Abstract
Although W. Brunner began to weight sunspot counts (from 1926), using a method whereby larger spots were counted more than once, he compensated for the weighting by not counting enough smaller spots in order to maintain the same reduction factor (0.6) as was used by his predecessor A. Wolfer to reduce the count to R. Wolf’s original scale, so that the weighting did not have any effect on the scale of the sunspot number. In 1947, M. Waldmeier formalized the weighting (on a scale from 1 to 5) of the sunspot count made at Zurich and its auxiliary station Locarno. This explicit counting method, when followed, inflates the relative sunspot number over that which corresponds to the scale set by Wolfer (and matched by Brunner). Recounting some 60,000 sunspots on drawings from the reference station Locarno shows that the number of sunspots reported was “over counted” by \({\approx}\,44~\%\) on average, leading to an inflation (measured by an effective weight factor) in excess of 1.2 for high solar activity. In a double-blind parallel counting by the Locarno observer M. Cagnotti, we determined that Svalgaard’s count closely matches that of Cagnotti, allowing us to determine from direct observation the daily weight factor for spots since 2003 (and sporadically before). The effective total inflation turns out to have two sources: a major one (15 – 18 %) caused by weighting of spots, and a minor source (4 – 5 %) caused by the introduction of the Zürich classification of sunspot groups which increases the group count by 7 – 8 % and the relative sunspot number by about half that. We find that a simple empirical equation (depending on the activity level) fits the observed factors well, and use that fit to estimate the weighting inflation factor for each month back to the introduction of effective inflation in 1947 and thus to be able to correct for the over-counts and to reduce sunspot counting to the Wolfer method in use from 1894 onwards.
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1 Introduction
In 1945, Max Waldmeier became Director of the Zürich Observatory. In 1961, Waldmeier published the definitive Zürich sunspot numbers up until 1960 (Waldmeier 1961). He noted that “Wolf counted each spot – independent of its size – but single. Moreover, he did not consider very small spots, which are visible only if the seeing is good. In about 1882 Wolf’s successors changed the counting method, which since then has been in use up to the present. This new method counts also the smallest spots, and those with a penumbra are weighted according to their size and the structure of the umbra”. Waldmeier (1948, 1968) described the weighting scheme as follows “Später wurden den Flecken entsprechend ihrer Größe Gewichte erteilt: Ein punktförmiger Fleck wird einfach gezählt, ein größerer, jedoch nicht mit Penumbra versehener Fleck erhält das statistiche Gewicht 2, ein kleiner Hoffleck 3, ein größerer 5”.Footnote 1 However, Wolfer (1907) explicitly stated: “Notiert ein Beobachter mit seinem Instrumente an irgend einem Tage \(g\) Fleckengruppen mit insgesamt \(f\) Einzelflecken, ohne Rücksicht auf deren Grösse, so ist die daraus abgeleitete Relativzahl jenes Tages \(r = k(10g+f)\)”.Footnote 2 We can verify that Wolfer, contrary to Waldmeier’s assertion that the Zürich observers began to use weighting “around 1882”, did not weight the spots according to Waldmeier’s scheme by comparing Wolfer’s recorded count with sunspot drawings made elsewhere, e.g. Figure 1.
There are many other such examples (e.g. 16 September 1922 and 3 March 1924) for which MWO drawings are available at ftp://howard.astro.ucla.edu/pub/obs/drawings and even earlier e.g. 20–23 June 1912 for which we have drawings from the Jesuit-run Haynald Observatory (Kalocsa, Hungary: http://fenyi.sci.klte.hu/deb_obs_en.html , see Slide 11 of www.leif.org/research/SSN/Svalgaard3.pdf ). We can thus consider it established that Wolfer did not apply the weighting scheme. This is consistent with the fact that nowhere in Wolf’s and Wolfer’s otherwise meticulous yearly reports in Mittheilungen über die Sonnenflecken series is there any mention of a weighting scheme. We recall the format of Wolf’s published observations (Figure 2).
To calculate the relative sunspot number, [\(R\)], e.g. on 4 April (IV), Wolf used the well-known formula \(R = k (10\times12 + 58) = 178\), where the scale factor [\(k\)] is 1.00 for Wolf himself.
Clette et al. (2014) reviewed the evidence of other solar indices for time when the weighting was introduced and also determined the magnitude of the effect. Svalgaard (2014) provided further details of the weighting issue. In the present article we further explore, quantify, and characterize how much the weighting of the sunspot count affects the Relative Sunspot Number.
2 Weighting at Locarno: The Reference Station
At the reference station “Locarno” situated in the city of Locarno on the northern shore of Lago Maggiore in the Swiss canton of Ticino, weighting of the sunspot count has been employed since the beginning in 1957, closely following Waldmeier’s prescription (Cortesi et al. 2016). To assess the magnitude of the increase due to weighting, Svalgaard undertook to examine all the nearly 4000 drawings with individual counts of groups and spots in each group made at Locarno ( http://www.specola.ch/e/drawings.html ) for the past decade (and some years before that) and to recount the spots without weighting. An example of a drawing with the original weighted counts and the recounted number of actual spots present is shown in Figure 3.
At times, the observer did not count and report the very smallest spots even if they were included in the drawing, as seen in Figure 4.
In case of the rare very large groups, it is quite a challenge to determine the actual spot count, as seen in Figure 5, especially if not all the weakest spots were counted. In this rather extreme case, the top drawing shows 74 spots, but the weighted count is only 58, which clearly shows that many spots (at least \(74 - 58 = 16\)) were not counted. One way to determine the number of uncounted spots would be to weight the large spots (none of which are omitted) according to Waldmeier’s prescription, then subtract the sum of all the weighted values, and finally add the number of spots that were weighted. The figure shows how that would work. The shaky assumptions underscore the importance of recording the number of omitted spots, or what we could call the “equivalent” number of omitted spots, if some tiny spots were “lumped together”.
To verify that the re-count is valid, i.e. that Svalgaard has understood and correctly applied the Waldmeier weighting scheme, the observer Marco Cagnotti in Locarno had agreed to maintain a (double-blind) parallel count of unweighted spots on a continuing basis since 1 January 2012, following a brief trial in August 2011, and the unweighted count is now a part of the routine daily reports. Figure 6 shows that Svalgaard and Cagnotti very closely match each other in applying the weighting scheme, thus sufficiently validating the approach.
Is the weight factor observer dependent? With a novice one might be inclined to think so, but with training, observers tend to converge to agreement. We can compare the weighted counts and the number of groups reported by the veterans Cortesi and M. Bianda and the new observer Cagnotti from 2008 to the present (Figure 7): there does not seem to be much systematic difference with the possible exception of a very recent decline of Cortesi’s weight factor. Observer Andrea Manna (AM) has a weight factor that is systematically about 0.04 lower than the other observers, in spite of seeing the same number of groups, so weighting does depend weakly on the observer.
3 The Weighting Quantified by the Locarno Observers
Since August 2014, the observers in Locarno have augmented their observations of the number of groups, [\(g\)], and of weighted spots, [\(f\)], with a count of actual, non-weighted spots, [\(s\)] (denoted “LW” at the right on the drawing – LW is the WDC SIDC/SILSO code designation for unweighted Locarno counts), allowing us the calculate the weight factor as \(w = (10g + f)/(10g + s)\) (Figure 8).
Figure 9 shows the weight factors determined from the Locarno observations since August 2014. The red curve shows the 27-day running average of the weight factor calculated using the relationship determined by Clette et al. (2014). It is clear that the Clette et al. (2014) expression for the weight factor agrees well with the observations for this level of solar activity. It is also clear that the value (1.116) marked by the blue line, that was suggested by Lockwood, Owens, and Barnard (2014), is not a good fit to the observations and as such must be discarded.
Figure 10 shows the Locarno weight factor as determined by Svalgaard (blue symbols) for both solar-maximum and solar-minimum conditions and continued (red symbols) by the Locarno observers until the present [and hopefully beyond]. The green dots show yearly averages.
The problem that we need to solve is not really to calculate the weight factor for the current data. We do not need to: we know what the factor is for every day (with an observation). The problem is to determine the weight factor retroactively for the interval 1947 – 1980. For the Zürich data before 1980 we know the number of groups for each month and the relative sunspot number (encumbered by weighting because all observers were normalized to Zürich) for each day (and hence for each month). Can we correct the sunspot number for weighting based on this? Before we attack this problem, we consider the daily data more closely.
On a daily basis, the dependences of the weight factor on \(\mathit{Ri}\) and on the number of groups are decidedly nonlinear, with a rapid drop-off towards low activity, but even a slightly incorrect weight factor applied to a low value will have very little effect on the result. However, it is clear that the daily weight factor is not merely a simple function of the relative number [SSN] or of the group count [\(\mathit{GN}\)] alone, but is a function of both (and of the observer as well): \(w = F ( \mathit{SSN}, \mathit{GN}, \mathit{Obs})\). The situation is further complicated by SSN being also a function of \(\mathit{GN}\), Obs, and of the number of spots [\(\mathit{SN}\)]: \(\mathit{SSN} = Q (\mathit{GN}, \mathit{SN}, \mathit{Obs})\), so that we should write \(w = F(Q(\mathit{GN}, \mathit{SN}, \mathit{Obs}),\mathit{Obs})\). As the dependence on the Zürich observers is slight, we ignore the observer differences as is also necessitated by the fact that we don’t know who the observers were for each day during 1947 – 1980. To separate the influence of \(\mathit{GN}\) and \(\mathit{SN}\) we now plot the daily Locarno weight factor as a function of the reported (i.e. weighted) \(\mathit{SN}\) for bins of each group number (Figure 11).
Using the functional fits derived from Figure 11, we calculate the weight factor on a grid of one unit of GN and five units of SN to obtain a visual representation of the weight factor “landscape” function [\(w = F(Q(\mathit{GN}, \mathit{SN}))\)], as shown in Figure 12 (left panel). The “jagged” appearance could be improved by suitable smoothing, but the gain seems marginal. We can thus quantify the average effect of Weighting given the group and (reported) spot counts for daily values, should such values become available.
It is also of interest to repeat the analysis for monthly values, e.g. as given in Waldmeier (1968, 1978), as the scatter is much smaller, cf. Figure 12 (right). The results are shown in Figures 13 and 12 (right panel).
4 Correcting for Weighting
For monthly values, the group count and the spot count are constrained to a rather narrow diagonal band in Figure 12 (right) which suggests that a one-dimensional relationship with the relative sunspot number, such as given in Figure 13 (right), might be sufficient for correction of said number to an unweighted value. We can test this assertion by calculating the weight factor using that formula (\(w = 1.0044 + 0.0398 \ln(R_{i})\); \(R_{i} \geq 0.2\)), dividing the International Sunspot Number since 2003 by the computed weight factor, and comparing the thus corrected number with the unweighted relative number obtained by recounting the spots without weighting on the Locarno drawings, see lower left panel of Figure 13. The agreement is excellent, with a linear coefficient of determination \(R^{2} = 0.99\).
Under the assumption that the weight factor function is also valid for the Waldmeier era at Zürich we can now correct the Zürich sunspot number for the inflation introduced by the weighting scheme, Figure 14 and Table 1.
In constructing Figure 14 (and in this paper generally) we used the pre-1 July 2015 values of the International Sunspot Number without the corrections and reassessments introduced as of that date. It is important to take into account that the weight factor varies with the sunspot number itself, so one cannot (except as a first, crude approximation) use a constant weight factor throughout. The average yearly weight factors given in Table 1 are valid regardless of the sunspot numbers determined for each year and of the adopted \(k\)-factors. The factors were derived from the formula of Figure 13 using the nominal \(k\)-factor of 0.60, so its \(R_{i}\)-argument could be written \(R_{i} = 0.6 R_{k} /k\), where \(k\) is the \(k\)-factor for the relative sunspot number \(R_{k}\). For \(R_{k}\) from the ‘new’ SILSO sunspot number series, \(k\) is equal to unity.
An interesting question is how this “corrected New \(R_{i}\)” (which is simply SILSO \(\mathrm{V}1 R_{i}\) freed from weighting and brought onto Wolfer’s scale by removing the obsolete \(0.6 k\)-value scale factor) compare with WDC-SILSO \(\mathrm{V}2 R_{i}\) released on 1 July 2015. Figure 15 provides a preliminary answer to this question.
The ratio \(f = \mathrm{V}2\)/New (brown dots) is generally close to unity, although there is a weak solar cycle variation, probably due to an inadequate (constant) \(w\)-factor used for SILSO V2. The ratio varies irregularly for the years in the rectangle, possibly indicating some further adjustments (unexplained, but probably arising from issues with the data from Locarno). The irregularity is not serious near solar minima, as the sunspot number is small at such times, but the \({\approx}\,10~\%\) difference at the maximum and declining part of Sunspot Cycle 23 is a concern that should be addressed and explained.
5 Comparison with Sunspot Areas
Up to this point we have been concerned with direct measurement of the effect of weighting, which is, of course, the preferred and correct approach. Historically, the “discovery” (Svalgaard, 2007, 2010, 2012, 2014) of the weighting came about by comparing the International Sunspot Number to other solar variables and activity indices and noticing (and quantifying) the Waldmeier “Discontinuity” in 1947. Comparing with sunspot areas (Figure 16), shows the discontinuity clearly enough, as well as showing that there is no discontinuity prior to 1947, e.g. related to change of observers from Wolf to Wolfer (in 1894) and finally to Brunner (in 1926).
In particular, Brunner and Wolfer seem to have the same calibration relative to the sunspot areas. Brunner also explicitly stresses (e.g. Brunner 1945) that his reduction factor to Wolf’s old value is the same, 0.6, as Wolfer’s. This is also clearly seen in Figure 17 comparing the number of spots reported by the Zürich (and Locarno) observers with the sunspot areas and the group number (Svalgaard and Schatten 2016).
Incidentally, the good agreement between the several sunspot observers (before 1947) and the sunspot areas shows that the sunspot areas are likely to be correct as no systematic drift or difference is noticeable.
6 Weighting Before Waldmeier
William Brunner (1945) wrote in his last contribution to the Astronomische Mitteilungen: “Die Grundlage der Zürcher Statistik für die Sonnenfleckenhäufigkeit bilden die aus Beobachtungen von \(g\) und \(f\) ermittelten täglichen Wolfschen Relativzahlen \(r = k (10g + f)\), wobei \(g\) die Anzahl der beobachteten Fleckengruppen, \(f\) die Gesamtzahl der in diesen Gruppen vorhandenen Einzelflecken und \(k\) eine von Beobachter und instrument abhängige Konstante bedeuten.”Footnote 3
Brunner thus stipulated that \(f\) is the number of all single spots, with no weighting at all, just simple counting. This is consistent with all previous Mitteilungen. Weighting is never mentioned; on the contrary, it was always emphasized that counting was done “as always before”. On the other hand, weighting was clearly practiced by some Zürich observers, e.g. Max Broger. Our problem is to identify who and when and with what effect, if any. Brunner (1936) let slip a hint (“In large centers of activity one is inclined – and this perhaps rightly – to give some single spots according to their sizes a different weight”) that some weighting was likely performed. Figure 18 shows three drawings from Mount Wilson Observatory. The leftmost is for a day where Wolfer reported observing one group with one spot (1.1). For the middle drawing, Wolfer reported one group with two spots (1.2). The weighted counts for these spots with penumbra would have been 1.3 and 1.6 (or perhaps 1.5), respectively, attesting that Wolfer did not weight at those times. The rightmost drawing is of a sole, large spot reported as 1.4 by Brunner, showing that he counted the single spot with weight 4. Several other examples of such weighting by Brunner can be found, e.g. on 16 August 1930, 5 March 1931, 5 February 1932, 29 March 1932, and 27 May 1935.
So, we must consider it established that Brunner weighted at least some of the spots, perhaps especially very large spots, which would explain the dearth of 7’s for Brunner on Figure 33 of Clette et al. (2014). The questions are now how large the effect of this would be on the sunspot number and how consistently the weighting was performed. Because Brunner reports that his overall reduction factor is the same as Wolfer’s, the inflation caused by weighting large spots must be precisely compensated by an under-count of small spots, such as to leave no overall effect of the weighting. Figure 19 (right-hand panel) shows directly that on average, Brunner and Wolfer reported the same number of spots (the slope of the linear fit though the origin is unity: \(1.003\pm0.011\)) during the time (1926 – 1928) of their overlapping observations, but also shows that for low solar activity (number of spots less than, say, 75), Brunner reports more spots than Wolfer, while the opposite is the case for high activity with number of spots larger than 75. A large number of spots means that there are many small spots; in fact, high sunspot numbers are dominated by the number of small spots which can run in the hundreds.
Brunner reminds us that “Wolf hat auch größere Hofflecken als 1 gezählt und nicht auf die structur und Auflösung des Kerns in Teilkerne geachtet und von den kleinsten Flecken nur mitgenommen, was bei genügend gutem Bild auf den ersten Blick su sehen ist”,Footnote 4 as being the principal reason for the 0.6 reduction factor. In addition, Wolf could not even see the smallest spots anyway with his handheld portable small telescope in use after 1861.
If the Locarno observers faithfully followed Waldmeier’s prescription for weighting (presumably assured by Waldmeier’s ongoing quality control) and if Waldmeier just took over the procedure unchanged from Brunner (and as claimed by Waldmeier (1961) even from Wolfer, going all the way back to 1882) we would expect the distribution of the ratios of the weighted number of spots to the unweighted as a function of activity to be the same for Brunner as for Locarno. Figure 19 (left) shows that it is not.
It is clear that the effect of (assumed) weighting by Brunner (and Broger) does not follow the same distribution as that for Locarno (and presumably Waldmeier), but that the effect is much smaller for high solar activity (with many spots) explaining why Brunner could maintain the same reduction factor as Wolfer. The effect of weighting for high solar activity is what essentially determines the amplitude or size of the sunspot cycles and thus heavily influences the reduction factor.
7 What is a Group?
Comparing the relative sunspot number with various other indices in order to assess the effect of weighting relies on the assumption that the “other half” of the relative sunspot number – 10 times the number of groups – has had a constant calibration over time. Kopecký, Kuklin, and Růžičková-Topolová (1980) cite the Zürich observer A. Zelenka drawing attention to the possible inflationary effect of the introduction of the Waldmeier Group Classification around 1940. We discussed the problem in Clette et al. (2014) and in Svalgaard and Schatten (2016), and show here just some examples (Figure 20).
Before the advent of magnetic measurements, a sunspot group was defined solely on the basis of its morphology and location relative to other groups. Sunspot groups were at first considered to be merely spatially separate assemblies of sunspots. Beck (1984) and Friedli (2009) recall that after the Waldmeier (1938) Classification was introduced, the evolution of a group became a determining factor in the very definition of a group, which now, in addition to be a spatially isolated collection, also must evolve as an independent unit, going through (at least partly) the evolution sequence of the Waldmeier classification.
If Wolfer is to be the new standard it would seem that earlier groups are under-counted (e.g. very pronounced for the Staudach data (Svalgaard 2017)), while later groups are over-counted. This has been taken into account in the construction of the group number, but more research is needed to integrate that with the sunspot number. In Clette et al. (2014) we found the over-count to be 7.5 %. For the groups observed at Locarno since then, the over-count is 7.7 %. This inflates the relative sunspot number by 4 – 5 %.
8 The Weighting Effect Seen in the Ionosphere
Above \({\approx}\,250~\mbox{km}\) altitude, the primary constituent of the Earth’s atmosphere is atomic oxygen, which can be ionized by EUV radiation with wavelength below 103 nm. The resulting conductive air is called the F-layer. Because the density is so low, recombination is so slow that the F-layer persists even during the night. During the day, the F-layer splits into two layers, with F2 being at the highest altitude. The F2 layer is a dependable reflector of radio signals as it reflects normal-incident frequencies at or below the (observable) critical frequency controlled by the EUV flux and hence by solar activity. Ostrow and PoKempner (1952) in a careful study of the critical frequency 1934 – 1952 that was observed at Washington D.C. found that the relationship with the sunspot cycle was not stable, but changed during the rise of Cycle 18 and concluded that “the Zürich sunspot number is not an entirely satisfactory index of the solar activity responsible for ionospheric ionization” (Figure 21). We can see today that the relationship is not at fault, but the sunspot number, due to the introduction of effective weighting.
A dynamo current in the E-layer where the density is high enough produces a diurnal magnetic effect (discovered in 1722) observable on the ground and also shows the same clear discontinuity in \({\approx}\, 1947\) (Svalgaard 2016).
9 Conclusions
In 1947, Waldmeier formalized the weighting (on a scale from 1 to 5) of the sunspot count made at Zürich and its auxiliary station Locarno, whereby larger spots were counted more than once. This counting method inflates the relative sunspot number over that which corresponds to the scale set by Wolfer and Brunner. Brunner had also weighted the largest spots, but evidently compensated by not counting enough small spots such that the overall effect on the sunspot number turned out to be nil. Svalgaard re-counted some 60,000 sunspots on drawings from the reference station Locarno and determined that the number of reported sunspots was “over counted” by 44 % on average, leading to an inflation (measured by a weight factor) in excess of 1.2 for high solar activity. In a double-blind parallel counting by the Locarno observer Cagnotti, we determined that Svalgaard’s count closely matches that of Cagnotti, allowing us to determine the daily weight factor since 2003 (and sporadically before). We find that a simple empirical equation fits the observed weight factors well, and we use that fit to estimate the weight factor for each month back to the introduction of effective weighting in 1947 and thus to be able to correct for the over-count and to reduce sunspot counting to the Wolfer method in use from 1894 onward. The Locarno observers have counted spots since August, 2014 both with and without weighting, and the unweighted (real) spot count is now used in determining the official relative sunspot number.
Notes
A spot like a fine point is counted as one spot; a larger spot, but still without penumbra, gets the statistical weight 2, a smallish spot within a penumbra gets 3, and a larger one gets 5.
When an observer at his instrument on any given day records \(g\) groups of spots with a total of \(f\) single spots, without regard to their size, then the derived relative sunspot number for that day is \(r = k(10g+f)\).
The basis for the Zürich data about the frequency of sunspots is the daily Wolf Relative Sunspot Number \(r = k (10g + f)\) computed from the observed \(g\) and \(f\), where \(g\) is the number of sunspot groups, \(f\) is the total number of all the single spots present within those groups, and \(k\) is a constant depending on observer and instrument.
Wolf also counted a collection of spots within a common largish penumbra as just a single spot and thus did not take the structure and splitting of the umbra into account, and only included the smallest spots if they were visible at first glance on a sufficiently good quality image.
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Acknowledgements
We have benefited from participation in the four Sunspot Number Workshops ( http://ssnworkshop.wikia.com/wiki/Home ) and from discussions with the team at the WDC/SILSO. Sunspot data was supplied by WDC/SILSO, Royal Observatory of Belgium. We acknowledge with pleasure the use of drawings from Specola Solare Ticinese, Locarno ( http://www.specola.ch/e/drawings.html ). This study includes data from the synoptic program at the 150-Foot Solar Tower of the Mt. Wilson Observatory ( ftp://howard.astro.ucla.edu/pub/obs/drawings ). The Mt. Wilson 150-Foot Solar Tower is operated by UCLA, with funding from NASA, ONR and NSF, under agreement with the Mt. Wilson Institute. We thank a reviewer for prompting us to re-examine the contribution of William Brunner. LS thanks Stanford University for support.
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Sunspot Number Recalibration
Guest Editors: F. Clette, E.W. Cliver, L. Lefèvre, J.M. Vaquero, and L. Svalgaard
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Svalgaard, L., Cagnotti, M. & Cortesi, S. The Effect of Sunspot Weighting. Sol Phys 292, 34 (2017). https://doi.org/10.1007/s11207-016-1024-9
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DOI: https://doi.org/10.1007/s11207-016-1024-9