severe ionospheric scintillations at different radio bands has been observed at low latitudes (e.g., Alfonsi et al. 2011; Spogli et al. 2016; Xiong et al. 2016).

EPBs pose serious threats to trans-ionospheric radio signals, with various consequences in communication and navigation. Kelly et al. (2014) reported that the outage of UHF satellite-helicopter communication link in Afghanistan on March 4, 2002, could be linked to the occurrence of EPBs. Concerning navigation, the reliability of Global Navigation Satellite System (GNSS) service is seriously challenged by the presence of EPBs, causing tens of meters or more deviations away from the correct position (e.g., Kintner et al. 2001). Under strong scintillations caused by EPBs, the amplitude of GNSS signal fading can be up to more than 25 dB that can disrupt GNSS receivers’ carrier tracking loop to satellite channels, causing loss-of-lock of GNSS signals, decrease of the amount of available GNSS satellites for positioning, and communication/navigation failures (e.g., Seo et al. 2009; Zhang et al. 2010; Spogli et al. 2016). Since the GNSS signals have been widely used in many applications of modern high technology society, the need for forecasting the occurrences of EPB and ionospheric scintillation, and mitigating their effects becomes more important than ever. Despite some attempts have been made to predict GNSS scintillations at low latitudes (e.g., Rezende et al. 2010; Alfonsi et al. 2017; Grzesiak et al. 2018), a final word is still to be told.

Leveraging on a variety of techniques based on observations like Total Electron Content (TEC) and scintillation indices from GNSS receiver, echoes from ionosonde, coherent and incoherent scatter radars, airglow imaging, and in situ observations from Low-Earth Orbit satellite instruments, EPB and associated irregularities have been widely investigated (Kelley 2009; Woodman 2009, and the references therein). One prominent feature of the EPB structure as revealed from previous studies is that the EPB depletion can penetrate the F layer peak onto the topside ionosphere, also extending along the magnetic field lines to low, even middle latitudes. By making use of the Jicamarca radar observations, a backscatter plume structure starting at F region bottomside and extending 600 km altitude was reported by Woodman and La Hoz (1976). From observations of two-dimensional maps of backscatter echoes by the ALTAIR radar, together with simultaneous satellite in situ measurements of plasma density, Tsunoda (1981) showed that the radar backscatter plumes were related to the EPBs with deep plasma density bite outs and very steep boundaries. Using the all-sky airglow imager observation over Sata (31.0°N, 130.7°E) and over its near conjugate station Darwin (12.4°S, 131.0°E), Otsuka et al. (2002a) reported similar structures of EPB depletions simultaneously detected by the two imagers, demonstrating thereby that EPBs are depleted plasma density structures elongated along the magnetic field lines to low latitudes over both hemispheres. Whereas most of the EPBs are confined within the equatorial and low-latitude regions, there are a few cases of super plasma bubble and strong scintillation events reported to have occurred at middle latitudes of 40°N or higher in some longitude sectors during geomagnetic storms (e.g., Ma and Maruyama 2006; Sahai et al. 2009; Li et al. 2009a, 2018a; Katamzi-Joseph et al. 2017; Aa et al. 2018), indicating that the EPB depletion structures could reach an apex altitudes as high as 3400 km or more over the magnetic equator.

In the zonal (east–west) direction, the width of an EPB depletion may vary from tens to hundreds of kilometers. Statistical results from the Ion Velocity Meter (IVM) measurements onboard the Communications/Navigation Outage Forecasting System (C/NOFS) satellite showed that the widths of EPBs could vary from 110 to 460 km, with a prominent peak occurring around 200 km. The absence of smaller scale EPB structures was caused by the median filter employed in the processing of plasma density data from the IVM (Smith and Heelis 2017). Observations from ground-based airglow imagers show that the widths of EPBs due to the seeding of small-scale wave structure (Liu et al. 2019) and of bifurcated EPBs (Shiokawa et al. 2004) can be down to tens of kilometers, about 70 km and 50 km, respectively. Whereas the widths of EPBs are generally on the order of hundreds of kilometers, they may affect a large longitudinal sector of thousand kilometers due to their zonal drifts, which are strongly driven by the thermospheric zonal winds that are usually eastward under geomagnetic quiet conditions (e.g., Muella et al. 2017). The Kototabang (0.2°S, 100.3°E) and Sanya (18.3°N, 109.6°E) radar campaign observations in the East and Southeast Asia showed that EPBs could drift zonally more than 2000 km away from their onset longitude (Li et al. 2013).

Whereas the general features of EPBs and their medium term variability have been well understood, the factors controlling the day-to-day and shorter term variabilities of the EPB and scintillation occurrences are still not clear (e.g., Abdu 2001, 2019; Yamamoto et al. 2018). In the East and Southeast Asia, the seasons of high and low probability of EPB occurrences are equinoctial and solstitial months, respectively. However, observations have shown that the EPBs might be absent (present) on some nights of equinoctial (solstitial) months. Under similar ionospheric background conditions, for example, under the same upward vertical plasma drift of the F layer, EPBs do not always occur during consecutive days of equinoctial months (e.g., Tsunoda et al. 2010; Li et al. 2012). On the other hand, during June solstitial months, EPBs have been observed occasionally (e.g., Ajith et al. 2018; Carter et al. 2018; Otsuka 2018). The main difficulties for the predictability of EPBs and ionospheric scintillations concern the following questions: (1) What factors control the generation of EPBs and how do the controlling factors change on a day-to-day basis? (2) What factors control the evolution and lifetime of EPBs, since the zonally drifting EPBs may contribute to the hourly variability of the EPBs over a given longitude? (3) How can we accurately determine ionospheric scintillation from EPB measurements? In this paper, we present a review on our current knowledge of EPB and ionospheric scintillation occurrences over the East and Southeast Asia, and discuss some unresolved issues related to their predictability, with special focus on the observation of EPB from its generation to disappearance. To track the whole process of EPBs, campaign observations with multiple ionospheric networks in the East and Southeast Asia are proposed. Future aspects on the ionospheric facilities being planned or built to better understand the short-term variability of EPB and scintillation are included.

2 General Mechanisms of EPB and Ionospheric Scintillation

The generation of EPBs has been well accepted as resulting from the generalized Rayleigh–Taylor (R–T) instability (Kelley 2009). The linear growth rate of R–T instability (γ) depends on the F region upward vertical plasma drift (V) by E × B/B2 due to the eastward electric field (E), the upward neutral wind perpendicular to the magnetic field (U), the ion-neutral collision frequency (\(v_{\text{in}}\)), the plasma density gradient scale length (L), the recombination rate (β), the E and F region field-line-integrated conductivity (\(\varSigma_{\text{p}}^{\text{E}}\), \(\varSigma_{\text{p}}^{\text{F}}\)), and is given by Sultan (1996) as,

$$\gamma = \left( {1/L} \right)\frac{{\varSigma_{\text{p}}^{\text{F}} }}{{\varSigma_{\text{p}}^{\text{E}} + \varSigma_{\text{p}}^{\text{F}} }}\left( {V - U + g/v_{\text{in}} } \right) - \beta ,$$

A steep upward density gradient, which is antiparallel to gravity g, usually exists at F region bottomside over the magnetic equator. During daytime, the conductivity in the low-latitude E region (\(\varSigma_{\text{p}}^{\text{E}}\)) is very high (due to solar radiation), and can short out the F region polarization electric fields and thus suppress the growth of the R–T instability. The EPBs are difficult to be generated during daytime except in some unusual circumstances, such as when a plasma density perturbation structure with extremely large density gradient is created by artificial sources (Li et al. 2018b). The radar beam steering measurements over Kototabang have shown that almost all EPB plumes are generated after sunset over the magnetic equator (Yokoyama et al. 2004). After sunset, there is no photoionization in the ionosphere. Charged particles at lower altitudes recombine quickly, resulting in a higher altitude of the F layer and smaller scale length of the density gradient (L). The E region conductivity decreases drastically after sunset, causing a large conductivity gradient in the zonal direction near the sunset terminator. To maintain the divergence-free condition of the electric currents, the zonal component of F region electric field often increases to a large eastward value, which is known as the pre-reversal enhancement (PRE) of the eastward electric field (e.g., Eccles et al. 2015). The PRE can drive large upward vertical drifts that can elevate the F region to higher altitude of lower \(v_{\text{in}}\) and β, and thus cause larger growth rate of R–T instability.

The linear growth rate of R–T instability at nighttime, which is primarily controlled by F layer height and field-line-integrated conductivity, is usually less than 2 e-folds per hour. The growth rate is too small to explain the rapid development of EPBs after sunset (e.g., Woodman 2009). On the other hand, Abdu et al. (2008) reported an unusual case over Brazil where very large upward plasma drifts up to ~ 1000 m/s were observed but without EPBs during the geomagnetic storm of October 2003. Some other factors could play important roles on the generation of EPBs. In previous numerical simulations of EPBs, an initial seeding with plasma density perturbation at the F region bottomside was studied. Whereas the seeding perturbation itself does not change the growth rate of the R–T instability, simulation results have shown that an initial perturbation ~ 5% or so can greatly reduce the time required for the R–T instability to grow into EPBs (see a review by Yokoyama 2017). The gravity wave launched from atmospheric convective activity in the low atmosphere, such as in the intertropical convergence zone (ITCZ), is one possible source producing the density perturbations (see reviews by Tsunoda et al. 2018; Abdu 2019). Some case studies suggested a possible link between the occurrences of tropical cyclone and EPB (e.g., Yang and Liu 2016). Another possible source is the collisional shear flow in the F region bottomside, where the plasma drifts westward, but the neutral wind is eastward near sunset (Hysell and Kudeki 2004).

The scale sizes of the EPB structure are usually on the order of thousands of kilometers along magnetic field lines and tens to hundreds of kilometers in the direction perpendicular to magnetic field lines. Such large-scale structures cannot explain the concurrent ionospheric scintillations and radar backscatter plume echoes. The amplitude scintillation index S4, which has been widely used in the study of ionospheric scintillation and defined as the normalized variation of signal intensity (Yeh and Liu 1982), is given by:

$$S_{4} = \sqrt {\left( {\left\langle {I^{2} } \right\rangle - \left\langle I \right\rangle^{2} } \right)/\left\langle I \right\rangle^{2} },$$

where I is the signal intensity and 〈〉 means the ensemble average. The intensity of scintillation depends on the radio wave frequency. The scintillation is mainly caused by the plasma density irregularities with the scale size below the first Fresnel scale (e.g., Yeh and Liu 1982) and defined as:

$$d_{\text{F}} = \sqrt {2\lambda z} ,$$

where z is the height of irregularity layer and λ is radio wave length. For the GPS L1 frequency (1575.42 MHz), the first Fresnel scale is about 390 m (by assuming that z is 400 km). Ionospheric scintillations have been recorded by making use of the VHF/UHF to L-band satellite beacons (Basu et al. 1988), indicating that the signals traverse the irregularities with size of hundreds of meters. The radar backscatter plumes are produced from echoes due to Bragg scattering from the irregularities with the size of half the radar wavelength. Most of the ionospheric radars are operated at frequencies in the range of 30–50 MHz for detecting irregularities with the scale size of a few meters. Specifically, plasma density irregularities were also detected by X-band radars (with operational frequencies up to a few GHz) (e.g., Xu et al. 2004; Mohanty et al. 2018), indicating that the size of irregularities can be down to a few centimeters. The observations demonstrate that, within the EPBs, there exist various scale sizes of irregularities filling the whole depletion structure.

It was suggested that small-scale irregularities can be generated through the cascading process during the upward growth of EPB depletion structure (Haerendel 1974). The polarization electric fields generated within large-scale depletion structures of EPBs can extend long distances along the magnetic field lines. It is expected that the large-scale polarization electric fields (within large-scale EPB structures) can map along magnetic field lines to produce similar large-scale structures at low latitudes of both hemispheres, as demonstrated by airglow imager observations at magnetic conjugate stations (Otsuka et al. 2002a). However, for the small-scale irregularities generated within EPBs over the magnetic equator, the mapping to low latitudes is difficult because the small‐scale polarization electric fields associated with the irregularities can be partially, or fully, short‐circuited. LaBelle (1985) estimated the mapping efficiency of electric fields generated within different scale sizes of irregularities along magnetic field lines. For the F region irregularity structure with scale sizes larger than 10 km, the mapping efficiency of electric fields from the magnetic equator to low latitudes is more than 60%. Larger-scale (for example 50 km) structure corresponds to higher mapping efficiency (~ 90%). For the polarization electric fields generated within smaller scale (less than 1 km) irregularities, the mapping efficiency is close to 10% or less, indicating that the small-scale polarization electric fields cannot map over long distance. The small-scale irregularities which produce radar backscatter echo plumes and ionospheric scintillations at low/middle latitudes are not due to the direct mapping of polarization electric fields generated within small-scale EPB irregularities over the magnetic equator, but generated locally through the cascading process within the large-scale depletions at low/middle latitudes.

Besides the EPB irregularities, there are two other types of irregularities which may also cause ionospheric scintillations at low/middle latitudes. These are the E region irregularities associated with the sporadic E layer and the F region irregularities generated through the Perkins instability (e.g., Alfonsi et al. 2013; Yang and Liu 2018). The frequency-type spread-F in ionograms at mid-latitudes is usually due to the irregularities generated through the Perkins instability (e.g., Xiao et al. 2009; Balan et al. 2018). For a specific propagation geometry of radio signals traversing an ionospheric irregularity structure, the scintillation intensity depends on the background ionospheric density, the thickness of irregularity structure, and the root-mean-square of electron density fluctuations (〈∆N21/2) inside the structure (e.g., Yeh and Liu 1982). EPBs often cover hundreds of kilometers or more in the east–west, north–south and altitude directions, and penetrate the F region peak onto the topside ionosphere. The background plasma density and the density gradient in the boundary of EPBs near the altitudes of F region peak are the largest. The scintillation produced by the EPB irregularities can be very strong with saturated values of S4. However, for the other two types of irregularities that are embedded within relatively small patches or thin-layered structures, the ionospheric scintillations are usually weak and of short durations (a few minutes), and do not significantly impact on the functionalities of satellite-based communication links.

3 Occurrence Morphology of Post-sunset, Post-midnight and Daytime EPBs and Ionospheric Scintillations

Based on the time of occurrence, the EPBs can be classified into three categories: the post-sunset (~ 18-24 LT), the post-midnight (~ 00-06 LT) and the daytime (~ 06-18 LT) EPBs. Under geomagnetic quiet conditions, the EPBs are generated mainly during post-sunset hours following the vertical drift enhancement of the F region plasma (Yokoyama et al. 2004). The EPBs observed during the post-midnight are usually due to the long lifetime of the EPBs generated at post-sunset hours, as shown, such as in the statistical results of EPB occurrence obtained from a global GNSS TEC receiver network (Li et al. 2011). On the other hand, some post-midnight EPBs are not the continuation of post-sunset EPBs, but initially generated during midnight/post-midnight hours, especially during solar minimum years (see a review by Otsuka 2018). The EPBs generated during midnight or later could survive to daytime hours. Huang et al. (2012) reported a special case of EPBs that was initially observed at 0200 LT and lasted for about 12 h to the afternoon (1400 LT). Under geomagnetic active conditions, the EPBs could be generated later in the night (even near sunrise) due to the contribution of storm-time disturbed electric fields (e.g., Fukao et al. 2003). Almost all the daytime EPBs are the continuation of the EPBs generated at nighttime.

The climatological behavior of the EPB occurrences under geomagnetic quiet conditions has been well understood (e.g., Su et al. 2006). In general, the occurrence rate of the post-sunset EPBs peaks at solar maximum. At a given longitude, the post-sunset EPBs mainly occur during the months when the sunset terminator is aligned with the magnetic meridian (Abdu et al. 1981a). The longitudinal and seasonal variations of the post-sunset EPBs can be explained by the longitudinal gradient of field-line-integrated E region conductivity (Tsunoda 1985). The amplitudes of PRE, which greatly affect the growth of R–T instability and hence the EPB generation, are sensitive to the longitudinal gradient of the field-line-integrated E region conductivity. A good correspondence between the seasonal variations of EPBs and of plasma vertical drifts driven by the PRE was found from Jicamarca observations (Fejer et al. 1999) and from ROCSAT global observations (Li et al. 2007). Based on a comparative analysis of the EPB occurrence rates with the sunset vertical plasma drifts, a linear relationship was found for all seasons (e.g., Kil et al. 2009). Statistical results from the C/NOFS data during 2008–2013 and the Chumphon (10.7°N, 99.4°E) and Cebu (10.4°N, 123.9°E) ionosonde data during 2011–2015 showed that the EPB occurrence rates get very close to 100% when the upward vertical plasma drifts driven by PRE are more than 40 m/s (Huang and Hairston 2015; Huang 2018; Abadi et al. 2020).

Over East and Southeast Asia, the magnetic declination angle is very small (~ 1°) and the magnetic equator offset from the geographic equator does not vary much with longitude. Large PRE and high EPB occurrence rates are expected during the equinoctial months (March, April, September and October) when the E region sunset at low latitudes of both hemispheres occurs at roughly the same time with the apex sunset over the magnetic equator. Previous observations from the low-latitude stations in the East and Southeast Asia showed that the EPB occurrence maximized in the equinoctial months (e.g., Shi et al. 2011; Buhari et al. 2017). At post-sunset hours, the EPBs are usually in the development phase, during which they are composed of various scale sizes of irregularities, which can contribute to ionospheric scintillations. The scintillations in the East and Southeast Asia are mainly equinoctial phenomena (e.g., Liu et al. 2015; Tran et al. 2017).

Figure 1 shows the local time, seasonal and solar activity dependences of amplitude scintillations measured by GPS scintillation receiver at the low-latitude station Sanya. All the S4 values are observed with elevation angles greater than 25° and 1-min interval, but only the maximum S4 are plotted in Fig. 1. It is evident from the figure that ionospheric scintillation mainly occurs at post-sunset hours during equinoctial months of solar maximum. With the decrease (increase) in solar flux, the scintillation intensity correspondingly decreases (increases). The scintillation was rarely observed in the low solar flux years 2008–2009 and 2018–2019. The right bottom two panels show the variations of post-sunset and post-midnight scintillation occurrence rates and of 10.7 cm solar flux as a function of time (date). At solar maximum year, the occurrence rate of post-sunset scintillation can be up to 40% on some days, indicating that during the period, 40% of satellite-receiver links could be affected by scintillations over Sanya.

Fig. 1
figure 1

The occurrence morphology of GPS ionospheric scintillations observed over the low-latitude station Sanya during 2004–2019. The vertical dashed lines superimposed in the color plots represent the midnight. The slant stripes are due to multipath effect. The right bottom two panels show the variations of solar 10.7 cm flux (black line), and post-sunset (red dots) and post-midnight scintillation occurrence rates (blue dots) as a function of time (date). The post-sunset and post-midnight occurrence rates are defined as the number of data points with S4 > 0.2 divided by the total number of data points (for all GPS satellites with elevation > 25°) during 18-24 LT and 00-06 LT on each day, respectively. Note that in 2018 and 2019, the occurrence rates are almost 0%, indicating that the threshold of 0.2 is appropriate for removing the possible contamination by multipath effect (which is apparent in 2018) in the statistics

Unlike the post-sunset EPBs/ionospheric scintillations which are positively correlated with solar activity and have similar longitudinal/seasonal patterns for high and low solar activities, the occurrences of post-midnight EPBs and scintillations show complex behavior. The post-midnight EPBs do not always cause ionospheric scintillations, which depend on the change of total electron density (e.g., Huang et al. 2014). At the solar maximum, the longitudinal/seasonal variations of post-midnight EPBs are similar to those of post-sunset EPBs except the relatively low occurrence rate. This can be explained by the fact that the post-midnight EPBs are mostly the continuation of EPBs generated at post-sunset. However, at the solar minimum, the occurrence rate of post-midnight EPBs which can be higher than that of post-sunset EPBs over some longitude sectors, has different longitudinal/seasonal dependences. The equatorial ionogram spread-F observations at the American, Pacific, and Southeast Asian longitudinal sectors during the June solstice of solar minimum show a higher occurrence rate of irregularities in midnight/post-midnight than post-sunset (Li et al. 2011). Observations from the C/NOFS and Swarm satellites show that post-midnight EPBs appeared mainly during June solstice with an occurrence peak in the African sector, where post-midnight VHF scintillations were also recorded by ground-based receivers (e.g., Yizengaw et al. 2013; Wan et al. 2018). In the Asian sector, an enhanced occurrence of post-midnight irregularities was observed at low-latitude stations Gadanki, Kototabang and Sanya during June solstice of solar minimum but without concurrent GPS scintillations (e.g., Otsuka et al. 2009; Patra et al. 2009; Hu et al. 2014). As can be seen from Fig. 1, in general, no obvious scintillations were observed at Sanya near midnight/post-midnight during the June solstice of solar minimum. A reason for this could be that the midnight/post-midnight background electron density is low. The changes of total electron density by irregularities are small and thus may not produce apparent scintillations.

In the case of post-midnight irregularities observed at low latitudes, the echoing patterns in radar range-time-intensity (RTI) maps may present mid-latitude characteristics at times (Yokoyama et al. 2011). These post-midnight irregularities could be generated locally through the Perkins instability. On the other hand, the simultaneous observations at equatorial and low latitudes present evidence that some of the low-latitude post-midnight irregularities could be linked with the EPBs freshly generated through the R–T instability mechanism operating in the midnight/post-midnight hours (e.g., Otsuka et al. 2009; Patra et al. 2009; Li et al. 2011; Yizengaw et al. 2013; Hu et al. 2014; Dao et al. 2017). As described above, the generation of EPBs requires positive growth rate for the R–T instability, which is proportional to the F layer height. The statistical results from the equatorial ionosonde observations at different longitudes during June solstice of solar minimum show that post-midnight irregularities are mostly preceded by substantial height rise of F region near midnight (Li et al. 2011; Nishioka et al. 2012). Upward vertical plasma drifts driven by eastward electric fields around midnight are also detected by satellite in situ observations (Yizengaw et al. 2013). The height rise/upward drift provides favorable conditions for the growth of R–T instability since the ion-neutral collision frequency decreases with increasing altitude. The meridional neutral wind associated with midnight temperature maximum in the thermosphere was suggested to be another possible cause for the midnight F layer uplift (Otsuka 2018).

During daytime, the presence of EPB is not a common phenomenon. Satellite in situ observations show that the density fluctuations caused by any daytime EPBs are usually small. The longitudinal, seasonal and solar activity dependences of daytime EPBs are still not clear. The daytime EPBs mainly appear at the F region topside and are related to the long lifetime of the EPBs initially generated at nighttime (Huang et al. 2012). One possibility responsible for the long time survival of the EPBs during daytime is the relatively low plasma production rate in the daytime F region topside. The occurrence rate of the EPBs during daytime decreases gradually from morning to afternoon hours (Kil et al. 2019). Radar observations at equatorial and low latitudes in the American and Southeast Asian sectors also show that daytime F region backscatter echoes are only sporadically observed, with durations of 1–2 h in range time intensity (RTI) maps and extremely narrow Doppler spectral widths (e.g., Chau and Woodman 2001; Chen et al. 2017). Since the radar observations are confined to limited longitude/latitude regions and limited periods of time, it is not clear if the daytime F region backscatter echoes result from the daytime EPBs surviving from nighttime, and how often these daytime echoes appear. A further investigation on the daytime F region backscatter echoes is worth of a future work leveraging on beam steering measurements with multiple radars at closely located longitudes. On the other hand, the fresh generation of daytime F region EPB-like irregularities was observed at low latitudes following the creation of a big ionospheric hole by rocket exhausts (Li et al. 2018b). Both the freshly generated and the decayed daytime F region irregularities were not accompanied by ionospheric scintillations. The spatial scale and/or intensity of the daytime F region irregularities may not be favorable for scintillation.

4 Unresolved Issues in the EPB and the Ionospheric Scintillation Short-Term Forecasting

The controlling factors and associated physical mechanisms responsible for the climatological characteristics of EPB occurrence, including the longitudinal, seasonal and solar activity dependences, are well understood. This may enable the development of predictive capability on long-term variability of EPB occurrence at any longitude, for example the monthly forecasting of ionospheric scintillation achieved with the WideBand MODel (WBMOD) in the East and Southeast Asia (e.g., Cervera et al. 2001). However, the factors that explain well the long-term variability cannot be used to reliably predict the day-to-day and shorter term variations in the EPB occurrence rates, which have small decorrelation distances in longitudes (see reviews by Tsunoda et al. 2018; Abdu 2019). Considering that the longitudinal extent of the PRE covers ~ 30° (~ 3000 km in the east–west direction), it may be expected that the generation of the EPBs over a large longitude region could have similar features. However, the radar observations at Kototabang and Sanya which are separated by ~ 1000 km in longitude show a large difference of EPB generation rates. The significantly higher EPB generation rate over Kototabang was suggested to be linked with the more active ITCZ near the Kototabang longitude, where the gravity wave activity could be more frequent resulting in more intense seeding and the development of the R–T instability (Li et al. 2016). Whereas the generation rates are significantly different, the bubble occurrences which include both zonally drifting and locally generated EPBs over the two longitudes are similar. To forecast EPBs and ionospheric scintillations over a given longitude, it is essential to determine if EPBs will be generated locally, or EPBs will be generated at elsewhere and travel into the given longitude through zonally drifting, and if EPBs will cause ionospheric scintillation. Correspondingly, the main questions on the predictability of EPBs and ionospheric scintillations lie in three aspects: (1) what factors control the generation of EPBs and how the controlling factors change on a day-to-day basis, (2) what factors control the evolution and lifetime of EPBs, and (3) how can we accurately determine ionospheric scintillation from EPB measurements.

4.1 The Factors Controlling the EPB Generation and Its Day-to-Day Variability

The EPB generation is primarily determined by the factors including (1) the plasma density perturbation (wave structure in the east–west direction) at F region bottomside for seeding the R–T instability, (2) the equatorial vertical plasma drift and F layer height, and (3) the field-line-integrated conductivity controlling the growth rate of the R–T instability (see reviews by Abdu 2001, 2019). McClure et al. (1998) explained the generation of EPBs (PEPB) as a product of two occurrence probabilities, that is, PEPB = PseedPinst, where Pseed and Pinst represent the probabilities of perturbation seeding and of R–T instability, respectively. Under the condition when one probability is small but the other probability is high, it may also work effectively to generate EPBs. The day-to-day variability of EPBs depends on the variations of both Pseed and Pinst, which arise from different sources.

The occurrence of F region bottomside plasma density perturbation (Pseed) can be directly detected by the steerable incoherent scatter radar (e.g., Tsunoda 2005) and all-sky airglow imager (e.g., Takahashi et al. 2010; Liu et al. 2019), and indirectly derived from the ‘satellite traces’ in ionograms which are caused by the oblique reflections from tilted ionosphere (e.g., Abdu et al. 1981b; Tsunoda 2008; Alfonsi et al. 2013) and from the TEC perturbations in longitude (e.g., Tulasi Ram et al. 2014). Based on the two-dimensional (altitude versus east–west distance) measurements of ionospheric plasma density with the ALTAIR incoherent scatter radar, Tsunoda (2005) reported that the generation of EPBs is preceded by the presence of plasma density perturbation, representing large-scale wave structure (LSWS) at F region bottomside. The sinusoidal depletion structure of the LSWS can cover more than 1500 km in longitude, as observed by the all-sky airglow imagers at equatorial and low latitudes (Takahashi et al. 2010). The EPBs are known to develop at the crest of LSWS. Abdu et al. (2009) reported that the LSWS can appear nearly simultaneously at low-latitude magnetic conjugate sites.

Figure 2 shows some cases of the occurrence of satellite traces (marked with triangles) and the variations of F layer virtual heights (h’F) obtained from the low-latitude ionosonde at Sanya during September–October 2011. The h’F oscillations with weak amplitude were observed during afternoon hours on some days. These oscillations, which could be linked with LSWS, are similar to those observed at low latitudes in South America, where the observed h’F oscillations continuously existed from midday to sunset with the amplitude increasing towards sunset (Abdu et al. 2015a). Near sunset when the PRE vertical drift increases, the perturbation amplitude could be amplified (e.g., Tulasi Ram et al. 2014; Tsunoda et al. 2018) and cause satellite traces in ionograms. The amplification could be linked with the increasing field-line integrated conductivity ratio toward sunset and/or the spatial resonance mechanism of gravity waves and background drift (Huang and Kelley 1996; Abdu et al. 2015a). Statistical results from the equatorial and low-latitude observations showed that the generation of EPBs is almost always preceded by satellite traces (e.g., Tsunoda et al. 2010; Li et al. 2012; Patra et al. 2013; Abdu et al. 2015a; Zhu et al. 2015).

Fig. 2
figure 2

Cases showing the occurrences of large-scale wave structure (characterized by satellite traces in ionograms) and F layer virtual height perturbation over Sanya (updated from Li et al. 2012). The triangles denote the presence of satellite traces. The different colors denote the observations on different days

The generation of the LSWS is usually attributed to the following three possible mechanisms.

1. The collisional shear instability mechanism that is believed to be driven by a velocity shear associated with the PRE near sunset. The shear flow begins in the afternoon and gets intensified near sunset when the difference between neutral wind and plasma drift velocities is on the order of 100 m/s. Hysell and Kudeki (2004) suggested that the shear flow instability can produce large-scale perturbation structure at F region bottomside that could act as a seeding source for the R–T instability.

2. The gravity waves propagating upward to F region bottomside over magnetic equator might produce the LSWS. Such gravity waves could be generated due to tropospheric convective activities that are present at any time of the day. The LSWS characterized in ionogram as the ‘satellite traces,’ which appear in the afternoon or midnight (when the shear flow is usually small) might be linked with gravity waves (e.g., Tsunoda et al. 2018). Li et al. (2016) explained the extremely large difference of EPB generation rates at closely located longitudes (in the Asian sector) as being caused partly by the gravity waves sourced in the ITCZ. The SpreadFEx campaign (Fritts et al. 2008) observations showed a good correspondence between the horizontal wavelengths of gravity waves and the inter-bubble distances in longitude, the distances being typically more than 100 km (e.g., Takahashi et al. 2009).

3. The large-scale polarization electric fields generated by medium-scale traveling ionospheric disturbance (MSTID) at low latitudes could map along magnetic field lines to equatorial F region bottomside and produce the LSWS. Based on the SAMI3/ESF model simulation, Krall et al. (2011) investigated the coupling between the low-latitude MSTIDs and the EPBs. When the MSTIDs propagate in a direction nonparallel to the geomagnetic field line, the associated polarization electric fields could map to equatorial F region bottomside and produce an MSTID-like density wave, thus triggering the development of EPBs. The statistical results from the observations over the South America showed a close relationship between the inter-bubble distance and the horizontal wavelength of MSTIDs (Takahashi et al. 2018). In general, both the shear flow and gravity waves (directly or indirectly by the MSTID polarization electric field) may produce the LSWS and thus seed the development of the EPBs. However, the day-to-day variabilities that characterize the shear flow and the gravity wave are unknown, especially for gravity waves that cannot be directly observed. Also, the threshold limits set by the LSWS parameters for EPB generation are not clear because direct observation of LSWS by the steerable incoherent scatter radar is very limited.

Regarding the equatorial vertical plasma drift and F layer height, there are several possibilities that may cause the short-term variability. One is the background electric fields that may be modified by other factors on a day-to-day basis. Near sunset, the PRE which drives F layer to higher altitudes can be modified by planetary/Kelvin waves, and by storm-time prompt penetration electric field (PPEFs) or disturbance dynamo electric fields (DDEFs). These factors causing the day-to-day variability of PRE have been discussed in detail (see reviews by Abdu 2012, 2019, and the references therein). The tidal winds, which affect the sunset E layer conductivity gradient and thus the PRE and F layer height variations, can be modulated by the nonlinear interactions between planetary/Kelvin waves and tidal waves (Abdu et al. 2015b). The unseasonal occurrence of post-sunset EPBs preceded by a substantial uplift of equatorial F layer on 28 July 2014 in Asia was suggested to be linked with planetary waves (Ajith et al. 2018; Carter et al. 2018). At midnight of solar minimum when the temperature maximum frequently occurs in the summer hemisphere, the weakening of westward electric field together with sufficient recombination may cause the rise of F layer height (Otsuka 2018).

During geomagnetic storm, the F layer height can be increased at post-sunset (post-midnight) by the PPEFs (DDEFs), or decreased at post-sunset by DDEFs. That is because the polarities of PPEFs (DDEFs) are eastward (westward) at the longitudes in the dayside and westward (eastward) at the longitudes in the nightside (e.g., Abdu 2012). Super EPBs covering from equatorial to middle latitudes in the East and Southeast Asia were detected in the geomagnetic storms of January, July and November 2004 (Sahai et al. 2009; Li et al. 2009a, b, 2010). Strong scintillations with maximum S4 of ~ 1 were recorded at the low-middle-latitude station Wuhan (30.5°N, 114.4°E). Especially for the storm of July 2004, the EPBs were generated continuously over a very wide range of the equatorial region, that is, more than 180° in longitude, from American to Southeast Asia sectors (Li et al. 2010). Since in these months, the EPBs, in general, seldom occur in the East and Southeast Asia, it has been suggested that long duration/multiple PPEFs contributed to the rapid elevation of F layer height, thus significantly enhancing the growth of R–T instability and the EPB development. The PPEFs, which typically occur during the main phase of magnetic storms and last for tens of minutes to 1–2 h, if appearing in the evening (with eastward polarity), can enhance the background upward plasma drift and thus increase the EPB occurrence. A few hours after the beginning of storm main phase, the DDEFs often develop and become important during the storm recovery phase. The DDEFs, with westward (eastward) polarity in the postsunset (post-midnight) sector, can suppress or even reverse the background upward (downward) plasma drift and thus suppress (increase) the EPB occurrence. Whereas the generation of super EPBs is usually triggered by geomagnetic storm, previous statistical results showed that the occurrence rates of EPBs are statistically inhibited by geomagnetic activity. By using TEC observations at equatorial and low latitudes in the East and Southeast Asia during 2001–2004, a decreasing of pre-midnight EPB occurrence rates with increasing magnetic activity (characterized by Kp index) was observed (Li et al. 2009b). Shinagawa et al. (2018) investigated the relationship between the daily total Kp (ΣKp) and EPB/scintillation occurrence over low-latitude Kototabang during 2011–2013. A similar decrease of EPB occurrence rate with increasing ΣKp was observed. Based on numerical model simulation, Carter et al. (2014) reported that even a small change in Kp can affect (inhibit) the growth rate of R–T instability and EPB during its high occurrence season.

Another potential source for F layer height variation is gravity waves, which may produce the variations through direct or indirect ways (e.g., Abdu et al. 2009; Li et al. 2012; Joshi et al. 2015). The zonal component of gravity wave perturbation winds can modify the PRE and thus affect F layer height. The meridional component of perturbation winds can directly affect F layer height (at latitudes away from the magnetic equator). On the other hand, the F layer height variations could be linked directly with the plasma density perturbation structure produced by gravity waves. Statistical results from Saito and Maruyama (2007) showed that the F layer height (h’F) at two equatorial stations could be quite different during the days when EPBs were observed. They suggested that the plasma density perturbation structure could cause the h’F difference. The F layer height modulation by gravity waves could be interrupted at higher altitude with the start of EPBs (for example please see the orange curve shown in Fig. 2). The h’F measured overhead could depend upon the perturbation upwelling depth and zonal distance away from the crest of perturbation structure. Previous studies have shown that even when the PRE is weak, EPB can still be generated at times due to strong plasma density perturbations (e.g., Tsunoda et al. 2010). Because the h’F and vertical drift velocity on both EPB and non-EPB days at one longitude can have large scatters, it is difficult to determine whether or not EPBs occur on a daily basis using a certain threshold of F layer height (or vertical plasma drift).

The ratio of F region (\(\varSigma_{\text{p}}^{\text{F}}\)) to the total (E and F region) field-line-integrated conductivities (\(\varSigma_{\text{p}}^{\text{E}} + \varSigma_{\text{p}}^{\text{F}}\)), which also controls the growth of R–T instability, can be decreased by transequatorial wind and low-latitude Es layer. The transequatorial wind causes F layer height rises in one hemisphere and descents in the other hemisphere and thereby produces opposing effects of \(\varSigma_{\text{p}}^{\text{F}}\) but with a larger amplitude for the decrease of \(\varSigma_{\text{p}}^{\text{F}}\). As a result, it causes decrease in the ratio and growth rate (Maruyama 1988). By employing the transequatorial winds derived from the magnetic conjugate ionosonde observations in Southeast Asia (~ 100°E), Maruyama et al. (2009) simulated the EPB development. Their results showed that the growth time of EPB increased by a factor two when the transequatorial wind velocity increased from 10 to 40 m/s, indicating suppression of EPB by transequatorial winds. For the \(\varSigma_{\text{p}}^{\text{E}}\) at low-latitude E region which is connected to equatorial F region through magnetic field lines, the occurrence of low-latitude Es layer can cause increase in \(\varSigma_{\text{p}}^{\text{E}}\) and thus decrease in the conductivity ratio. Joshi et al. (2013) reported that when blanketing-type Es layer occurred at low latitude for a relatively long duration near sunset, no EPB was observed. It was suggested that the thick Es layer has larger \(\varSigma_{\text{p}}^{\text{E}}\) which could reduce the growth rate of the R–T instability significantly. The increased \(\varSigma_{\text{p}}^{\text{E}}\) by Es layer can also slow down the rise of sunset F layer height (Carrasco et al. 2005). One general mechanism for Es layer is the tidal wind shear which can be modified also by gravity waves and planetary waves.

4.2 The Factors Controlling the Evolution and Lifetime of EPBs

After the initial generation at the bottomside of the equatorial F region, the EPBs can rise to higher altitudes extending along the magnetic field lines to low, or even middle latitudes, and drift zonally (toward east or west) for a long distance up to more than 2000 km. The rising altitude and zonally drifting distance may determine how wide an area may be affected by the EPB and the associated scintillation.

Figure 3 shows the latitudinal occurrence rates of kilometer-scale plasma irregularities derived from GNSS TEC measurements around 110°E. By using a similar method as that used by Li et al. (2009a), the rate of TEC change index (ROTI), which was defined as the standard deviation of the rate of TEC change (ROT) over a five-minute window (Pi et al. 1997), was employed to estimate the occurrence rates of irregularities with a latitudinal resolution of 1° from 13°N to 40°N in the longitude region of 105–115°E. For the TEC data sampled at 30-s intervals, the scale sizes of irregularities producing significant ROTI values are on the order of a few kilometers (for example 6 km), depending on the zonal drift velocity over ionospheric pierce point (for example 100 m/s).

Fig. 3
figure 3

Latitudinal occurrence rates of F region kilometer-scale plasma irregularities derived from TEC measurements. In the left colored maps, the latitudinal occurrence rates, as a function of time (date), were calculated with the number of (ROTI-ROTIavg) > 0.2 divided by the total number of ROTI within the grid of 10° in longitude (105–115°E) and 1° in latitude during nighttime 18-06 LT on each day. ROTIavg is the mean value of ROTI during the daytime 06-17 LT. The latitudinal occurrence rates shown in the right plots were calculated with the same method but using the nighttime data in the whole year. The superimposed circles and arrows in the left colored maps highlight the irregularities generated at middle latitudes during June solstice, and the storm-time middle-latitude plasma bubble irregularity events, respectively

As shown in the left color maps of Fig. 3, two types of irregularities occurring at different latitudes are identified from the ROTI measurements. One is the F region irregularities generated at middle latitudes through the Perkins instability and related to Es/MSTIDs during June solstice (Balan et al. 2018, and the references therein), as indicated by the superimposed circles. The right panels show that the middle-latitude irregularities present a sub-peak of occurrence rate centering around 28–29°N. The other type is the EPB irregularities which cause the main occurrence peak at low latitudes. In general, both middle-latitude irregularities and EPB (low latitude) irregularities increase with solar activity. Here we will focus only on the EPB irregularities. At solar maximum (e.g., 2000–2002), most EPB irregularities was observed at latitudes up to ~ 25°N (assuming the irregularity altitude 300 km) which corresponded to the apex altitude of ~ 1050 km over the magnetic equator at 110°E. The occurrence peak of EPB kilometer-scale irregularities were situated around 17°N, instead of lower latitudes close to the magnetic equator. This is consistent with the occurrence peak of hundred-meter-scale irregularities which are expected to produce ionospheric scintillation maxima near the crest of equatorial ionization anomaly (EIA) (e.g., Abadi et al. 2014). At solar minimum (e.g., 2007–2009), the EPB irregularities were detected mainly at latitudes below 18°N, indicating that the peak altitudes of EPB plumes over the magnetic equator were usually less than 550 km. On the other hand, it can be noted from the color maps of Fig. 3 that a few EPB irregularities were observed extending from low to middle latitudes up to 40°N or higher (as indicated by the superimposed arrows), corresponding to the apex altitude of ~ 3400 km over the magnetic equator at 110°E. These plasma bubble events at mid-latitude occurred during the geomagnetic storms of October 2002, January, July and November 2004, August 2005, and September 2017, respectively. Some of these storm-time middle-latitude plasma bubble cases in the East and Southeast Asia have been investigated in previous studies (e.g., Xu et al. 2007; Sahai et al. 2009; Li et al. 2009a, b, 2010, 2018a; Aa et al. 2018). Geomagnetic activity may cause modifications in the background electric field and plasma density significant enough to provide favorable conditions for EPBs to attain higher enough altitudes and thus extending to higher latitudes.

In general, the peak altitude of the EPBs depends on the field‐line‐integrated electron density inside the bubble and the adjacent background electron density. The vertical rise velocity determines how long the bubble could take to reach the peak altitude. The rise velocity mainly depends on the F region background zonal electric field. As suggested by Abdu et al. (1983), the background electric field can affect the rise velocity in two ways: (1) causing difference in the conductivity between the bubble and adjacent regions and thus change of polarization electric field. The eastward polarization electric field in the EPB depletion structure drives the upward drift of low-density plasma via E × B drift; and (2) uplifting the F layer to higher altitudes where the ion-neutral collision frequency becomes lower and the instability growth rate becomes larger. Based on the radar multi-beam steering observations at low latitude, Tulasi Ram et al. (2017) reported the rise velocities of post-sunset (post-midnight) EPB structures to be around 45–265 m/s (26–128 m/s). They further simulated the rise velocity under different background electric fields using a high-resolution bubble (HIRB) model (Yokoyama 2017). When the background eastward electric field was increased from 0.5 to 1 mV/m, the vertical rise velocity increased correspondingly from 227 to 264 m/s. On the peak altitude to be reached by an EPB, Mendillo et al. (2005) proposed that the upward motion of EPB will stop when the field‐line‐integrated electron density inside the bubble is equal to that of the adjacent background. This was confirmed by the SAMI3 model simulation (Krall et al. 2010).

The zonal drift distance of the EPBs could depend on the zonal drift velocity and the lifetime of EPBs. The EPBs usually drift eastward at nighttime with the velocity decreasing with increasing local time and reversing to west in the early morning hours (e.g., Bhattacharyya et al. 2001; Fejer et al. 2005). Since the EPBs are embedded in the surrounding background plasma, the zonal drift velocity of EPBs and its variation with local time and solar activity are, in general, similar to those of F region background plasma drift. For the west/east tilted EPB structure, the zonal drift of bubble structure can be larger/smaller than the background plasma drift, due to the motion of plasma particles inside the depletion structure (Huang et al. 2010). Figure 4 shows the mean zonal drift velocity derived from scintillation measurements using spaced GPS receivers operated at the low-latitude station, Sanya, during 2011–2013 (a high solar activity period). The zonal drifts decrease during the period 20-01 LT from about 145 m/s to 75 m/s with an average decreasing rate of ~ 15 m/s/h. This is consistent with the global results from C/NOFS, which showed the velocity ranging between 130 m/s and 40 m/s during high solar flux period (Huang and Roddy 2016). Unlike the quiet time behavior, the zonal drifts of background plasma and EPBs during geomagnetic activity could be significantly disturbed, with the eastward drifts decreasing and attaining even large westward drifts. Previous observations in the East and Southeast Asia showed that during geomagnetic storms, the EPBs have large westward drifts of ~ 80 m/s or more (e.g., Xu et al. 2007; Li et al. 2009a). Sometimes the westward drifts increase with latitude, causing west-tilted EPB vertical structures (Li et al. 2018a). These storm-time westward drifts could be due to the PPEF-induced Hall drifts and/or due to the disturbance induced westward thermospheric winds (Abdu 2012).

Fig. 4
figure 4

The mean zonal drifts (geomagnetic quiet condition with daily averaged Kp < 3) of EPB irregularities derived from the measurements by spaced scintillation receivers at Sanya during the equinoctial months in 2011–2013 (updated from Liu et al. 2015)

The lifetime of the EPBs at nighttime depends mainly on the characteristics of these EPBs and the condition of background ionosphere, such as the scale size and depletion depth of the EPB structures, and the recombination rate and plasma diffusion in the direction perpendicular to the geomagnetic field. Under similar background conditions, the EPBs with larger size and deeper depletion can survive longer. For a plasma structure with wavenumber k, the time of diffusion is given as (k2D)−1 (e.g., Otsuka et al. 2006; Kelley 2009), where D is the perpendicular diffusion coefficient. For a specific D (1 m/s2), the diffusion time of irregularity structures with scales of 1 km and 400 m are estimated approximately 7 h and 1 h, respectively. This can explain that during the late phase of EPB, the hundred-meter-scale irregularities (which produce scintillation) decay but the kilometer-scale irregularities persist. On the other hand, a larger recombination rate can cause faster decay of EPBs. Generally, the recombination rate is larger at solar maximum than at solar minimum, and larger at lower altitude than at higher altitude. Based on the C/NOFS observations at different solar activities, Huang et al. (2012) reported that the EPBs at low solar activity persisted for longer time (7 h or longer), but at high solar activity the life time was shorter, ~ 3 h. They suggested that the atmospheric density as well as the recombination rate, which are controlled by solar activity, might be responsible for the observed difference. The short lifetime of post-sunset EPBs at high solar activity was further thought to be linked with the rapid downward movement of F region at post-sunset hours. If we take the mean velocity (decreasing from 130 to 40 m/s with a rate of ~ 15 m/s/h at solar maximum, and from 70 to 20 m/s with a rate of ~ 6 m/s/h at solar minimum) and the averaged life time (3 h at solar maximum and 7 h at solar minimum), the EPBs, on average, can drift zonally by ~ 1250 km.

4.3 EPB Measurements to Determine the Ionospheric Scintillation

Ionospheric scintillations are induced by small-scale irregularities, i.e., below the Fresnel’s scale, which are generated through secondary instabilities within the depletion structure of rising EPBs through a cascading process (Haerendel 1974). The scintillation intensity increases with the strength of density fluctuation (∆N) of the irregularity structure. In the East and Southeast Asia, the GPS scintillation observations showed that the occurrence peak was situated at the crest of the equatorial ionospheric anomaly (EIA) region (e.g., Abadi et al. 2014), similar to that observed in the South America (e.g., Muella et al. 2017). That is because the background plasma density and irregularity strength at the EIA crest are significantly higher than those at other latitudes. The variability of the spatial gradients along the north–south direction at the EIA crest was suggested to be a principal driver of scintillation (Cesaroni et al. 2015). Numerical model simulation results have shown that when large-scale EPB structures extended from magnetic equator to low latitudes, the ∆N is not uniform but proportional to the background plasma density along magnetic field lines (Dao et al. 2012). During geomagnetic storms when the evening EIA crests shift poleward to higher latitudes, the poleward expansion of the scintillation occurrence peak could be detected.

In order to examine the ability of EPB measurements to determine ionospheric scintillation occurrence over the same location, the correlation between EPBs and the resulting scintillations must be quantified in the first place. The satellite and rocket in situ data, and coherent radar backscatter echo data often show a good correlation between the occurrences of EPB depletions and backscatter plumes with S4, whereas the irregularities probed by radar have scale sizes (a few meters) much smaller than those causing scintillations (a few hundred meters). Figure 5 shows a comparison of the EPB backscatter plumes and ionospheric scintillations over Sanya. As shown in the right top panel, three EPB groups were detected on 30 March 2012. It has been suggested that the periodic EPB structures in radar RTI map during Equinox over Sanya are caused by spatially periodic EPBs in longitude, which could drift eastward into the radar field of view successively (e.g., Li et al. 2013). The first plume group ‘A’ around 1930-2000 LT was generated in the eastern side of Sanya, where part of the plume structure was detected by the radar beam. The other two plume groups ‘B’ and ‘C’ were generated in the western longitudes of Sanya. The horizontal separations of periodic EPBs, usually on the order of hundreds of kilometers, are similar to the wavelengths of the LSWSs (e.g., Tsunoda 2005; Maruyama and Kawamura 2006; Li et al. 2012; Rodrigues et al. 2018). From the right panels of Fig. 5, it can be seen that there is a good correspondence between the EPBs and scintillations (large S4)/fast TEC fluctuations (large ROTI) during both post-sunset and post-midnight hours. In contrast, the left panels of Fig. 5 show a case of EPB observed at midnight, around 00-04 LT on 28 June 2010 (solar minimum). This EPB did not cause any ionospheric scintillations (large S4) and fast TEC fluctuations (large ROTI). The simultaneous observation by C/NOFS (figure not shown here) indicates that this EPB was generated near midnight. For both days, the Doppler velocities of backscatter plume echoes are significantly positive, indicating that these plume irregularities are evolving. The absence of ionospheric scintillation on 28 June 2010 is possibly due to the weak irregularity intensity (related with low background electron density). The echo intensity of backscatter plumes around 00-04 LT on June 28 is mostly around ~ 2 dB (or less), significantly weaker than that observed at 00-02 LT on March 30 (up to 10 dB or more).

Fig. 5
figure 5

Cases of EPB backscatter plumes (left) without and (right) with accompanying scintillations and TEC fast fluctuations over Sanya on 28 June 2010 and 30 March 2012, respectively. The top panels show the radar height-time-intensity maps of backscatter echoes. Three plume groups (labeled with ‘A,’ ‘B’ and ‘C’) were observed on 30 March 2012. The middle panels show the echo Doppler velocity maps and the amplitude scintillation (S4). The bottom panels show the rate of TEC change index (ROTI)

Using the simultaneous observations recorded by VHF radar and scintillation receiver at Sanya during equinoctial months of 2010–2017, we investigated the statistical relationship between the F region backscatter echo intensity at altitudes of 200–500 km and the maximum S4 during the nighttime 1900-0500 LT. As shown in Fig. 6, in general, there is a positive correlation between the backscatter echo and scintillation intensities. From the color maps, it can be seen that when the EPB irregularities cover large altitude range with large echo intensities, the corresponding scintillation is strong. The thin-layered irregularities, such as the F region bottomside/bottom-type irregularities appearing around 200–220 km in September 2015 (the top of middle panel), even with large echo intensities, did not cause ionospheric scintillation. The right bottom panel of Fig. 6 shows the one-to-one relationship between the backscatter echo intensity and the scintillation index S4. Besides the general positive relationship, there are two groups of data points (marked by the circled areas ‘A’ and ‘B’) showing different patterns, which are due to the presence of irregularity thin layer, or that the EPB irregularities causing scintillations appearing outside the field-of-view (FOV) of the radar beam. Considering the different FOVs of radar (small) and scintillation receiver (large), a further investigation on the possible threshold of EPB backscatter echo intensity for scintillation occurrence is worth of a future work leveraging on long-term radar multi-beam steering measurements.

Fig. 6
figure 6

The relationship between the maximum backscatter echo intensity (Echomax_alt, color coded map) and maximum ionospheric scintillation S4 index (S4max, marked by white asterisks) during the equinoctial months (March, April, September and October) of 2010–2017. The echo intensity at each altitude bin and the scintillation intensity are averaged within 30 min interval during 1900-0500 LT. The right bottom plot, in general, shows a good positive correlation between the S4max and the Echomax_alt within 200–500 km altitudes. The weak scintillations with large echo intensity (marked by the circle ‘A’) are due to the presence of F region bottomside/bottomtype irregularities, which are usually thin layers (for example the observations in September 2015). The moderate scintillation with weak echo intensity (marked by the circle ‘B’) is due to the fact that the EPBs causing scintillations appeared outside the field-of-view of the radar beam (for example the scintillation only observed in the southern sky of Sanya)

For the EPB measurements by radar, the backscatter echo intensity can be estimated from the radar and irregularity related parameters (Costa et al. 2011):

$${\text{SNR}} \approx \frac{{r_{\text{e}}^{2} }}{{32\pi^{3} k_{\text{B}} }}C_{\text{r}} C_{\text{m}} \frac{{\left\langle {\Delta N^{2} } \right\rangle }}{{r^{2} }},$$

where re is the classical electron radius (2.82 × 1015 m), kB is Boltzmann’s constant (1.38 × 1023 J/K), r is the vertical range, SNR is the signal‐to‐noise ratio, Cm represents the group of parameters of irregularity spectral shape (outer scale size, break scale size, one-dimensional and two-dimensional spectral indices), and Cr represents the groups of parameters of radar (antenna gain and radiation pattern, half-power beam width, pulse length, transmitted power and radar wavelength), propagation loss and noise temperature. It is clear that the echo intensity (SNR) is directly proportional to the mean squared electron density fluctuation 〈∆N2〉 divided by the squared vertical range. Larger echo intensity represents stronger density fluctuation and thus larger S4 value, which is consistent with the observations shown in Fig. 6. As the EPB structure is elongated along magnetic field lines, radar beam steering measurements in the east–west direction could provide a three‐dimensional description of the irregularity strength characterized by the backscatter echo intensity, and thus estimate the scintillation information over a large region.

5 Current Observing Capabilities for the Ionosphere in East and Southeast Asia

A few observational networks and large facilities have been developed to study the ionosphere in the East and Southeast Asia, for example the SouthEast Asia Low-latitude Ionospheric Network (SEALION) (Maruyama et al. 2007), the Chinese Meridian Project (CMP) phase-I (Wang 2010) and the Equatorial Ionosphere Characterization in Asia (ERICA) (Povero et al. 2017). These networks consist of various types of instruments including satellite beacon TEC/scintillation receiver, ionosonde, airglow imager and VHF radar. Some regional GNSS receiver networks and all-sky airglow imager networks have been employed to monitor the ionosphere (e.g., Shiokawa et al. 1999; Otsuka et al. 2002a, b; Aa et al. 2015; Sun et al. 2016; Buhari et al. 2017; Alfonsi et al. 2018). More recently, an ionospheric observation network for irregularity and scintillation in the East and Southeast Asia (IONISE) is being developed, which consists mainly of crossed chains of GNSS TEC/scintillation receivers, multi-static portable digital ionosondes (PDIs) and bistatic VHF coherent scatter radars (Li et al. 2019; Sun et al. 2020). Figure 7 shows the geographic distributions of some of these instruments for the observations of the background ionosphere, the EPBs and the related irregularity and scintillation distributions at equatorial and low latitudes. The grey symbols denote the instruments that are being planned.

Fig. 7
figure 7

The geographical distributions of major ionospheric instruments that have been installed/planned for background ionosphere, EPB and its related irregularity and scintillation observations in the East and Southeast Asia. Part of station information is from previous publications, the Chinese Meridian Project network (https://data.meridianproject.ac.cn/), the IONISE network (http://ionise.geophys.ac.cn/index.asp), the SEALION network (http://seg-web.nict.go.jp/sealion/), and the Philippine Active Geodetic Network (PAGeNet) managed by National Mapping And Resource Information Authority (provided by Drs. Charisma Victoria De La Cruz Cayapan and Gabriella Povero)

5.1 Background Ionosphere Observation

As described above, the background ionosphere (including F layer height, F layer bottomside density wave structure, background ionospheric density, EIA, Es layer, and TIDs) and external driving forces (electric field and transequatorial wind) play important roles in the generation and evolution of EPB and its related irregularity and scintillation. In the East and Southeast Asia, three ionosondes operate at the stations Chumphon (10.7°N, 99.4°E), Baclieu (9.3°N, 105.7°E), and Cebu (10.4°N, 123.9°E), which are close to the magnetic equator (Fig. 7). These ionosondes transmit frequency-modulated continuous wave signals to sound the ionosphere and record ionograms at a temporal resolution of 5 min. Some ionospheric parameters can be estimated from the ionograms. For example the equatorial F layer height can be obtained through scaling the ionograms, and the equatorial vertical drift can be estimated from the temporal variation of F layer height (∆h’F/∆t). On the other hand, by measuring the difference in the magnitudes of the geomagnetic field horizontal component (∆H) at magnetic equator and low latitudes (6–9° away from the magnetic equator), the vertical plasma drift at daytime can be derived using the established linear relationship between the vertical plasma drift and ∆H (Anderson et al. 2002). Some magnetometers have been deployed for long-term observation of geomagnetic field at equatorial and low-latitude sites (e.g., Yumoto 2001).

The direct observation of F layer bottomside density wave structure can be obtained from steerable incoherent scatter radar (ISR). The wave structure preceding the generation of EPBs has been observed at both equatorial and low latitudes. At present, there is no steerable ISR operating at equatorial and low latitudes in the East and Southeast Asia. Under the support of National Natural Science Foundation of China (NSFC), a new ISR having the fast beam steering capability is under construction at low-latitude Sanya. It is expected to start operation at the end of 2020. Whereas the earlier established techniques cannot directly measure the wave structure in this region, the ionosonde (e.g., Abdu et al. 1981b) and the GNU radio (a free software development framework) beacon receiver (Yamamoto 2008) can be employed to measure ionogram ‘satellite trace’ and the longitudinal variation of TEC to characterize the presence of bottomside wave structure. Also, the periodic variations of F layer heights seen at different plasma frequencies are linked with bottomside wave structure (Abdu et al. 2015a). Considering that the bottomside wave structure is necessary for the generation of EPBs, and the generation rate of EPBs is close to 100% under large upward vertical drifts, we infer that the bottomside wave structure could occur very often. The fast Doppler ionogram measurements by the multi-static PDIs (Lan et al. 2018) of IONISE will help understand the occurrence of bottomside density perturbation.

Figure 8 shows three cases of Doppler velocity oscillations measured at different plasma frequencies by the Sanya PDI on 29–31 March 2018. In the Doppler velocity maps (as functions of local time and plasma frequency), it can be seen that the velocity oscillations occur from afternoon to sunset hours on all the 3 days. The superimposed ellipses show the occurrence of F region bottomside perturbation with short periods during afternoon hours. Near sunset (17-19 LT), significant oscillation with relatively longer periods and larger amplitude was seen in the F region below the peak height. A preliminary analysis of the Doppler velocity maps from the Sanya PDI during March–April 2018 shows that these oscillations were observed almost every day (except several days without data due to the power failure). The future observations by multi-static PDIs with baselines of tens to hundreds of kilometers covering equatorial and low latitudes could provide the propagation characteristics of the waves that produce the F layer perturbations.

Fig. 8
figure 8

Ionospheric oscillations at different plasma frequencies derived from the fast Doppler ionograms recorded by the PDI at Sanya on 29–31 March 2018

The observations of ionospheric electron density profile below the F layer topside, the EIA, Es layer, and TIDs can be well achieved with the regional GNSS TEC receiver networks and numerous routine ionosondes. It is relevant to mention that the all-sky meteor radar, which is usually operated for specular meteor observation to derive neutral winds at 70–100 km, can be employed to simultaneously detect Es layer-related irregularity structure over a large horizontal region and track its movement, without disrupting the meteor observation (Xie et al. 2019; Wang et al. 2019). The spatial morphology observation of Es structure by meteor radar will improve the understanding of E–F region coupling process. Regarding the thermospheric wind observation, one technique to measure this wind is by the use of Fabry–Perot interferometer (FPI), which can measure the atomic oxygen 630 nm red line emission to estimate the wind around 250 km altitude over a given site. There are two low-latitude FPIs operating at Kototabang and Ledong (18.3°N, 109°E), which are in the opposite hemispheres. Another technique for determining the transequatorial thermospheric wind is to use magnetic conjugate ionosondes. The asymmetry of F layer height variation observed by the two ionosondes at magnetic conjugate stations Chiang Mai (18.8°N, 98.9°E) and Kototabang was suggested to be caused by transequatorial thermospheric wind along ~ 100°E (Saito and Maruyama 2006), which can suppress the generation of EPBs. Further, the magnetic conjugate ionosondes at Ledong and Pontianak (0.2°N, 109.3°E) can be employed to derive the transequatorial thermospheric wind along ~ 110°E. Based on these four ionosondes, the possible variation of transequatorial thermospheric winds and their effect on the generation of EPBs in a relatively small longitudinal region can be investigated.

5.2 EPB and Its Related Irregularity and Scintillation Observation

Ionogram and TEC measurements have been extensively used to study the climatology of EPB occurrence since their first use several decades ago (e.g., Pi et al. 1997; Woodman 2009; Shi et al. 2011; Alfonsi et al. 2013; Balan et al. 2018; the references therein). The range-type spread-F (RSF) in the ionograms can be used to characterize irregularity structures with scale sizes ranging from several hundred kilometers to a few meters, the irregularity scale sizes decreasing through cascading process. It has been suggested that the RSF echoes at equatorial and low latitudes could originate primarily from the coherent backscatter mechanism (Abdu et al. 2012). Due to the very wide beam width of ionosonde, the perpendicularity of ionosonde line-of-sight with the Earth’s magnetic field can be met within a large longitude and altitude range. The ionogram measurements over a chain of equatorial and low-latitude stations in Brazil showed that the degree of range spreading of RSF echoes linearly increases with the top frequency of the echo trace, and that the irregularity strength exhibits a significant increase from the equator toward the EIA crests (similar to that of ionospheric scintillations) (Abdu et al. 2012). It was suggested that the major characteristics of the RSF trace development are compatible with the process of coherent backscattering of the radio waves. The ionosondes widely distributed at equatorial and low latitudes in the East and Southeast Asia provide a good means for investigating the occurrence of different scale sizes EPB irregularities.

Using the dense regional TEC receiver networks in the East and Southeast Asia, the two-dimensional maps of the ROTI can be obtained to characterize the EPB occurrence. It is worth mentioning that, at solar minimum, the small ROTI values do not necessary represent the absence of EPBs due to the extremely low background density (Li et al. 2011). Based on a sequence of ROTI maps, the evolution of the horizontal structure of EPBs could be well investigated (e.g., Ma and Maruyama 2006; Li et al. 2009a; Buhari et al. 2017; Aa et al. 2018). Unlike the widely distributed TEC receivers, the number of scintillation receivers in the East and Southeast Asia is limited, as marked by the pentacles in Fig. 7. Another technique to get two-dimensional EPB map is by the use of all-sky airglow imager, which can obtain large-scale EPB depletion structure over a region as wide as ~ 2000 km in diameter including its variation with a good temporal resolution. From the measurements by dense TEC receiver networks and all-sky airglow imagers, the zonal drift and spatial coverage of EPB and irregularity structure in both longitude and latitude can be derived. Due to the magnetic-field-aligned characteristics of EPBs, the horizontal structure of EPB can be mapped to the vertical plane over the magnetic equator.

Steerable coherent backscatter radar measurements can provide information on the generation and evolution of EPB irregularity structure in the vertical-zonal plane. Some steerable VHF radars have been operated for a long time at low and middle latitudes in the East and Southeast Asia, for example at Kototabang, Sanya, Fuke (19.3°N, 109.1°E), Kunming (25.5°N, 103.8°E), Wuhan (30.5°N, 114.3°E), Shigaraki (34.9°N, 136.1°E), and Daejeon (36.2°N, 127.1°E) (e.g., Fukao et al. 1985, 2003; Otsuka et al. 2009; Wang 2010; Ning et al. 2012; Kwak et al. 2014; Li et al. 2018a, b; Zhou et al. 2018; Meng et al. 2019). Recently, a new VHF radar was set up at Chumphon by the National Institute of Information and Communications Technology, Japan. The Sanya VHF radar, which was relocated at Ledong in 2019, is being upgraded to a bistatic VHF radar system (with two reception sites separated by a few kilometers and synchronized by GPS pulse-per-second signal) that will provide high resolution imaging capability. The radar has a peak power of 72 kW and is expected to start operation in 2021. Another new VHF radar at Parkse (14.1°N, 105.9°E) is being planned. These radars, even though located at different latitudes/longitudes, can be employed together to track the occurrence and dynamics of EPBs in the Southeast Asia, and to reveal possible small-scale differences of EPB generation in longitude. Figure 9 shows an example of scanned areas by the Kototabang/Chumphon, Parkse and Ledong VHF radars. At an altitude of 500 km, the scanned area of each radar covers a region as wide as ~ 400 km or more in the east–west direction (as indicated by the horizontal shaded regions in Fig. 9). The beam steering measurements provide a good spatial coverage and can well distinguish the EPBs generated locally in the shaded area from those drifting zonally. It is possible to track the whole process of EPB from its generation, spatial structural evolution, decay to disappearance over the longitude region of ~ 100°E to ~ 110°E.

Fig. 9
figure 9

The field-of-views of the Kototabang, Pakse (planned) and Sanya VHF radars at 500 km altitude, covering almost the whole longitude region from ~ 100 to ~ 110°E (updated from Li et al. 2016)

6 Future Developments in East and Southeast Asia

Despite that much progress has been made in the study of EPB and scintillation over the East and Southeast Asia, there are some gaps in our understanding of fundamental processes governing the day-to-day variability, due to lack of the information needed to discriminate among them. Through analyzing a large data series of scintillation and other parameters with machine learning algorithms, some efforts have been made in trying to improve the predictability of ionospheric scintillation (e.g., Rezende et al. 2010; Prikryl et al. 2013; de Lima et al. 2015). In general, when more parameters which affect the occurrence of EPB are included to train the sample, better forecast performance is achieved. Since there have been many years of observations of background ionosphere (for example the temporal variations of foF2 and hmF2) and of GPS scintillation at some low-latitude stations in the East and Southeast Asia, it is possible to capture potential hidden and previously unknown information in the large databases with machine learning techniques, and predict scintillation over the given site. On the other hand, by using numerical model simulation together with the feeding of measurements of various parameters, the day-to-day variability of the linear growth rate of R–T instability and the spatial/temporal variation of EPB were simulated (e.g., Carter et al. 2014; Wu 2015; Sousasantos et al. 2017; Shinagawa et al. 2018). Through a comparison of simulated results with the observations of EPB/scintillation, it was found that a high R–T growth rate tends to correspond to the actual occurrence of EPB/scintillation. However, on a day-do-day basis, there are some discrepancies between the simulation and observation. To reliably forecast the temporal/spatial structure of EPB and strength of scintillation, an integrated model which is sensitive to ionosphere’s day-to-day variability by incorporating atmospheric waves propagating from the lower atmosphere and polar energy inputs from the magnetosphere, is essential.

To better understand the day-to-day and short-term variability of EPBs in the East and Southeast Asia, the development of the observing capabilities to obtain the initial conditions (F region bottomside plasma density perturbation) and the driving forces on a regular basis is required. One is the expanded multi-static PDI network, which consists of five PDIs at Ledong, Meiji (9.9°N, 115.7°E), Yongxing (16.6°N, 112.2°E), Pakse (planned), and Pontianak (planned) for transmission and reception, and a lot of PDI receivers at different sites with baselines ranging from a few tens to more than one hundred kilometers around Hainan and Pakse. For each transmitting and receiving station, fast Doppler ionograms (vertical/oblique) with a good temporal resolution (~ 1 min) can be obtained (Lan et al. 2018). Based on the multi-static PDI network, regional ionospheric profiles can be reconstructed. Besides TIDs, the F region bottomside plasma density perturbation structure in the east–west direction could be derived from the reconstruction results. Also, the equatorial F layer height and plasma vertical drift can be obtained from the PDI measurements at the magnetic equator station Meiji. The transequatorial wind information can be derived from the PDI measurements at the magnetic conjugate stations Ledong and Pontianak. These PDIs, together with the SEALION ionosondes at Cebu, BacLieu, Chumphon, Chiang Mai, and Kototabang may contribute to more accurate assessment of the local features of the driving forces. Meanwhile, if campaign experiments with the widely distributed instruments and regional networks are conducted in the East and Southeast Asia, the capability to observe the initial condition and driving forces for the EPB generation and evolution will be significantly enhanced.

Two large radar facilities have been planned at low latitude in the East and Southeast Asia. One is the equatorial middle and upper atmosphere (EMU) radar, which is planned to be deployed at Kototabang (Tsuda et al. 2016). This radar is designed with an operational frequency of 47 MHz, a peak power of 500 kW and an antenna array consisting of 1045 Yagi antennas. The radar has the pulse-to-pulse beam steering capability for coherent and incoherent scatter observations. The other is the Hainan tristatic ISR facilities supported by the Chinese meridian project phase-II. The facilities consist of a UHF (~ 440 MHz) steerable radar (electronically formed beam) with a peak power of 4 MW and an array of 8192 antennas for transmission and reception at Sanya, and two steerable radars (each has 4096 antennas) for receptions at Fuke and Haikou (20°N, 110.5°E). As the most powerful instrument for observing the ionosphere, the steerable ISR can provide various parameters of ionosphere, for example, the F layer plasma vertical drift and electron density profiles over a wide region in the east–west direction, which may provide important information for understanding the generation of the EPBs. The coordinated observations using the Hainan radar facilities and Kototabang EMU radar may clarify unknown processes that cause some unusual phenomena in the longitudes and reveal the longitudinal variability of potential factors controlling the EPB generation.

A new low-latitude HF coherent radar, which is supported by the Chinese meridian project phase-II and aiming at detecting low-latitude EPB irregularities, is being set up at Ledong. There have been some HF coherent radars at middle and high latitudes, which form the Super Dual Auroral Radar Network (SuperDARN) for observing ionospheric irregularity and the plasma dynamics (e.g., Nishitani et al. 2019). One main advantage of HF coherent radar is that it can receive backscatter echoes from a long horizontal distance of thousands of kilometers from the radar. Figure 10 shows the HF ray-tracing simulation of the low-latitude HF coherent radar at Ledong with the operational frequency 14 MHz. The HF ray path was calculated using the ray-tracing model developed by Jones and Stephenson (1975), together with the International Reference Ionosphere model (IRI-2012) (Bilitza et al. 2014) and the International Geomagnetic Reference Field model (IGRF-12) (Thébault et al. 2015). The color coding in the figure denotes the background ionospheric critical frequency estimated with the IRI model. The horizontal distributions of possible ionospheric backscatter echo regions, where the HF radio wave vector is perpendicular to the geomagnetic field (within ± 1°), are shown as green, black, and red dots/circles. The simulation results indicate that the HF coherent radar can detect irregularities appearing far away from the radar location, at 0.5-hop within ~ 1000 km (green), 1.5-hop within ~ 2500 km (black), and 2.5-hop within ~ 4000 km or more (red) in ground range. However, it is worth to point out that for the actual ionosphere which is very complicated due to various disturbances, it may be difficult to precisely determine the location of backscattered signals. We expect that this HF coherent radar, together with coordinated observations from the VHF radar, ionosonde and TEC receiver networks, provides important data for tracing the EPB irregularities over a wide longitudinal region and address the critical scientific problem, i.e., the day-to-day variability of EPBs over the East and Southeast Asia.

Fig. 10
figure 10

The modeled results for the westward and eastward beams of the Hainan HF coherent radar. The green (0.5 hop), black (1.5 hop) and red dots/circles (2.5 hop) represent the regions where the ray trace is perpendicular to geomagnetic field (within ± 1°)

7 Conclusions

Great efforts have been made to establish regional dense observational networks and large facilities in the East and Southeast Asia. This enables an improved understanding on the generation and evolution of regional EPB and scintillations. We have presented a general review of the EPB and scintillation features, the physical mechanisms and controlling factors responsible for their occurrence, and unresolved issues related to their day-to-day and short-term variability. In general, the generation of EPB depends on (1) the F layer bottomside plasma density wave structure which initiates/seeds the R–T instability, and (2) the driving forces (background electric field and wind) which affect the F layer height and field-line-integrated conductivity and thus control the instability growth rate. During the upward growth of EPB from F region bottomside to topside over the magnetic equator, the large-scale polarization electric field generated within EPB can map to higher latitudes along magnetic field lines, causing similar large-scale structure of density depletion in both hemispheres. The peak altitude of EPB depends on the depletion depth and background density. Inside the depletion structure, plasma density irregularities of various scale sizes are generated locally through the cascading process, filling the depletion structure and causing severe scintillation of the radio waves traversing the EPB. The irregularity and resultant scintillation strengths, which depend on the background ionospheric density, are usually largest over the crest of equatorial ionization anomaly region.

In the East and Southeast Asia, the EPB and scintillation occur mainly during equinoctial months (March, April, September and October) when the driving force, the pre-reversal enhancement of eastward electric field (PRE), is strong. The PRE elevates the F layer to higher altitudes creating favorable conditions for the growth of R–T instability. The equinoctial EPBs are generated almost exclusively at post-sunset (for geomagnetic quiet condition) and sometimes continue into post-midnight hours. There is a good correspondence between the occurrences of the equinoctial EPB and the scintillation. At solar minimum, some EPBs are generated near midnight during June solstice, and preceded by substantial height rise of F layer. These solstitial post-midnight EPBs, likely having a negative relationship with solar activity, do not cause significant TEC fluctuation and ionospheric scintillation. The radar observations of solstitial post-midnight EPBs indicate that meter-scale irregularities were generated within the EPBs. The absence of scintillation may not be due to the absence of hundred meter-scale irregularities, but associated with the weak irregularity strength and extremely low background density. In general, the scintillation intensity is well correlated with EPB backscatter echo intensity. It is possible to determine the scintillation occurrence over a wide region based on radar multi-beam steering measurements.

The latitudinal extension of the EPBs is generally below ± 25° (± 18°) at 110°E under high (low) solar activity, corresponding to an apex altitude of 1050 km (550 km). The EPBs usually drift eastward, with mean velocities ranging from 145 to 75 m/s during 20-01 LT. The zonally drifting distance is estimated on average ~ 1250 km. During geomagnetic storms, the peak altitude and latitudinal extent of EPBs can be enhanced. Sometimes they rise to altitudes of 3400 km or more over the magnetic equator and map to middle latitudes of 40° or higher, producing super EPB and unusual scintillation events at middle latitudes. The eastward drifts of storm-time EPBs can be weakened, and even reversed to westward under some conditions, with a latitudinal dependence in which the westward velocities increased with latitudes and west-tilted bubble structure was formed.

In longitude, EPBs are often generated periodically with separations of the order of a few hundreds to more than one thousand kilometers. Statistical studies have shown that there are extremely large differences in EPB generation rates at closely located longitudes (for example 54% and 28% over Kototabang and Sanya separated by ~ 1000 km, respectively). Considering that the driving forces, such as the PRE, which control the growth of the R–T instability and often cover a large longitudinal region, the longitudinal difference could be linked with the local processes responsible for the F region bottomside seeding perturbation. The combined action of large-scale driving forces and relatively small-scale local seeding determine whether or not EPB is generated and its day-to-day variability over a given longitude.

The relative importance of driving forces and local seeding on the day-to-day variability of EPB, however, is still not well known. The EPB generation is usually preceded by equatorial F layer height rise. This height rise can be directly driven by the PRE and perturbation seeding source, i.e., gravity waves. Obvious difference of F layer height is observed at closely located longitudes. For the longitude with higher/lower F layer height, EPB is/not generated. It could be that the gravity waves modulate the F layer height, which being interrupted at higher altitudes with the start of EPB.

On the other hand, little is known on the day-to-day variability of the driving forces and local seeding, in itself. The PRE can be modified directly by the storm-time electric field, and indirectly by gravity waves and planetary/Kelvin waves. The perturbation seeding, which is often shown as large-scale wave structure at F region bottomside, can be caused by the PRE related shear flow instability and gravity waves. Due to very limited measurements of the bottomside wave structure and the difficulty to directly detect gravity waves, it is unknown how the bottomside wave structure changes on a day-to-day basis. A preliminary analysis of Doppler ionogram during a 2-month period shows that the F layer perturbations almost occur every day from afternoon to sunset hours over Sanya, which may indicate a high occurrence of the perturbation seeding. However, the occurrence of the bottomside wave structure over the magnetic equator in the East and Southeast Asia, and the thresholds of wave structure parameters for EPB generation are not clear.

Whereas the general features of EPB and scintillation over the East and Southeast Asia are well known that enable the predictability of long-term variability, much remains to be done for reliably predicting their day-to-day and hourly variations. Ongoing efforts in the development of observing capability, including large radar facilities and regional dense TEC receiver, ionosonde oblique and vertical sounding networks, to better understand the initial perturbation and its seeding source in the East and Southeast Asia are needed. If the initial density perturbation over one given longitude can be obtained directly from observations, the short-term forecasting of locally generated EPBs may be developed by assimilating the EPB model and observation. For the EPBs generated elsewhere that may drift into the given longitude, the hourly forecasting can be achieved based on regional network observations.