A fuzzy multi-objective multiple-pollutant model for rivers using an ant colony algorithm
- 1 August 2022
- journal article
- research article
- Published by Thomas Telford Ltd. in Proceedings of the ICE - Water Management
- Vol. 175 (4), 190-205
- https://doi.org/10.1680/jwama.20.00081
Abstract
A fuzzy multi-objective optimisation model was investigated for water quality management in a river under uncertain conditions. The study considered the National Sanitation Foundation Water Quality Index as one of the model's objective functions based on fuzzy set theory to deal with multiple pollutants simultaneously. This made it possible to investigate the overall effect of uncertainties on simultaneous changes. Another objective function was the total treatment costs for wastewater discharged into the river. A water quality simulation model and a non-dominated archiving ant colony optimisation algorithm were used to determine the values of water quality parameters and the model's optimal solutions, respectively. Furthermore, a simulation-optimisation approach was adopted for facilitating the problem-solving process and applied to a hypothetical case study resembling a river system in Iran. The results show that the proposed model significantly reduced the total wastewater treatment costs compared to the similar single-objective model with a more cautious and cost-effective approach. Although the treatment costs were increased relatively compared to the similar deterministic model, it took a more possible approach by considering the uncertainties associated with the objectives. Furthermore, the model ccould be easily adapted for other river systems with suitable modifications.Keywords
This publication has 52 references indexed in Scilit:
- Optimal water and waste-load allocations in rivers using a fuzzy transformation technique: a case studyEnvironmental Monitoring and Assessment, 2012
- An imprecise fuzzy risk approach for water quality management of a river systemJournal of Environmental Management, 2009
- Non-dominated archiving multi-colony ant algorithm for multi-objective optimization: Application to multi-purpose reservoir operationEngineering Optimization, 2009
- Application of automated QUAL2Kw for water quality modeling and management in the Bagmati River, NepalEcological Modelling, 2007
- Application of QUAL2Kw for water quality modeling and dissolved oxygen control in the river BagmatiEnvironmental Monitoring and Assessment, 2006
- Grey fuzzy optimization model for water quality management of a river systemAdvances in Water Resources, 2006
- Future Generation Computer Systems, 2000
- Comparison of Multiobjective Evolutionary Algorithms: Empirical ResultsEvolutionary Computation, 2000
- Fuzzy Optimization Model for Water Quality Management of a River SystemJournal of Water Resources Planning and Management, 1998
- Ant colony system: a cooperative learning approach to the traveling salesman problemIEEE Transactions on Evolutionary Computation, 1997