Multi-objective multi-pollutant waste load allocation model for rivers using coupled archived simulated annealing algorithm with QUAL2Kw
A simulation-optimization approach is a suitable tool in waste load allocation problems when considering competing objectives and complex pollutant fate and transport processes in water bodies. Here, an archived multi-objective simulated annealing (AMOSA) algorithm is developed to determine various...
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| Vydáno v: | Journal of hydroinformatics Ročník 21; číslo 3; s. 397 - 410 |
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| Jazyk: | angličtina |
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IWA Publishing
01.05.2019
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| ISSN: | 1464-7141, 1465-1734 |
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| Abstract | A simulation-optimization approach is a suitable tool in waste load allocation problems when considering competing objectives and complex pollutant fate and transport processes in water bodies. Here, an archived multi-objective simulated annealing (AMOSA) algorithm is developed to determine various decision variables related to multi-pollutant waste load allocation (MPWLA) problems. The developed AMOSA algorithm has been coupled to QUAL2Kw in order to derive optimal MPWLA programs in Gheshlagh River, Kordestan, Iran. Minimizing wastewater treatment plant (WWTP) costs, improving the EquityMeasure, and enhancing water quality index (WQI) of the river have been considered as objective functions of MPWLA problems. The applied WQI integrates various water quality parameters (biochemical oxygen demand (BOD), dissolved oxygen (DO), NH4-N, NO3-N, PO4-P, total suspended solids (TSS), and Coliform) in monitoring stations along the river. Results show in the scenario with the best EquityMeasure, higher pollutant removal rates have been allocated to Sanandaj WWTP effluent and pollutant point source No. 7 (creek of landfill leachate) due to their greater contributions to Gheshlagh River contamination. Owing to high pollutant load effluents and unsuitable background conditions in Gheshlagh River, more specific studies show that the water quality index may not be improved over 0.22, no matter how much cost is incurred or equity is sacrificed. |
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| AbstractList | A simulation-optimization approach is a suitable tool in waste load allocation problems when considering competing objectives and complex pollutant fate and transport processes in water bodies. Here, an archived multi-objective simulated annealing (AMOSA) algorithm is developed to determine various decision variables related to multi-pollutant waste load allocation (MPWLA) problems. The developed AMOSA algorithm has been coupled to QUAL2Kw in order to derive optimal MPWLA programs in Gheshlagh River, Kordestan, Iran. Minimizing wastewater treatment plant (WWTP) costs, improving the EquityMeasure, and enhancing water quality index (WQI) of the river have been considered as objective functions of MPWLA problems. The applied WQI integrates various water quality parameters (biochemical oxygen demand (BOD), dissolved oxygen (DO), NH4-N, NO3-N, PO4-P, total suspended solids (TSS), and Coliform) in monitoring stations along the river. Results show in the scenario with the best EquityMeasure, higher pollutant removal rates have been allocated to Sanandaj WWTP effluent and pollutant point source No. 7 (creek of landfill leachate) due to their greater contributions to Gheshlagh River contamination. Owing to high pollutant load effluents and unsuitable background conditions in Gheshlagh River, more specific studies show that the water quality index may not be improved over 0.22, no matter how much cost is incurred or equity is sacrificed. |
| Author | Khoshkam, Helaleh Afshar, Abbas Saadatpour, Motahareh |
| Author_xml | – sequence: 1 givenname: Motahareh surname: Saadatpour fullname: Saadatpour, Motahareh organization: School of Civil Engineering, Iran University of Science and Technology (IUST), Tehran, Iran – sequence: 2 givenname: Abbas surname: Afshar fullname: Afshar, Abbas organization: School of Civil Engineering, Iran University of Science and Technology (IUST), Tehran, Iran, Department of Land, Air and Water Resources, University of California, Davis, CA, USA – sequence: 3 givenname: Helaleh surname: Khoshkam fullname: Khoshkam, Helaleh organization: Civil and Environmental Engineering, College of Environment, Karaj, Alborz, Iran |
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| Cites_doi | 10.1061/(ASCE)0733-9372(2000)126:5(451) 10.2166/hydro.2010.028 10.1061/(ASCE)0733-9496(2001)127:2(121) 10.1007/s11269-012-0165-3 10.1007/s00158-003-0368-6 10.1080/03052150310001597765 10.1007/s11269-006-9077-4 10.1007/s11269-015-0965-3 10.1061/(ASCE)0733-9496(2006)132:3(133) 10.1061/(ASCE)WR.1943-5452.0000257 10.1109/TEVC.2007.900837 10.1080/0305215X.2010.535817 10.1023/A:1021993222371 10.1029/2000WR900329 10.1061/(ASCE)0887-3801(2004)18:2(120) 10.1007/BF02703256 10.18869/acadpub.jstnar.21.1.95 10.1016/j.procs.2010.12.012 10.2166/wst.2016.429 |
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| SubjectTerms | Algorithms Annealing Biochemical oxygen demand Civil engineering Coastal inlets Coliforms Computer simulation Contamination Costs Dissolved oxygen Effluents Environmental engineering Hydrology Landfills Leachates Linear programming Monitoring systems Multiple objective analysis Nitrates Objectives Optimization Optimization algorithms Phosphates Pollutant load Pollutant removal Pollutants Pollution dispersion Pollution load Problems Quality management Rivers Science Simulated annealing Software Soil sciences Solid suspensions Stream water Suspended particulate matter Total oxygen demand Total suspended solids Transport processes Waste disposal sites Waste load Wastewater Wastewater treatment Wastewater treatment plants Water pollution Water quality Water treatment |
| Title | Multi-objective multi-pollutant waste load allocation model for rivers using coupled archived simulated annealing algorithm with QUAL2Kw |
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