Risk analysis of impacts of climate change on changes in municipal wastewater production in wastewater reuse plans

References

• Ahmadzadeh-Araji, H., A. Wayayok, A. Massah Bavani, E. Amiri, A. F. Abdullah, J. Daneshian, and C. Teh. 2018. “Impacts of Climate Change on Soybean Production under Different Treatments of Field Experiments considering the Uncertainty of General Circulation Models.” Agricultural Water Management 205 (2018): 63–71. doi:10.1016/j.agwat.2018.04.023.
   Google Scholar
• Boukezzoula, R., L. Jaulin, and D. Coquin. 2022. “A New Methodology for Solving Fuzzy Systems of Equations: Thick Fuzzy Sets Based Approach.” Fuzzy Sets and Systems 435: 107–128. doi:10.1016/j.fss.2021.06.003.
   Web of Science ®Google Scholar
• Dai, C., X. S. Qin, W. T. Lu, and H. K. Zang. 2021. “A Multimodel Assessment of Drought Characteristics and Risks over the Huang-Huai-Hai River Basin, China, under Climate Change.” Theoretical and Applied Climatology 141 (1–2): 601–613. doi:10.1007/s00704-020-03236-x.
   Web of Science ®Google Scholar
• Fares, H., and T. Zayed. 2010. “Hierarchical Fuzzy Expert System for Risk of Failure of Water Mains.” Journal of Pipeline Systems Engineering and Practice 1 (1): 53–62. doi:10.1061/(ASCE)PS.1949-1204.0000037.
   Web of Science ®Google Scholar
• Fatahi Nafchi, R., P. Yaghoobi, H. Reaisi Vanani, K. Ostad‑Ali‑Askari, J. Nouri, and B. Maghsoudlou. 2021. “Eco-hydrologic Stability Zonation of Dams and Power Plants Using the Combined Models of SMCE and CEQUALW2.” Applied Water Science 11 (7): 109. doi:10.1007/s13201-021-01427-z.
   Web of Science ®Google Scholar
• Gogoi, M. K., and R. Chutia. 2022. “Fuzzy Risk Analysis Based on a Similarity Measure of Fuzzy Numbers and Its Application in Crop Selection.” Engineering Applications of Artificial Intelligence 107: 104517. doi:10.1016/j.engappai.2021.104517.
   Web of Science ®Google Scholar
• Hughes, J., K. Cowper-Heays, E. Olesson, R. Bell, and A. Stroombergen. 2021. “Impacts and Implications of Climate Change on Wastewater Systems: A New Zealand Perspective.” Climate Risk Management 31 (2021): 1–35. doi:10.1016/j.crm.2020.100262.
   Google Scholar
• ILF, C. E., and E. C. Parsconsult. 2010. Tehran Sewerage Project; Updating for Sewerage Development Program for Greater Tehran, Final Development Report.Tehran, Iran: Tehran Sewerage.
   Google Scholar
• IPCC. 2022. Climate Change 2022 - Impacts, Adaptation and Vulnerability: Working Group II Contribution to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge, UK: Cambridge University Press.
   Google Scholar
• Javadinejad, S., S. Eslamian, and K. Ostad-Ali-Askari. 2019. “Investigation of Monthly and Seasonal Changes of Methane Gas with respect to Climate Change Using Satellite Data.” Applied Water Science 9 (8): 180. doi:10.1007/s13201-019-1067-9.
   Web of Science ®Google Scholar
• Karamouz, M. 2021. Water Systems Analysis, Design, and Planning: Urban Infrastructure. Boca Raton, Florida, US: CRC Press. doi:10.1201/9781003241744.
   Google Scholar
• Lee, S.-h., J. E. Kang, C. S. Park, D. K. Yoon, and S. Yoon. 2020. “Multi-risk Assessment of Heat Waves under Intensifying Climate Change Using Bayesian Networks.” International Journal of Disaster Risk Reduction 50 (2020): 1–11. doi:10.1016/j.ijdrr.2020.101704.
   Google Scholar
• Liu, Y., M. T. Sohail, A. Khan, and M. T. Majeed. 2022. “Environmental Benefit of Clean Energy Consumption: Can BRICS Economies Achieve Environmental Sustainability through Human Capital?” Environmental Science and Pollution Research 29 (5): 6766–6776. doi:10.1007/s11356-021-16167-5.
   PubMed Web of Science ®Google Scholar
• Liu, H., Y. Wang, C. Zhang, A. S. Chen, and G. Fu. 2018. “Assessing Real Options in Urban Surface Water Flood Risk Management under Climate Change.” Natural Hazards 94 (1): 1–18. doi:10.1007/s11069-018-3349-1.
   Web of Science ®Google Scholar
• Mahab, C. E. C. 2017. Report of Population Change Covered by Tehran Wastewater Treatment Plants (Based on the Latest Approved Changes in the Tehran Sewerage Project), Studies and Hydraulic Immunization Design of Tehran’s Main Sewage Network (The First and Second Phase of Studies). Tehran, Iran: Tehran Sewerage. (In Persain).
   Google Scholar
• Ray, P., S. Wi, A. Schwarz, M. Correa, M. He, and C. Brown. 2020. “Vulnerability and Risk: Climate Change and Water Supply from California’s Central Valley Water System.” Climatic Change 161 (1): 177–199. doi:10.1007/s10584-020-02655-z.
   Web of Science ®Google Scholar
• Reznik, A., Y. Jiang, and A. Dinar. 2020. “The Impacts of Climate Change on Wastewater Treatment Costs: Evidence from the Wastewater Sector in China.” Water 12 (11): 1–31. doi:10.3390/w12113272.
   Web of Science ®Google Scholar
• Ronco, P., F. Zennaro, S. Torresan, A. Critto, M. Santini, A. Trabucco, A. L. Zollo, G. Galluccio, and A. Marcomini. 2017. “A Risk Assessment Framework for Irrigated Agriculture under Climate Change.” Advances in Water Resources 110: 562–578. doi:10.1016/j.advwatres.2017.08.003.
   Web of Science ®Google Scholar
• Shakeri, H., H. Motiee, and E. McBean. 2021a. “Forecasting Impacts of Climate Change on Changes of Municipal Wastewater Production in Wastewater Reuse Projects.” Journal of Cleaner Production 329: 129790. doi:10.1016/j.jclepro.2021.129790.
   Web of Science ®Google Scholar
• Shakeri, H., H. Motiee, and E. McBean. 2021b. “Projection of Important Climate Variables in Large Cities under the CMIP5–RCP Scenarios Using SDSM and Fuzzy Downscaling Models.” Journal of Water and Climate Change 12 (5): 1802–1823. doi:10.2166/wcc.2020.332.
   Web of Science ®Google Scholar
• Shakeri, H., H. Motiee, and E. McBean. 2022. “Performance Analysis of SDSM and Fuzzy Downscaling Models in Assessing Climate Change under the RCP Scenarios in Tehran.” Journal of Climate Research 13 (50): 61–82.
   Google Scholar
• Shakeri H and Nazif S. (2018). Development of an algorithm for risk-based management of wastewater reuse alternatives. Journal of Water Reuse and Desalination, 8(1), 38–57. 10.2166/wrd.2016.168
   Web of Science ®Google Scholar
• Shayannejad, M., M. Ghobadi, and K. Ostad-Ali-Askari. 2022. “Modeling of Surface Flow and Infiltration during Surface Irrigation Advance Based on Numerical Solution of Saint–Venant Equations Using Preissmann’s Scheme.” Pure and Applied Geophysics 179 (3): 1103–1113. doi:10.1007/s00024-022-02962-9.
   Web of Science ®Google Scholar
• Shrestha, M., S. Manandhar, and S. Shrestha. 2020. “Forecasting Water Demand under Climate Change Using Artificial Neural Network: A Case Study of Kathmandu Valley, Nepal.” Water Supply 20 (5): 1–11. doi:10.2166/ws.2020.090.
   Google Scholar
• Sohail, M. T., M. Ehsan, S. Riaz, E. B. Elkaeed, N. S. Awwad, and H. A. Ibrahium. 2022a. “Investigating the Drinking Water Quality and Associated Health Risks in Metropolis Area of Pakistan.” Frontiers in Materials 9: 1–8. doi:10.3389/fmats.2022.864254.
   Web of Science ®Google Scholar
• Sohail, M. T., E. B. Elkaeed, M. Irfan, Á. Acevedo-Duque, and S. Mustafa. 2022b. “Determining Farmers’ Awareness about Climate Change Mitigation and Wastewater Irrigation: A Pathway toward Green and Sustainable Development.” Frontiers in Environmental Science 10: 1–12. doi:10.3389/fenvs.2022.900193.
   Google Scholar
• Sohail, M. T., X. Lin, L. Lizhi, M. Rizwanullah, M. Nasrullah, Y. Xiuyuan, Z. Manzoor, and R. J. Elis. 2021. “Farmers’ Awareness about Impacts of Reusing Wastewater, Risk Perception and Adaptation to Climate Change in Faisalabad District, Pakistan.” Polish Journal of Environmental Studies 30 (5): 4663–4675. doi:10.15244/pjoes/134292.
   Web of Science ®Google Scholar
• Sohail, M. T., S. Mustafa, M. M. Ali, and S. Riaz. 2022c. “Agricultural Communities’ Risk Assessment and the Effects of Climate Change: A Pathway toward Green Productivity and Sustainable Development.” Frontiers in Environmental Science 10: 1–9. doi:10.3389/fenvs.2022.948016.
   Web of Science ®Google Scholar
• Wei, X., and A. Kusiak. 2015. “Short-term Prediction of Influent Flow in Wastewater Treatment Plant.” Stochastic Environmental Research and Risk Assessment 29 (1): 241–249. doi:10.1007/s00477-014-0889-0.
   Web of Science ®Google Scholar
• Wilby, R. L., and C. W. Dawson. 2013. “The Statistical DownScaling Model: Insights from One Decade of Application.” International Journal of Climatology 33 (7): 1707–1719. doi:10.1002/joc.3544.
   Web of Science ®Google Scholar
• Xia, J., L. Ning, Q. Wang, J. Chen, L. Wan, and S. Hong. 2017. “Vulnerability of and Risk to Water Resources in Arid and semi-arid Regions of West China under a Scenario of Climate Change.” Climatic Change 144 (3): 549–563. doi:10.1007/s10584-016-1709-y.
   Web of Science ®Google Scholar
• Zhang, L., D. Lu, and X. Wang. 2020. “Measuring and Testing Interdependence among Random Vectors Based on Spearman’s ρ and Kendall’s τ.” Computational Statistics 35 (4): 1685–1713. doi:10.1007/s00180-020-00973-5.
   Web of Science ®Google Scholar
• Zheng, G., N. Zhu, Z. Tian, Y. Chen, and B. Sun. 2012. “Application of a Trapezoidal Fuzzy AHP Method for Work Safety Evaluation and Early Warning Rating of Hot and Humid Environments.” Safety Science 50 (2): 228–239. doi:10.1016/j.ssci.2011.08.042.
   Web of Science ®Google Scholar
• Zouboulis, A., and A. Tolkou. 2015. “Effect of Climate Change in Wastewater Treatment Plants: Reviewing the Problems and Solutions.” In Managing Water Resources under Climate Uncertainty: Examples from Asia, Europe, Latin America, and Australia, edited by S. Shrestha, A.K. Anal, P.A. Salam, and M. Van-der-valk, 197–220. Cham, Switzerland: Springer International Publishing. doi:10.1007/978-3-319-10467-6_10.
   Google Scholar
• Zubaidi, S. L., S. Ortega-Martorell, P. Kot, R. M. Alkhaddar, M. Abdellatif, S. K. Gharghan, M. S. Ahmed, and K. Hashim. 2020. “A Method for Predicting Long-Term Municipal Water Demands under Climate Change.” Water Resources Management 34 (3): 1265–1279. doi:10.1007/s11269-020-02500-z.
   Web of Science ®Google Scholar