Abstract
Water is probably the utmost prime natural asset after air. Though a large portion of the earth’s surface consists of water, just a few portions of it are usable. Apart from drinking purposes, water resources have a crucial role in several segments of the economy. Day-by-day, surface and groundwater quality has deteriorated due to rapid industrialization and urbanization. Considering the environmental and economic aspects, the quality and quantity of water are very important. Since water is used for various purposes, its compatibility must be tested before use. Moreover, sources of water must be monitored on a regular basis and checked whether they are in good condition or not. Water quality assessment is very essential to overcome the adverse condition resulting from the deterioration of water quality. Standard protocol-based guidelines are now set after many years of research on water quality assessment. In this paper, several parameters with standard guidelines provided by different agencies have been discussed with comparison to measure the groundwater class for the use of drinking and irrigation. Groundwater sampling, water quality index, and Piper trilinear diagram are also associated. Finally, a rating analysis of water quality parameters has been done on a priority basis of the perspective assessment of groundwater characteristics for the use of drinking and irrigation.
Access provided by Autonomous University of Puebla. Download conference paper PDF
Similar content being viewed by others
Keywords
1 Introduction
In many areas of a country, the available sources of water get exhausted and also contaminated due to rapid industrialization and urbanization [1]. Salinization, resulting from seawater intrusion, chemicals used in agricultural, geogenic activities, and irrigation, is the major issue for contamination of groundwater [2]. Water with some chemical hazards is unsuitable for specific use. A severe health problem can occur due to the utilization of unsafe water for drinking and cooking. For drinking purposes, water quality assessment involves the appraisal of chemical composition and identification of probable sources for the contamination of groundwater and also provides the curative measure for fixing the quality of water.
A sufficient amount of water is necessary for the growth of the plant. On the other hand, the quality of irrigation water should be within the permissible limit to avoid adverse effects on the growth of the plant. Characteristics of irrigation water are influenced by the quantity of suspended silt and chemical ingredients present in the water. In addition to surface water bodies and rainwater, another source of water supply is essential to attain continual crop production. Groundwater is considered an alternative source for irrigation farming [3].
In a region, the variation of groundwater quality depends on physical and chemical properties which are highly affected by geological features and humans’ interference [4,5,6]. Groundwater contamination has been issued in many areas caused by normal climatic activities and human interruption in the geo-systems. To realize the method of controlling the hydro-chemical characteristics of groundwater in a particular region, it is necessary to culture the geologic formation of rocks, natural and human activity, melting of rocks and minerals, and weather conditions which affect the hydrochemistry of the region [7]. The water facies with respect to the most influential ions is classified by the Piper trilinear plot [8]. Water quality assessment is the major tool for reliable evolution and also gives conclusive details to manage water resources [2]. Water class evaluation is a method of finding the correct nature of water by calculating the presence of parameters and their range through several experiments. Considering the facts, groundwater quality assessment is necessary to find whether requisite water quality is in accordance with specified standards or not. Evaluating the class of water for proper groundwater sampling is very important for water quality analysis [9]. This paper aims to review the parameters with standards for ascertaining the compatibility of groundwater for drinking and irrigation purposes. Every parameter is important in water quality testing for different uses. But the presence of some of the parameters above the permissible limit has a significant impact on water quality as well as human growth and plant growth. Some parameters such as pH, chloride, calcium, magnesium, and sulfate have a major impact on human health. Parameters such as fluoride and arsenic have a profound effect on human health [10]. For irrigation water, parameters like total dissolved salts, electrical conductivity, and sodium absorption ratio have a significant impact on plant growth [1, 11]. Therefore, before using water for different purposes, parameters should be considered as per their importance in analyzing water quality. A rating analysis on a priority basis has been done to judge the groundwater class as well.
2 Groundwater Quality Assessment Parameters for Drinking Purpose
Limitations of drinking water quality have been proposed by many organizations such as APHA [12], WHO [10], and Indian standard [13] drinking water specifications. The acceptable limit (AL) and the permissible limit (PL) of water for drinking are given in Table 1 as per Indian standard drinking water specifications.
Generally, pH has an indefinite impression on users, but it is the utmost significant parameter to judge the class of water [10, 14, 15]. For drinking purposes, the pH value should be 6.50–8.50 [13].
Chlorine is the most common element that exists in terms of chloride ions in water. The sources of chloride in groundwater are possibly seawater intrusion, weathering, seepage of soil, household effluents, and industrial sewage [2]. Excess chloride imparts salted flavor to water and liquid refreshment. Chloride levels over 250-ppm can create perceptible flavor in water [10]. The high concentration of chloride causes a salty flavor to water and a purgative effect in unaccustomed consumers.
Fluorine is a general component that is broadly spread on the earth’s layer and is present in terms of fluorides. The highest allowable range of fluoride in drinkable water is 1.50 ppm. Dental fluorosis is owing to the existence of fluoride in water over the allowable limit and skeletal fluorosis is caused by a much higher level of fluoride present in water [10].
It has been observed that people consuming arsenic-contaminated water suffer chronic diseases like skin lesions, skin cancer, bladder and lung cancers, peripheral neuropathy, and peripheral vascular disease. The most commonly viewed symptom is dermal lesions which occur due to at least exposure times of around five years. Melanosis, diffuse keratosis, and leuco-melanosis are the major dermatological signs. It has a substantial impact on the circulatory system of kiddies who are ingesting arsenic-contaminated water with a mean concentration of 0.60 ppm for a mean of seven years [10].
TDS indicates mineral ingredients exist in the water in dissolved forms. It is a special significant parameter to evaluate water class in drinkable water [4, 7, 16]. The high level of TDS in groundwater is mostly caused by the existence of calcium, chlorides, sulfates, carbonates, and bicarbonates [2]. Water is considered palatable if the TDS is under 600-ppm and the TDS level (ppm) > 1000 is not good for drinking [10]. Considering TDS concentration, groundwater quality is categorized as fresh (TDS ≤ 1000), brackish (1000 ≤ TDS ≤ 10,000), saline (10,000 ≤ TDS ≤ 1,000,000), and brine (TDS > 1,000,000) [14]. In potable water, water class with respect to TDS (ppm): below 300 → excellent water; 300–600 → good; 600–900 → fair; 900–1200 → poor; over 1200 → not acceptable [11].
The possible roots of nitrate are found in groundwater due to seepage of nitrogenous fertilizer and manures, disposal of wastewater, septic waste, human and animal excreta, etc. Rarely, nitrate possibly exists in groundwater as a consequence of leaching through normal plants. Changes in nitrate concentration in surface water occurred quickly due to runoff of manure, uptake by algae, and removal of nitrates by bacteria, but on the other hand nitrate concentration in groundwater changes relatively slowly. The allowable limitation of nitrate in drinkable water is 50-ppm [10]. The most common cause of thyroid disease, diabetes, gastric cancer, and methemoglobinemia (blue baby syndrome) is water with high nitrate concentration.
Calcium and Magnesium (Ca-Mg) are commonly utilized to identify the compatibility of water. The hardness of water is directly connected to these ions. Ca-Mg ions are the utmost numerous substances in the surface and groundwater and are present in the form of bicarbonates, sulfate, and chloride. A high level of calcium ions in water may create abdominal disease and is unacceptable for households as it is the source of encrustation and scaling. Magnesium is a vital component for human health, as it is essential for the usual bone formation in the body. Hard water is not acceptable for domestic purposes as it carries excessive levels of magnesium or calcium. Ca-Mg is the utmost conventional mineral responsible for the hardness of the water. The presence of bicarbonate of Ca-Mg creates the temporary hardness of water and the existence of sulfates, chlorides, and nitrates of Ca-Mg indicates the permanent hardness of the water. This hardness of water indicates the soap destroying the property of water. Public acceptability criteria may differ from one society to another. Excess hardness in water can cause scaling in the distribution system, treatment system, pipes, and water reservoirs in residences. For drinking purposes, water class concerning total hardness as CaCO3 (ppm): below 75 → soft; 75–150 → moderate; 150–300 → hard; and over 300 → extremely hard [17, 18].
The existence of sulfate in drinking water can make the perceptible flavor, and excessive concentration can cause a purgative effect in unwonted consumers [10]. The sulfate concentration over 400-ppm can probably react with the parts of the human body and creates a purgative effect on the human body with too much magnesium in groundwater.
3 Groundwater Quality Assessment Parameters for Irrigation Purpose
The main benefit of pH is a fast appraisal of the expectation of water being standard or not. The range of pH for irrigation water is 6.50–8.40. A pH above 8.20 in irrigation water can increase the potentiality of sodium problems. The high level of pH within groundwater is caused by the concentration of calcium, sodium, bicarbonate, carbonate, and magnesium [2].
All irrigation water carries dissolved salts such as NaCl, CaSO4, MgSO4, and NaHCO3, but the levels and constituents of such salts differ concerning the origin of the irrigation water. The standard of water for irrigation is influenced by the number of soluble salts existing within the water. Due to the accumulation of salt at the root zone, crops are unable to withdraw enough water from the salty soil solution and that affects the plant growth as well as yield. Water with total dissolved salts below 450-ppm is regarded as excellent and above 2000-ppm is considered unsuited for irrigation [1]. Irrigation water class concerning the risky effects of total salt in terms of EC (μmhos/cm): below 1500 → low risk; 1500–3000 → moderate risk; 3000–6000 → high risk; and over 6000 → extremely high risk [19].
The entire level of the ionized components in natural water is indicated by EC. It is nearly connected to the amount of the cations (or anions) ascertained by the chemical test, and it corresponds well with the amount of soluble salts [20]. For irrigation water, salinity hazard is determined by electrical conductivity [21]. EC depends on the temperature, type, and concentration of various ions [4]. It is extremely meaningful as it raises the temperature and total dissolved salts in water [7]. Plants are unable to absorb enough water for growth from the soil solution (physiological drought) because of the existence of more EC in water. With the increase of EC, utilizable plant water in the soil reduces. EC (μmhos/cm) value in water below 250 is considered excellent and above 750 is regarded as unsuited to irrigation [1, 22,23,24]. The salinity class of irrigation water by EC (μmhos/cm) is represented as follows: below 250 → low salinity; 251–750 → moderate salinity; 751–2250 → high salinity; and extremely high → 2250–5000 [21].
Sodium percentage is a significant criterion to study sodium hazards. It is the prime factor to decide the class of water for the utilization of agricultural activities [1]. It is effective to distinguish the water, as a low amount is a sign of hard water and a high amount implies soft water. Sodium percentage indicates the sodium hazard, but it is not an efficient criterion as sodium adsorption ratio [2, 21]. Plant growth is reduced due to the application of water with a high percentage of sodium. The addition of gypsum to soil can decrease the outcome of a high level of sodium in irrigation water [1]. Equation 1 is used to compute the sodium percentage [17, 21] with reference to comparative ratios of cations that exist in water. The class of irrigation water regarding Na percentage:
where Ca2+, Na+, Mg2+, and K+ are the ion concentrations of calcium, sodium, magnesium, and potassium expressed in millie-quivalents per litre (m-eq/l). Irrigation water quality based on sodium percentage: below 20 → excellent; 20–40 → good; 40–60 → permissible; 60–80 → doubtful; and over 80 → not suitable [3].
Sodium-Absorption Ratio, SAR, is a vital factor to determine the compatibility of groundwater in irrigation works [2]. Soil properties are changed because the use of irrigation water with excess sodium and excess sodium in water also makes the soil impervious [1, 11]. High and extremely high sodium water is considered unsuited for irrigation purposes [2]. If groundwater with a high sodium proportion is used for irrigation purposes, it can demolish the soil structure [4, 11]. Equation 2 is used to compute the SAR [19, 21]:
where Ca2+, Na+, and Mg2+ are the ion concentrations of calcium, sodium, and magnesium expressed in milli-equivalents per litre (m-eq/l). Irrigation water class concerning risky effects of SAR (m-eq/l)1/2: under 10 → less; 10–18 → moderate; 18–26 → high; and over 26 → extremely high [19].
The compatibility of water for irrigation use relies on the concentration of carbonate and bicarbonate [1]. For agricultural purposes, the serious outcome of bicarbonate and carbonate on the class of water is checked by Residual-Sodium-Carbonate, RSC [2]. In irrigation water, the parameters like pH, EC, and SAR are seriously affected by RSC. The physical properties of soil are seriously influenced by the irrigation water with high RSC. The permeability of soil minimizes due to more RSC in irrigation water [4]. Water is considered safe if the water contains an RSC value below 1.25 m-eq/l, and an RSC value within 1.25–2.50 m-eq/l is regarded as low class. RSC value above 2.50 m-eq/l is unsuited for irrigation [21]. Equation 3 is used to calculate the RSC [19, 21]:
where HCO3−, Ca2+, CO32−, and Mg2+ are ion concentrations of bicarbonate, calcium, carbonate, and magnesium expressed in m-eq/l. Irrigation water quality based on RSC (m-eq/l): under 1.5 → small; 1.5–3 → moderate; 3–6 → high; and over 6 → extremely high risk [19].
Though the existence of boron within irrigation water is a crucial micronutrient for the development of the plant, overdose can create toxicity symptoms in particular crops. Naturally, boron is present in groundwater because of the seepage through rocks and soils carrying borates and borosilicates. Contamination of water due to boron is probably caused by water-rock interaction, seawater interference, sewage effluents, and fertilizers [2]. Normally, plants do not show any sign of boron deficiency if irrigation is done with water containing boron of at least 0.10 ppm. But in the case of more sensitive crops, damage may exhibit if irrigation is done with water containing boron of more than 1.00 ppm [21]. The rating of the quality of irrigation water concerning the harmful effects of boron (ppm): under 1 → less; 1–2 → moderate; 2–4 → high; and over 4 → extremely high toxicity [19].
The existence of chloride in irrigation water is generally in the form of chlorine. Normally, the lack of chloride has not ever been observed as it is spread extensively and can be responsible for salinity issues. In irrigation water, the utmost usual toxic ion is chloride [2, 25]. In natural waters, chloride level is relatively low excluding brackish or saline water. Though chlorides are essential for the growth of the plant, overdose can create toxicity to some kinds of plants [25]. The chloride (ppm) in groundwater below 70 is regarded as harmless and above 350 can cause acute problems for crops [2, 25]. Table 2 shows the effect on crops concerning the level of chloride in irrigation water.
4 Groundwater Sampling
For appropriate evaluation of water quality parameters, accurate sampling is very essential. Even if leading skills with advanced tools are applied, the parameters may provide a false reflection of the original structure due to inaccurate sampling [9]. The samples are collected before and after monsoon periods in a year. Groundwater specimens are collected from bore/hand pumps that must be in active condition. Polyethene bottles of one-litre capacity are used for the collection of groundwater samples. A bottle should be washed properly with distilled water first and then deionized water and labeled before collecting the samples. Groundwater specimens are stored after driving out water for around 10 min to extract stagnant water present in the well. After that, the samples are moved to the laboratory and kept at 40 ℃ [8]. After that, the samples are examined with the help of a standard method as per guidelines provided by APHA [12].
For accurate sampling, the factors given below should be planned perfectly [9]: (a) method of sampling, (b) volume/size of the sampling, (c) sampling location number, (d) sample number, (e) sample type, and (f) intervals of time. At the time of sampling, the following factors must be considered [9]: (a) selection of an accurate sampling container, (b) contamination should be avoided, and (c) safety.
5 Water Quality Index (WQI)
WQI is one of the most productive and appropriate mechanisms to assess and report the quality of water of a particular water source [26]. It converts a huge amount of water quality data into an isolated digit and describes the class of water in a very simple way. It provides a common structure for comparing a large number of measured data with specified standard limits. Thus, it is easily acceptable to the administration and common people [9]. It was evolved to inspect the condition of groundwater class by including important parameters. There are a lot of water quality indices like the NSFWQI, CCMEWQI, OWQI, and WAWQI. Three steps are executed for determining WQI. At first, the weight (wi) of every water class parameter is assigned as per its importance for drinkable water. Equation 4 is used to calculate the relative weight (Wi):
where n indicates the number of parameters. Then, a rating of quality (qi) is measured for each parameter. Equation 5 is used to calculate the rating of quality (qi):
where Cic indicates the concentration level of chemical parameters of the sample of water in ppm, and Sid represents the standard limit of each parameter of drinkable water in ppm provided by WHO [10]. In the end, the WQI is calculated by Eq. 6:
The class of water based on the WQI: under 50 → excellent; 50–100 → good; 100–200 → poor; 200–300 → very poor; and over 300 → not suitable [7] for drinking.
6 Piper Trilinear Diagram
Piper [27] trilinear diagram (Fig. 1) is an efficient graphical method for introducing water chemistry data that assist to understand the origins of the dissolved elements in the water. This model composes of three specified portions with pairs of triangular and a diamond. The positively charged and negatively charged ions are represented on the left and right triangles, respectively. The left triangle consists of major cations like Mg2+, Ca2+, and (K+ + Na+). The right triangle consists of major anions like SO42−, Cl−, and (CO32− + HCO3−). The pair of triangular plots are then projected onto a diamond. Here, diamond field is a formation of anions [(sulfates + chlorides)/(total anions)] and cations [(potassium + sodium)/(total cations)] [8, 27].
7 Rating Analysis
Considering the above groundwater quality parameters for drinking, some of the parameters with a concentration above the permissible limit have a great impact on the human body. Depending on the effect of water quality parameters on human fitness, a quantitative rating analysis has been done on a priority basis for the prospective evaluation of groundwater class for drinking. The maximum rating value of 3 is assigned. The parameter with rating value 1 indicates less priority, rating value 2 indicates medium priority, and rating value 3 indicates a high priority to judge the groundwater class for drinking purposes as shown in Table 3.
8 Rating of Groundwater Quality Parameters Concerning Crops Using Irrigation
Considering the above parameters for irrigation, some of the parameters with a concentration above the permissible limit have a great impact on crops. Concerning the impact of parameters on crops, a rating analysis has been done on a priority basis to judge the groundwater quality for irrigation works. The maximum rating value of 3 is assigned. The parameter with rating value 1 indicates less priority, rating value 2 indicates medium priority, and rating value 3 indicates a high priority to evaluate the groundwater class for irrigation purposes as represented in Table 4.
9 Conclusions
Evaluation and monitoring of groundwater standard parameters for drinking and irrigation uses are very essential, particularly in growing nations like India because of rapid industrialization and urbanization. As groundwater is a valuable resource, so, it is required to maintain and save this precious resource by following some measures to prevent contamination. It is mandatory to analyze the groundwater quality for checking the compatibility criteria for the designated use. Various water quality parameters are evaluated and differentiated with their standard values to decide the acceptability of water to be used. In this paper, several parameters with their standards are mentioned in brief in one place, and rating analysis on a priority basis has been done to judge the groundwater class for drinking and irrigation uses. The rating value 3 is assigned for the parameters like fluoride and arsenic, rating value 2 is assigned for the parameters like TDS and nitrate, and rating value 1 is assigned for the parameters like pH, calcium, chloride, hardness, magnesium, and sulfate for the evaluation of groundwater class for drinking. The rating value 3 is assigned for the parameters like total dissolved salts, EC, and SAR, rating value 2 is assigned for the parameters like Na% and RSC, and rating value 1 is assigned for the parameters like pH, chloride, and boron for the evaluation of groundwater class for irrigation. It may be useful for researchers and analysts to get a detailed outline to evaluate the groundwater class for drinking and irrigation purposes.
References
Joshi MD, Kumar A, Agrawal N (2009) Assessment of the irrigation water quality of River Ganga in Haridwar district. Rasayan J Chem 2(2):285–292
Bhat AM, Wani AS, Singh KV, Sahoo J, Tomar D, Sanswal R (2018) An overview of the assessment of groundwater quality for irrigation. J Agric Sci Food Res 9(1):1000209
Annor AA, Bewil NP, Boateng D (2018) Evaluation of groundwater suitability for irrigation in the Lambussie-Karni district of Ghana. Ghana Min J 18(1):9–19
Tiwari P (2017) Water quality assessment for drinking and irrigation purpose. Indian J Sci Res 13(2):140–142
Maity PK, Das S, Das R (2017) Assessment of groundwater quality and saline water intrusion in the coastal aquifers of Purba Midnapur district. Indian J Environ Prot 37(1):31–40
Maity PK, Das S, Das R (2018) A geochemical investigation and control management of saline water intrusion in the coastal aquifer of Purba Midnapur district in West Bengal, India. J Indian Chem Soc 95(3):205–210
Wagh MV, Mukate VS, Panaskar BD, Muley AA, Sahu LU (2019) Study of groundwater hydrochemistry and drinking suitability through water quality index (WQI) modelling in Kadava river basin India. SN Appl Sci 1:1251
Madhav S, Ahamad A, Kumar A, Kushawaha J, Singh P, Mishra KP (2018) Geochemical assessment of groundwater quality for its suitability for drinking and irrigation purpose in rural areas of Sant Ravidas Nagar (Bhadohi) Uttar Pradesh. Geol Ecol Landsc 2(2):127–136
Roy R (2019) An introduction to water quality analysis. Int Res J Eng Technol 6(1):201–205
WHO (2011) Guidelines for drinking water quality, 4th edn. World Health Organization
Oinam DJ, Ramanathan LA, Sing G (2012) Geochemical and statistical evaluation of groundwater in Imphal and Thoubal district of Manipur India. J Asian Earth Sci 48:136–149
APHA (1995) Standard methods for the examination of water and wastewater, 17th edn. APHA, Washington, USA
IS 10500 (2012) Indian standard drinking water specification, 2nd revision. Bureau of Indian Standards, New Delhi, India
Das S, Nayek M, Das S, Dutta P, Mazumdar A (2014) Impact on water quality in Piyali River, Sundarbans, India due to saline water intrusion. Indian J Environ Prot 34(12):1010–1019
Das S, Roy D, Majumder A, Mazumdar A, Rit K (2018) A preliminary investigation on water quality of Jai Hind Jal Prakalpa in Kolkata. Indian J Environ Prot 38(2):148–153
Mukherjee P, Das S, Mazumdar A (2020) Evaluating volatility in quality indexing of saline water during tidal backwater incursion in Western Canals of South 24-Parganas, West Bengal. J Indian Chem Soc 97(4):577–586
Todd KD, Mays WL (2005) Groundwater hydrology, 3rd edn. Wiley and Sons, USA
Sawyer NC, McCarty LP (1967) Chemistry for sanitary engineers, 2nd edn. McGraw-Hill, New York, USA
IS 11624 (1986) Indian standard guidelines for the quality of irrigation water. Bureau of Indian Standards, New Delhi, India
John B, Das S (2020) Role of electrical conductivity on salinity and mineralization due to groundwater level fluctuations in Kolkata city. IOP Conf Ser Earth Environ Sci 505(1):012021
Wilcox VL (1955) Classification and use of irrigation waters. United States Department of Agriculture, Washington D.C., Circular no 969 (1955)
Chakraborty S, John B, Maity PK, Das S (2020) Increasing threat on groundwater reserves due to seawater intrusion in Contai Belt of West Bengal. J Indian Chem Soc 97(5):799–817
Chakraborty S, Maity PK, John B, Das S (2020) Overexploitation of groundwater causing seawater intrusion in the coastal aquifer of Egra in West Bengal. Indian J Environ Prot 40(4):413–423
Chakraborty S, John B, Das S, Maity PK (2020) Examining the extent of seawater intrusion from groundwater quality analysis at Purba Medinipur coast of India. J Indian Chem Soc 97(4):587–594
Zaman M, Shahid AS, Heng L (2018) Irrigation water quality. Guid Salin Assess, Mitig Adapt Using Nucl Relat Tech 5:113–131
John B, Roy P, Das S (2021) Analysing the influence of groundwater exploitation on its quality in Kolkata. In: Kumar S, Kalamdhad A, Ghangrekar M (eds) Sustainability in environmental engineering and science 2019, LNCS, vol 93. Springer, Singapore, pp 83–89
Piper AM (1944) A graphic procedure in the geochemical interpretation of water-analyses. Trans Am Geophys Union 25:914–923
Kuttimani R, Raviraj A, Pandian JB, Kar G (2017) Determination of water quality index in coastal area (Nagapattinam) of Tamil Nadu India. Chem Sci Rev Lett 6(24):2208–2221
Teotia SP, Teotia M (1994) Endemic fluorosis in India: a challenging national health problem. J Assoc Physicians India 32:347–352
Ramesh K, Elango L (2012) Groundwater quality and its suitability for domestic and agricultural use in Tondiar river basin, Tamil Nadu India. Environ Monit Assess 184:3887–3899
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2023 The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.
About this paper
Cite this paper
Das, C.R., Das, S. (2023). Prioritization of Groundwater Quality Parameters for Drinking and Irrigation Purposes: A Perspective Analysis. In: Kumar, S., Ghangrekar, M.M., Kundu, A. (eds) Sustainable Environmental Engineering and Sciences. SEES 2021. Lecture Notes in Civil Engineering, vol 323. Springer, Singapore. https://doi.org/10.1007/978-981-99-0823-3_3
Download citation
DOI: https://doi.org/10.1007/978-981-99-0823-3_3
Published:
Publisher Name: Springer, Singapore
Print ISBN: 978-981-99-0822-6
Online ISBN: 978-981-99-0823-3
eBook Packages: EngineeringEngineering (R0)