Skip to main content
Log in

Occurrence of toxic elements in river areas along drains and groundwater resources: source of contamination and associated health risk

  • Research
  • Published:
Environmental Monitoring and Assessment Aims and scope Submit manuscript

Abstract

The objective of the current research was to examine the water quality of the River Ravi and the River Sutlej, with a specific focus on potentially toxic elements (PTEs). Additionally, we sought to monitor the sources of pollution in these rivers by gathering samples from the primary drains that carry industrial and municipal waste into these water bodies. Furthermore, we aimed to evaluate the impact of PTEs in surface water on groundwater quality by collecting groundwater samples from nearby populated areas. A total of 30 samples were collected from these three sources: rivers (6 samples), drains (9 samples), and groundwater (15 samples). The analysis revealed that the levels of PTEs in the samples from these three resources having a mean value: arsenic (As) 23.5 µg/L, zinc (Zn) 2.35 mg/L, manganese (Mn) 0.51 mg/L, lead (Pb) 6.63 µg/L, and chromium (Cr) 10.9 µg/L, exceeded the recommended values set by the World Health Organization (WHO). Furthermore, PTEs including (As 84%), (Zn 65%), (Mn 69%), (Pb 53%), (Cr 53%), and (Ni 27%), samples were beyond the recommended values of WHO. The results of the Principal Component Analysis indicated that surface water and groundwater exhibited total variability of 83.87% and 85.97%, respectively. This indicates that the aquifers in the study area have been contaminated due to both natural geogenic factors and anthropogenic sources. These sources include the discharge of industrial effluents, wastewater from municipal sources, mining activities, agricultural practices, weathering of rocks, and interactions between rocks and water. Spatial distribution maps clearly illustrated the widespread mobilization of PTEs throughout the study area. Furthermore, a health risk assessment was conducted to evaluate the potential adverse health effects of PTEs through the ingestion of drinking groundwater by both children and adults. Health risk assessment result show the mean carcinogenic values for As, Cr, Pb and Ni in children are calculated to be (1.88E-04), (2.61E-04), (2.16E-02), and (5.74E-05), respectively. Similarly, the mean carcinogenic values for the above mentioned PTEs in adults were recorded to be (2.39E-05), (3.32E-05), (1.19E-03), and (7.29E-06) respectively. The total hazard index values for As, Zn, Cr, Pb, Mn, Cu, and Ni in children were observed to be (9.07E + 00), (9.95E-07), (4.59E-04), (5.75E-04), (4.72E-05), (2.78E-03), and (5.27E-05) respectively. The analysis revealed that As has an adverse effect on the population of the study area as compared to other PTEs investigated in this study.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4

Similar content being viewed by others

Data Availability

The authors do not have permission to share data.

References

  • Abbas, M., Shen, S.-L., Lyu, H.-M., Zhou, A., & Rashid, S. (2021). Evaluation of the hydrochemistry of groundwater at Jhelum Basin, Punjab, Pakistan. Environmental Earth Sciences, 80, 1–17.

    Article  Google Scholar 

  • Ahamed, A. J., & Loganathan, K. (2021). Reduced graphene oxide as effective adsorbent for removal of heavy metals in groundwater of Amaravathi River basin, Tamil Nadu 1-10. Geology, Ecology, and Landscapes.

    Google Scholar 

  • Ahmad, S., Imran, M., Murtaza, B., Arshad, M., Nawaz, R., Waheed, A., Hammad, H. M., Naeem, M. A., Shahid, M., & Niazi, N. K. (2021). Hydrogeochemical and health risk investigation of potentially toxic elements in groundwater along River Sutlej floodplain in Punjab, Pakistan. Environmental Geochemistry and Health, 43, 5195–5209.

    Article  CAS  Google Scholar 

  • Alansi, R. Q., Mohammed, A. M., Ali, M. M., Mokbel Ghalib, W. A., & Ponnappa, S. C. (2021). Determination of Heavy Metals in Groundwater Around Al-Buraihi Sewage Station in Taiz City Yemen. Journal of Health Pollution, 11, 210604.

    Article  Google Scholar 

  • Ali, A., Javed, S., Ullah, S., Fatima, S. H., Zaidi, F., & Khan, M. S. (2018). Bayesian spatial analysis and prediction of groundwater contamination in Jhelum city (Pakistan). Environmental Earth Sciences, 77, 1–15.

    Article  CAS  Google Scholar 

  • Ali, H. Q., Yasir, M. U., Farooq, A., Khan, M., Salman, M., & Waqar, M. (2022). Tanneries impact on groundwater quality: A case study of Kasur city in Pakistan. Environmental Monitoring and Assessment, 194, 1–15.

    Article  Google Scholar 

  • Alshehri, F., Almadani, S., El-Sorogy, A. S., Alwaqdani, E., Alfaifi, H. J., & Alharbi, T. (2021). Influence of seawater intrusion and heavy metals contamination on groundwater quality, Red Sea coast. Saudi Arabia. Marine Pollution Bulletin, 165, 112094.

    Article  CAS  Google Scholar 

  • Alsubih, M., El Morabet, R., Khan, R. A., Khan, N. A., Ahmed, S., Qadir, A., & Changani, F. (2021). Occurrence and health risk assessment of arsenic and heavy metals in groundwater of three industrial areas in Delhi, India. Environmental Science and Pollution Research, 28, 63017–63031.

    Article  CAS  Google Scholar 

  • Aradpour, S., Noori, R., Vesali Naseh, M. R., Hosseinzadeh, M., Safavi, S., Ghahraman-Rozegar, F., & Maghrebi, M. (2021). Alarming carcinogenic and non-carcinogenic risk of heavy metals in Sabalan dam reservoir, Northwest of Iran. Environmental Pollutants and Bioavailability, 33, 278–291.

    Article  CAS  Google Scholar 

  • Ashraf, A., Chen, X., & Ramamurthy, R. (2021). Modelling heavy metals contamination in groundwater of Southern Punjab, Pakistan. International Journal of Environmental Science and Technology, 18, 2221–2236.

    Article  CAS  Google Scholar 

  • Bahiru, D. B. (2021). Evaluation of Heavy Metals Uptakes of Lettuce (Lactuca sativa L.) Under Irrigation Water of Akaki River, Central Ethiopia. American Journal of Environmental Science and Engineering, 5, 6–14.

    Article  Google Scholar 

  • Bhatti Z, Ishtiaq M, Khan S, Baig S, Muhammad I, Din Z, Khan A, Ghani J (2021). Contamination Level, Source Identification And Health Risk Assessment of Potentially Toxic Elements In Drinking Water Sources of Mining And Non-Mining Areas of Khyber Pakhtunkhwa.

  • Böhlke, J., & Horan, M. (2000). Strontium isotope geochemistry of groundwaters and streams affected by agriculture, Locust Grove MD. Applied Geochemistry, 15, 599–609.

    Article  Google Scholar 

  • Changsheng, H., Akram, W., Rashid, A., Ullah, Z., Shah, M., Alrefaei, A. F., Kamel, M., Aleya, L., & Abdel-Daim, M. M. (2022). Quality Assessment of Groundwater Based on Geochemical Modelling and Water Quality Index (WQI). Water, 14, 3888.

    Article  Google Scholar 

  • Chen, X., Zeng, X.-C., Kawa, Y. K., Wu, W., Zhu, X., Ullah, Z., & Wang, Y. (2020). Microbial reactions and environmental factors affecting the dissolution and release of arsenic in the severely contaminated soils under anaerobic or aerobic conditions. Ecotoxicology and Environmental Safety, 189, 109946.

    Article  CAS  Google Scholar 

  • Eslami, H., Esmaeili, A., Razaeian, M., Salari, M., Hosseini, A. N., Mobini, M., & Barani, A. (2022). Potentially toxic metal concentration, spatial distribution, and health risk assessment in drinking groundwater resources of southeast Iran. Geoscience Frontiers, 13, 101276.

    Article  CAS  Google Scholar 

  • Gul, N., Shah, M. T., Khan, S., Khattak, N. U., & Muhammad, S. (2015). Arsenic and heavy metals contamination, risk assessment and their source in drinking water of the Mardan District, Khyber Pakhtunkhwa, Pakistan. Journal of Water and Health, 13, 1073–1084.

    Article  Google Scholar 

  • Hussain, S., Habib-Ur-Rehman, M., Khanam, T., Sheer, A., Kebin, Z., & Jianjun, Y. (2019). Health risk assessment of different heavy metals dissolved in drinking water. International Journal of Environmental Research and Public Health, 16, 1737.

    Article  CAS  Google Scholar 

  • Iqbal Z, Imran M, Rahman G, Miandad M, Shahid M, Murtaza B (2022). Spatial distribution, health risk assessment, and public perception of groundwater in Bahawalnagar, Punjab, Pakistan: a multivariate analysis. Environmental Geochemistry and Health, 1–11.

  • Jafarzadeh, N., Heidari, K., Meshkinian, A., Kamani, H., Mohammadi, A. A., & Conti, G. O. (2022). Non-carcinogenic risk assessment of exposure to heavy metals in underground water resources in Saraven, Iran: Spatial distribution, monte-carlo simulation, sensitive analysis. Environmental Research, 204, 112002.

    Article  CAS  Google Scholar 

  • Jehan, S., Khattak, S. A., Muhammad, S., Ali, L., Rashid, A., & Hussain, M. L. (2020a). Human health risks by potentially toxic metals in drinking water along the Hattar Industrial Estate, Pakistan. Environmental Science and Pollution Research, 27, 2677–2690.

    Article  CAS  Google Scholar 

  • Jehan, S., Ullah, I., Khan, S., Muhammad, S., Khattak, S. A., & Khan, T. (2020b). Evaluation of the Swat River, Northern Pakistan, water quality using multivariate statistical techniques and water quality index (WQI) model. Environmental Science and Pollution Research, 27, 38545–38558.

    Article  CAS  Google Scholar 

  • Kaur, M., Kumar, A., Mehra, R., & Kaur, I. (2020). Quantitative assessment of exposure of heavy metals in groundwater and soil on human health in Reasi district, Jammu and Kashmir. Environmental Geochemistry and Health, 42, 77–94.

    Article  CAS  Google Scholar 

  • Kazemi Moghaddam V, Latifi P, Darrudi R, Ghaleh Askari S, Mohammadi AA, Marufi N, Javan S (2022). Heavy metal contaminated soil, water, and vegetables in northeastern Iran: potential health risk factors. Journal of Environmental Health Science and Engineering, 1–13.  https://doi.org/10.1007/s40201-021-00756-0.

  • Khalid, S. (2019). An assessment of groundwater quality for irrigation and drinking purposes around brick kilns in three districts of Balochistan province, Pakistan, through water quality index and multivariate statistical approaches. Journal of Geochemical Exploration, 197, 14–26.

    Article  Google Scholar 

  • Khalid, S., Shahid, M., Shah, A. H., Saeed, F., Ali, M., Qaisrani, S. A., & Dumat, C. (2020). Heavy metal contamination and exposure risk assessment via drinking groundwater in Vehari, Pakistan. Environmental Science and Pollution Research, 27, 39852–39864.

    Article  CAS  Google Scholar 

  • Khan, S., Haq, F., & Saeed, K. (2012). Pollution load in industrial effluent and ground water due to marble industries in District Buner, Khyber Pakhtunkhwa, Pakistan. International Journal of Recent Scientific Research, 3, 366–368.

    Google Scholar 

  • Khan, A., Naeem, M., Bilal, M., Khan, A., Subhan, F., Ikram, M., Shah, M. I. A., Ullah, S., Ullah, A., & Ullah, A. (2021a). Assessing the physico-chemical parameters and some metals of underground water and associated soil in the arid and semiarid regions of Tank District, Khyber Pakhtunkhwa, Pakistan. Environmental Monitoring and Assessment, 193, 1–18.

    Article  Google Scholar 

  • Khan, Y. K., Toqeer, M., & Shah, M. H. (2021b). Spatial distribution, pollution characterization and health risk assessment of selected metals in groundwater of Lahore. Pakistan. Geochemistry, 81, 125692.

    Article  CAS  Google Scholar 

  • Kumar, A., & Singh, C. K. (2020). Arsenic enrichment in groundwater and associated health risk in Bari doab region of Indus basin, Punjab India. Environmental Pollution, 256, 113324.

    Article  CAS  Google Scholar 

  • Lanjwani, M. F., Khuhawar, M. Y., Jahangir Khuhawar, T. M., Lanjwani, A. H., Jagirani, M. S., Kori, A. H., Rind, I. K., Khuhawar, A. H., & Muhammad Dodo, J. (2020). Risk assessment of heavy metals and salts for human and irrigation consumption of groundwater in Qambar city: A case study. Geology, Ecology, and Landscapes, 4, 23–39.

    Article  Google Scholar 

  • Lone, S. A., Jeelani, G., Mukherjee, A., & Coomar, P. (2021). Arsenic fate in upper Indus river basin (UIRB) aquifers: Controls of hydrochemical processes, provenances and water-aquifer matrix interaction. Science of the Total Environment, 795, 148734.

    Article  CAS  Google Scholar 

  • Mahar, M. T., Khuhawar, M. Y., Jahangir, T. M., & Baloch, M. A. (2015). Determination of arsenic contents in groundwater of district Rahim Yar Khan southern Punjab, Pakistan. Arabian Journal of Geosciences, 8, 10983–10994.

    Article  CAS  Google Scholar 

  • Marufi N, Oliveri Conti G, Ahmadinejad P, Ferrante M, Mohammadi AA (2022). Carcinogenic and non-carcinogenic human health risk assessments of heavy metals contamination in drinking water supplies in Iran: a systematic review. Reviews on Environmental Health https://doi.org/10.1515/reveh-2022-0060.

  • Masood N, Batool S, Farooqi A (2021). Groundwater pollution in Pakistan, Global Groundwater. Elsevier, pp. 309–322.

  • McKenzie, T., Holloway, C., Dulai, H., Tucker, J. P., Sugimoto, R., Nakajima, T., Harada, K., & Santos, I. R. (2020). Submarine groundwater discharge: A previously undocumented source of contaminants of emerging concern to the coastal ocean (Sydney, Australia). Marine Pollution Bulletin, 160, 111519.

    Article  CAS  Google Scholar 

  • Mohammadi, A. A., Yousefi, M., Soltani, J., Ahangar, A. G., & Javan, S. (2018). Using the combined model of gamma test and neuro-fuzzy system for modeling and estimating lead bonds in reservoir sediments. Environmental Science and Pollution Research, 25, 30315–30324.

    Article  CAS  Google Scholar 

  • Naseem, S., & McArthur, J. M. (2018). Arsenic and other water-quality issues affecting groundwater, I ndus alluvial plain, P akistan. Hydrological Processes, 32, 1235–1253.

    Article  CAS  Google Scholar 

  • Nawab J, Rahman A, Khan S, Ghani J, Ullah Z, Khan H, Waqas M (2022). Drinking Water Quality Assessment of Government, Non-Government and Self-Based Schemes in the Disaster Affected Areas of Khyber Pakhtunkhwa, Pakistan. Exposure and Health, 1–17.

  • Qiao, J., Zhu, Y., Jia, X., Niu, X., & Liu, J. (2020). Distributions of arsenic and other heavy metals, and health risk assessments for groundwater in the Guanzhong Plain region of China. Environmental Research, 181, 108957.

    Article  CAS  Google Scholar 

  • Rahman, M. A. T., Paul, M., Bhoumik, N., Hassan, M., Alam, M. K., & Aktar, Z. (2020). Heavy metal pollution assessment in the groundwater of the Meghna Ghat industrial area, Bangladesh, by using water pollution indices approach. Applied Water Science, 10, 1–15.

    Article  Google Scholar 

  • Raja, V., Lakshmi, R. V., Sekar, C. P., Chidambaram, S., & Neelakantan, M. A. (2021). Health risk assessment of heavy metals in groundwater of industrial township Virudhunagar, Tamil Nadu, India. Archives of Environmental Contamination and Toxicology, 80, 144–163.

    Article  CAS  Google Scholar 

  • Rashid, A., Guan, D.-X., Farooqi, A., Khan, S., Zahir, S., Jehan, S., Khattak, S. A., Khan, M. S., & Khan, R. (2018). Fluoride prevalence in groundwater around a fluorite mining area in the flood plain of the River Swat Pakistan. Science of the Total Environment, 635, 203–215.

    Article  CAS  Google Scholar 

  • Rashid, A., Ayub, M., Javed, A., Khan, S., Gao, X., Li, C., Ullah, Z., Sardar, T., Muhammad, J., & Nazneen, S. (2021). Potentially harmful metals, and health risk evaluation in groundwater of Mardan, Pakistan: Application of geostatistical approach and geographic information system. Geoscience Frontiers, 12, 101128.

    Article  CAS  Google Scholar 

  • Rashid A, Ayub M, Khan S, Ullah Z, Ali L, Gao X, Li C, El-Serehy HA, Kaushik P, Rasool A (2022). Hydrogeochemical assessment of carcinogenic and non-carcinogenic health risks of potentially toxic elements in aquifers of the Hindukush ranges, Pakistan: insights from groundwater pollution indexing, GIS-based, and multivariate statistical approaches. Environmental Science and Pollution Research, 1–25.

  • Rasool, A., Farooqi, A., Xiao, T., Masood, S., & Kamran, M. A. (2016). Elevated levels of arsenic and trace metals in drinking water of Tehsil Mailsi, Punjab, Pakistan. Journal of Geochemical Exploration, 169, 89–99.

    Article  CAS  Google Scholar 

  • Ravindra, K., & Mor, S. (2019). Distribution and health risk assessment of arsenic and selected heavy metals in Groundwater of Chandigarh, India. Environmental Pollution, 250, 820–830.

    Article  CAS  Google Scholar 

  • Sajjadi, S. A., Mohammadi, A., Khosravi, R., & Zarei, A. (2022). Distribution, exposure, and human health risk analysis of heavy metals in drinking groundwater of Ghayen County Iran. Geocarto International, 37, 13127–13144.

    Article  Google Scholar 

  • Saleh, H. N., Panahande, M., Yousefi, M., Asghari, F. B., Conti, G. O., Talaee, E., & Mohammadi, A. A. (2019). Carcinogenic and non-carcinogenic risk assessment of heavy metals in groundwater wells in Neyshabur Plain Iran. Biological Trace Element Research, 190, 251–261.

    Article  CAS  Google Scholar 

  • Shaji E, Santosh M, Sarath K, Prakash P, Deepchand V, Divya B (2020). Arsenic contamination of groundwater: A global synopsis with focus on the Indian Peninsula. Geoscience Frontiers.  https://doi.org/10.1016/j.gsf.2020.08.015.

  • Sharma, T., Bajwa, B. S., & Kaur, I. (2021). Contamination of groundwater by potentially toxic elements in groundwater and potential risk to groundwater users in the Bathinda and Faridkot districts of Punjab, India. Environmental Earth Sciences, 80, 1–15.

    Article  Google Scholar 

  • Sikakwe, G. U., & Ilaumo, B. U. (2021). Geochemical characteristics and evaluation of the potentially toxic metals in surface and groundwater in Akamkpa-Biase, southeastern Nigeria. Arabian Journal of Geosciences, 14, 1–22.

    Article  Google Scholar 

  • Soleimani H, Azhdarpoor A, Hashemi H, Radfard M, Nasri O, Ghoochani M, Azizi H, Ebrahimzadeh G, Mahvi AH (2020). Probabilistic and deterministic approaches to estimation of non-carcinogenic human health risk due to heavy metals in groundwater resources of torbat heydariyeh, southeastern of Iran. International Journal of Environmental Analytical Chemistry, 1–15.

  • Taghavi, M., Darvishiyan, M., Momeni, M., Eslami, H., Fallahzadeh, R. A., & Zarei, A. (2023). Ecological risk assessment of trace elements (TEs) pollution and human health risk exposure in agricultural soils used for saffron cultivation. Scientific Reports, 13, 4556.

    Article  CAS  Google Scholar 

  • Tokatli, C., & Ustaoğlu, F. (2020). Health risk assessment of toxicants in Meriç river delta wetland, Thrace region, Turkey. Environmental Earth Sciences, 79, 1–12.

    Article  Google Scholar 

  • Tokatli, C., Mutlu, E., & Arslan, N. (2021a). Assessment of the potentially toxic element contamination in water of Şehriban Stream (Black Sea Region, Turkey) by using statistical and ecological indicators. Water Environment Research, 93, 2060–2071.

    Article  CAS  Google Scholar 

  • Tokatli, C., Uğurluoğlu, A., Köse, E., Çiçek, A., Arslan, N., Dayioğlu, H., & Emiroğlu, Ö. (2021b). Ecological risk assessment of toxic metal contamination in a significant mining basin in Turkey. Environmental Earth Sciences, 80, 1–19.

    Article  Google Scholar 

  • Ukah, B., Egbueri, J., Unigwe, C., & Ubido, O. (2019). Extent of heavy metals pollution and health risk assessment of groundwater in a densely populated industrial area, Lagos, Nigeria. International Journal of Energy and Water Resources, 3, 291–303.

    Article  Google Scholar 

  • Ul Hasan Shah, Z., & Ahmad, Z. (2016). Hydrogeology and hydrochemistry of the Upper Thal Doab (Pakistan). Environmental Earth Sciences, 75, 527.

    Article  Google Scholar 

  • Ullah, Z., Talib, M. A., Rashid, A., Ghani, J., Shahab, A., Irfan, M., Rauf, A., Bawazeer, S., Almarhoon, Z. M., & Mabkhot, Y. N. (2021). Hydrogeochemical investigation of elevated arsenic based on entropy modeling, in the aquifers of District Sanghar, Sindh Pakistan. Water, 13, 3477.

    Article  CAS  Google Scholar 

  • Varol, M., & Tokatlı, C. (2022). Seasonal variations of toxic metal (loid) s in groundwater collected from an intensive agricultural area in northwestern Turkey and associated health risk assessment. Environmental Research, 204, 111922.

    Article  CAS  Google Scholar 

  • Wang, Z., Su, Q., Wang, S., Gao, Z., & Liu, J. (2021). Spatial distribution and health risk assessment of dissolved heavy metals in groundwater of eastern China coastal zone. Environmental Pollution, 290, 118016.

    Article  CAS  Google Scholar 

  • WHO (2021). A global overview of national regulations and standards for drinking-water quality.

  • Yao, S. (2021). Spatial distribution of heavy metals in groundwater based on structural equation and development of leisure agriculture tourism. Arabian Journal of Geosciences, 14, 1–13.

    Google Scholar 

  • Zeng, X., Liu, Y., You, S., Zeng, G., Tan, X., Hu, X., Hu, X., Huang, L., & Li, F. (2015). Spatial distribution, health risk assessment and statistical source identification of the trace elements in surface water from the Xiangjiang River, China. Environmental Science and Pollution Research, 22, 9400–9412.

    Article  CAS  Google Scholar 

Download references

Funding

This work was jointly supported by the Fellowship of China Postdoctoral Science Foundation [2023M742083] and the Qingdao Postdoctoral Research Supporting Project [QDBSH20230202002] awarded to Dr. Muhammad Fahad Sardar. The authors would like to extend their sincere appreciation to the Researchers supporting project number (RSP2024R469), King Saud University, Riyadh, Saudi Arabia.

Author information

Authors and Affiliations

Authors

Contributions

Zahid Ullah and Fazila Younas: Conceptualization, methodology, analysis, writing—original draft, AzizUrRahim Bacha: Field Sampling, Abdur Rashid: Review and editing, Wedad A. Al-onazi and Muhammad Fahad Sardar: Conceptualization, project administration, review and editing, and funding acquisition. All authors have read and agreed to their specific contribution.

Corresponding author

Correspondence to Muhammad Fahad Sardar.

Ethics declarations

Competing interests

The authors declare no competing interests.

Ethics approval

Not applicable.

Consent to participate

All authors reviewed and approved the final manuscript.

Consent to publish

All authors approved this for publication.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Ullah, Z., Younas, F., Bacha, A. et al. Occurrence of toxic elements in river areas along drains and groundwater resources: source of contamination and associated health risk. Environ Monit Assess 196, 480 (2024). https://doi.org/10.1007/s10661-024-12648-5

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s10661-024-12648-5

Keywords

Navigation