Sensitivity of algorithm parameters and objective function scaling in multi-objective optimisation of water distribution systems

This paper presents an extensive analysis of the sensitivity of multi-objective algorithm parameters and objective function scaling tested on a large number of parameter setting combinations for a water distribution system optimisation problem. The optimisation model comprises two operational object...

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Vydáno v:Journal of hydroinformatics Ročník 17; číslo 6; s. 891 - 916
Hlavní autoři: Mala-Jetmarova, Helena, Barton, Andrew, Bagirov, Adil
Médium: Journal Article
Jazyk:angličtina
Vydáno: London IWA Publishing 01.11.2015
Témata:
Algorithms
Analysis
Computer programs
Costs
Distribution
Drinking water
Emission standards
Emissions
Energy costs
Energy measurement
Fronts
Genetic algorithms
Greenhouse gases
Hydraulics
Mathematical models
Multiple objective analysis
Mutation
Network analysis
Objective function
Objectives
Optimization
Parameter sensitivity
Parameters
Pareto optimum
Performance measurement
Rehabilitation
Scaling
Sensitivity analysis
Simulation
Software
Solutions
Water distribution
Water distribution systems
Water engineering
Water quality
Water quality measurements
Water shortages
Water supply
Australia
Switzerland
ISSN:1464-7141, 1465-1734
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Abstract This paper presents an extensive analysis of the sensitivity of multi-objective algorithm parameters and objective function scaling tested on a large number of parameter setting combinations for a water distribution system optimisation problem. The optimisation model comprises two operational objectives minimised concurrently, the pump energy costs and deviations of constituent concentrations as a water quality measure. This optimisation model is applied to a regional non-drinking water distribution system, and solved using the optimisation software GANetXL incorporating the NSGA-II linked with the network analysis software EPANet. The sensitivity analysis employs a set of performance metrics, which were designed to capture the overall quality of the computed Pareto fronts. The performance and sensitivity of NSGA-II parameters using those metrics is evaluated. The results demonstrate that NSGA-II is sensitive to different parameter settings, and unlike in the single-objective problems, a range of parameter setting combinations appears to be required to reach a Pareto front of optimal solutions. Additionally, inadequately scaled objective functions cause the NSGA-II bias towards the second objective. Lastly, the methodology for performance and sensitivity analysis may be used for calibration of algorithm parameters.
AbstractList This paper presents an extensive analysis of the sensitivity of multi-objective algorithm parameters and objective function scaling tested on a large number of parameter setting combinations for a water distribution system optimisation problem. The optimisation model comprises two operational objectives minimised concurrently, the pump energy costs and deviations of constituent concentrations as a water quality measure. This optimisation model is applied to a regional non-drinking water distribution system, and solved using the optimisation software GANetXL incorporating the NSGA-II linked with the network analysis software EPANet. The sensitivity analysis employs a set of performance metrics, which were designed to capture the overall quality of the computed Pareto fronts. The performance and sensitivity of NSGA-II parameters using those metrics is evaluated. The results demonstrate that NSGA-II is sensitive to different parameter settings, and unlike in the single-objective problems, a range of parameter setting combinations appears to be required to reach a Pareto front of optimal solutions. Additionally, inadequately scaled objective functions cause the NSGA-II bias towards the second objective. Lastly, the methodology for performance and sensitivity analysis may be used for calibration of algorithm parameters.
Author Mala-Jetmarova, Helena
Barton, Andrew
Bagirov, Adil
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Cites_doi 10.1016/B978-008044967-8/50008-7
10.1029/2004WR003787
10.1109/TEVC.2003.810758
10.1061/(ASCE)WR.1943-5452.0000156
10.1080/0305215042000207054
10.1162/EVCO_a_00075
10.1061/(ASCE)0733-9496(2004)130:1(73)
10.1061/(ASCE)WR.1943-5452.0000072
10.1061/(ASCE)0733-9496(2007)133:6(565)
10.1109/4235.996017
10.1631/jzus.A071448
10.1016/j.advwatres.2005.07.010
10.1061/(ASCE)0733-9496(2009)135:6(484)
10.1061/(ASCE)0733-9496(2010)136:1(48)
10.1061/(ASCE)WR.1943-5452.0000321
10.1016/j.advwatres.2012.01.005
10.1016/S1462-0758(99)00005-9
10.1162/106365600568202
10.1016/j.advwatres.2008.01.017
10.1162/evco.1999.7.3.311
10.1061/(ASCE)WR.1943-5452.0000166
10.1061/(ASCE)WR.1943-5452.0000061
10.2166/hydro.2006.019b
10.2166/hydro.2011.098
10.1061/(ASCE)0733-9496(2005)131:3(161)
10.1080/03052150500476308
10.1016/j.envsoft.2010.11.004
10.1162/evco.1994.2.3.221
10.1080/10286600600789300
10.1080/03052150512331303436
10.1109/4235.797969
10.1016/j.jenvman.2012.11.030
10.1061/(ASCE)WR.1943-5452.0000472
10.1016/j.advengsoft.2004.03.012
10.1061/(ASCE)0733-9496(2005)131:6(467)
10.1061/(ASCE)0733-9496(2008)134:4(337)
10.1061/(ASCE)0733-9496(1997)123:2(67)
10.1061/(ASCE)0733-9496(2006)132:2(122)
10.1061/(ASCE)WR.1943-5452.0000309
10.1061/(ASCE)0733-9496(2003)129:1(82)
10.1162/106365600568158
10.1162/EVCO_a_00053
10.1109/21.286385
10.1061/(ASCE)WR.1943-5452.0000033
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References Lopez-Ibanez (2020032614311174100_HYDRO-D-14-00062C32) 2008; 134
Savic (2020032614311174100_HYDRO-D-14-00062C43) 1997; 123
Kurek (2020032614311174100_HYDRO-D-14-00062C29) 2013; 115
Reed (2020032614311174100_HYDRO-D-14-00062C40) 2012; 51
Sakarya (2020032614311174100_HYDRO-D-14-00062C42) 2003; 129
CWS (2020032614311174100_HYDRO-D-14-00062C8) 2011
Prasad (2020032614311174100_HYDRO-D-14-00062C38) 2004; 130
Asadzadeh (2020032614311174100_HYDRO-D-14-00062C3) 2011; 14
Halhal (2020032614311174100_HYDRO-D-14-00062C20) 1999; 7
Rossman (2020032614311174100_HYDRO-D-14-00062C41) 2000
Deb (2020032614311174100_HYDRO-D-14-00062C9) 2000
Ostfeld (2020032614311174100_HYDRO-D-14-00062C36) 2004; 36
Giustolisi (2020032614311174100_HYDRO-D-14-00062C17) 2009; 135
Keedwell (2020032614311174100_HYDRO-D-14-00062C24) 2006; 38
Knowles (2020032614311174100_HYDRO-D-14-00062C26) 2002
Jin (2020032614311174100_HYDRO-D-14-00062C21) 2008; 9
Kapelan (2020032614311174100_HYDRO-D-14-00062C23) 2005; 41
Srinivas (2020032614311174100_HYDRO-D-14-00062C47) 1994; 2
Zitzler (2020032614311174100_HYDRO-D-14-00062C57) 1998
Gill (2020032614311174100_HYDRO-D-14-00062C16) 1981
Kollat (2020032614311174100_HYDRO-D-14-00062C28) 2008; 31
2020032614311174100_HYDRO-D-14-00062C56
2020032614311174100_HYDRO-D-14-00062C50
Sotelo (2020032614311174100_HYDRO-D-14-00062C46) 2001
Younis (2020032614311174100_HYDRO-D-14-00062C55) 2012
Zitzler (2020032614311174100_HYDRO-D-14-00062C58) 1999; 3
Hadka (2020032614311174100_HYDRO-D-14-00062C18) 2012; 20
Alfonso (2020032614311174100_HYDRO-D-14-00062C1) 2010; 136
Farmani (2020032614311174100_HYDRO-D-14-00062C11) 2005; 37
Raad (2020032614311174100_HYDRO-D-14-00062C39) 2010; 136
Babayan (2020032614311174100_HYDRO-D-14-00062C5) 2007
Walters (2020032614311174100_HYDRO-D-14-00062C53) 1999; 1
Deb (2020032614311174100_HYDRO-D-14-00062C10) 2002; 6
Wu (2020032614311174100_HYDRO-D-14-00062C54) 2010; 136
Fleischer (2020032614311174100_HYDRO-D-14-00062C14) 2003
Vamvakeridou-Lyroudia (2020032614311174100_HYDRO-D-14-00062C49) 2005; 131
2020032614311174100_HYDRO-D-14-00062C60
Mala-Jetmarova (2020032614311174100_HYDRO-D-14-00062C34) 2014; 141
Atiquzzaman (2020032614311174100_HYDRO-D-14-00062C4) 2006; 132
Srinivas (2020032614311174100_HYDRO-D-14-00062C48) 1994; 24
Mala-Jetmarova (2020032614311174100_HYDRO-D-14-00062C33) 2013
Kelner (2020032614311174100_HYDRO-D-14-00062C25) 2003
Hadka (2020032614311174100_HYDRO-D-14-00062C19) 2013; 21
Baran (2020032614311174100_HYDRO-D-14-00062C6) 2005; 36
Kurek (2020032614311174100_HYDRO-D-14-00062C30) 2014; 140
Van Veldhuizen (2020032614311174100_HYDRO-D-14-00062C52) 2000
Ostfeld (2020032614311174100_HYDRO-D-14-00062C37) 2011; 137
Savic (2020032614311174100_HYDRO-D-14-00062C45) 2011; 26
Savic (2020032614311174100_HYDRO-D-14-00062C44) 1997
Alvisi (2020032614311174100_HYDRO-D-14-00062C2) 2006; 23
Van Veldhuizen (2020032614311174100_HYDRO-D-14-00062C51) 2000; 8
Marchi (2020032614311174100_HYDRO-D-14-00062C35) 2014; 140
Gibbs (2020032614311174100_HYDRO-D-14-00062C15) 2010; 136
Kanta (2020032614311174100_HYDRO-D-14-00062C22) 2012; 138
Bhattacharjya (2020032614311174100_HYDRO-D-14-00062C7) 2007; 133
Kollat (2020032614311174100_HYDRO-D-14-00062C27) 2006; 29
Goldberg (2020032614311174100_HYDRO-D-14-00062C16a) 1989
Zitzler (2020032614311174100_HYDRO-D-14-00062C59) 2000; 8
Zitzler (2020032614311174100_HYDRO-D-14-00062C61) 2003; 7
Lopez-Ibanez (2020032614311174100_HYDRO-D-14-00062C31) 2005
Farmani (2020032614311174100_HYDRO-D-14-00062C12) 2005; 131
Farmani (2020032614311174100_HYDRO-D-14-00062C13) 2006; 8
References_xml – ident: 2020032614311174100_HYDRO-D-14-00062C60
– start-page: 161
  volume-title: Topics on System Analysis and Integrated Water Resources Management
  year: 2007
  ident: 2020032614311174100_HYDRO-D-14-00062C5
  article-title: Multiobjective optimisation of water distribution system design under uncertain demand and pipe roughness
  doi: 10.1016/B978-008044967-8/50008-7
– volume: 41
  start-page: W11407
  issue: 11
  year: 2005
  ident: 2020032614311174100_HYDRO-D-14-00062C23
  article-title: Multiobjective design of water distribution systems under uncertainty
  publication-title: Water Resour. Res.
  doi: 10.1029/2004WR003787
– volume: 7
  start-page: 117
  issue: 2
  year: 2003
  ident: 2020032614311174100_HYDRO-D-14-00062C61
  article-title: Performance assessment of multiobjective optimizers: an analysis and review
  publication-title: Evol. Comput.
  doi: 10.1109/TEVC.2003.810758
– volume: 138
  start-page: 144
  issue: 2
  year: 2012
  ident: 2020032614311174100_HYDRO-D-14-00062C22
  article-title: Multiobjective evolutionary computation approach for redesigning water distribution systems to provide fire flows
  publication-title: J. Water Resour. Plann. Manage. ASCE
  doi: 10.1061/(ASCE)WR.1943-5452.0000156
– volume-title: International Congress on Evolutionary Methods for Design, Optimization and Control with Applications to Industrial Problems
  year: 2003
  ident: 2020032614311174100_HYDRO-D-14-00062C25
  article-title: Optimal pump scheduling for water supply using genetic algorithms
– volume: 36
  start-page: 337
  issue: 3
  year: 2004
  ident: 2020032614311174100_HYDRO-D-14-00062C36
  article-title: Optimal operation of multiquality water distribution systems: unsteady conditions
  publication-title: Eng. Optimiz.
  doi: 10.1080/0305215042000207054
– ident: 2020032614311174100_HYDRO-D-14-00062C50
– volume: 21
  start-page: 231
  issue: 2
  year: 2013
  ident: 2020032614311174100_HYDRO-D-14-00062C19
  article-title: Borg: an auto-adaptive many-objective evolutionary computing framework
  publication-title: Evol. Comput.
  doi: 10.1162/EVCO_a_00075
– volume: 130
  start-page: 73
  issue: 1
  year: 2004
  ident: 2020032614311174100_HYDRO-D-14-00062C38
  article-title: Multiobjective genetic algorithms for design of water distribution networks
  publication-title: J. Water Resour. Plann. Manage. ASCE
  doi: 10.1061/(ASCE)0733-9496(2004)130:1(73)
– volume: 136
  start-page: 555
  issue: 5
  year: 2010
  ident: 2020032614311174100_HYDRO-D-14-00062C54
  article-title: Single-objective versus multiobjective optimization of water distribution systems accounting for greenhouse gas emissions by carbon pricing
  publication-title: J. Water Resour. Plann. Manage. ASCE
  doi: 10.1061/(ASCE)WR.1943-5452.0000072
– volume: 133
  start-page: 565
  issue: 6
  year: 2007
  ident: 2020032614311174100_HYDRO-D-14-00062C7
  article-title: Discussion of alternate decision making in water distribution network with NSGA-II by Md. Atiquzzaman, Shie-Yui Liong & Xinying Yu
  publication-title: . J. Water Resour. Plann. Manage. ASCE
  doi: 10.1061/(ASCE)0733-9496(2007)133:6(565)
– volume: 6
  start-page: 182
  issue: 2
  year: 2002
  ident: 2020032614311174100_HYDRO-D-14-00062C10
  article-title: A fast and elitist multiobjective genetic algorithm: NSGA-II
  publication-title: IEEE Trans. Evol. Comput.
  doi: 10.1109/4235.996017
– volume: 9
  start-page: 391
  issue: 3
  year: 2008
  ident: 2020032614311174100_HYDRO-D-14-00062C21
  article-title: Multi-objective optimization of water supply network rehabilitation with non-dominated sorting genetic algorithm – II
  publication-title: J. Zhejiang Uni. Sci. A
  doi: 10.1631/jzus.A071448
– volume: 29
  start-page: 792
  issue: 6
  year: 2006
  ident: 2020032614311174100_HYDRO-D-14-00062C27
  article-title: Comparing state-of-the-art evolutionary multi-objective algorithms for long-term groundwater monitoring design
  publication-title: Adv. Water Resour.
  doi: 10.1016/j.advwatres.2005.07.010
– volume-title: EPANET 2 Users Manual. EPA/600/R-00/057
  year: 2000
  ident: 2020032614311174100_HYDRO-D-14-00062C41
– volume: 135
  start-page: 484
  issue: 6
  year: 2009
  ident: 2020032614311174100_HYDRO-D-14-00062C17
  article-title: Prioritizing pipe replacement: from multiobjective genetic algorithms to operational decision support
  publication-title: J. Water Resour. Plann. Manage. ASCE
  doi: 10.1061/(ASCE)0733-9496(2009)135:6(484)
– volume-title: GANetXL – User Manual
  year: 2011
  ident: 2020032614311174100_HYDRO-D-14-00062C8
– volume: 136
  start-page: 48
  issue: 1
  year: 2010
  ident: 2020032614311174100_HYDRO-D-14-00062C1
  article-title: Multiobjective optimization of operational responses for contaminant flushing in water distribution networks
  publication-title: J. Water Resour. Plann. Manage. ASCE
  doi: 10.1061/(ASCE)0733-9496(2010)136:1(48)
– volume: 140
  start-page: 22
  issue: 1
  year: 2014
  ident: 2020032614311174100_HYDRO-D-14-00062C35
  article-title: Methodology for comparing evolutionary algorithms for optimization of water distribution systems
  publication-title: J. Water Resour. Plann. Manage. ASCE
  doi: 10.1061/(ASCE)WR.1943-5452.0000321
– volume: 51
  start-page: 438
  year: 2012
  ident: 2020032614311174100_HYDRO-D-14-00062C40
  article-title: Evolutionary multiobjective optimization in water resources: the past, present, and future
  publication-title: Adv. Water Resour.
  doi: 10.1016/j.advwatres.2012.01.005
– start-page: 1306
  year: 2012
  ident: 2020032614311174100_HYDRO-D-14-00062C55
  article-title: A comparative study between three genetic algorithm software applications for optimizing water distribution systems
– start-page: 849
  volume-title: A Fast Elitist Non-dominated Sorting Algorithm for Multi-objective Optimization: NSGA-II. Parallel Problem Solving from Nature VI (PPSN-VI)
  year: 2000
  ident: 2020032614311174100_HYDRO-D-14-00062C9
– volume: 1
  start-page: 23
  issue: 1
  year: 1999
  ident: 2020032614311174100_HYDRO-D-14-00062C53
  article-title: Improved design of anytown distribution network using structured messy genetic algorithms
  publication-title: Urban Water
  doi: 10.1016/S1462-0758(99)00005-9
– volume: 8
  start-page: 173
  issue: 2
  year: 2000
  ident: 2020032614311174100_HYDRO-D-14-00062C59
  article-title: Comparison of multiobjective evolutionary algorithms: empirical results
  publication-title: Evol. Comput.
  doi: 10.1162/106365600568202
– volume: 31
  start-page: 828
  issue: 5
  year: 2008
  ident: 2020032614311174100_HYDRO-D-14-00062C28
  article-title: A new epsilon-dominance hierarchical Bayesian optimization algorithm for large multiobjective monitoring network design problems
  publication-title: Adv. Water Resour.
  doi: 10.1016/j.advwatres.2008.01.017
– start-page: 337
  year: 2001
  ident: 2020032614311174100_HYDRO-D-14-00062C46
  article-title: Optimizacion de los costos de bombeo en sistemas de suministro de agua mediante un algoritmo evolutivo multiobjetivo combinado (Pumping cost optimization in water supply systems using a multi-objective evolutionary combined algorithm)
– volume: 7
  start-page: 311
  issue: 3
  year: 1999
  ident: 2020032614311174100_HYDRO-D-14-00062C20
  article-title: Scheduling of water distribution system rehabilitation using structured messy genetic algorithms
  publication-title: Evol. Comput.
  doi: 10.1162/evco.1999.7.3.311
– volume-title: Practical Optimization
  year: 1981
  ident: 2020032614311174100_HYDRO-D-14-00062C16
– volume: 137
  start-page: 531
  issue: 6
  year: 2011
  ident: 2020032614311174100_HYDRO-D-14-00062C37
  article-title: Chemical water stability in optimal operation of water distribution systems with blended desalinated water
  publication-title: J. Water Resour. Plann. Manage. ASCE
  doi: 10.1061/(ASCE)WR.1943-5452.0000166
– volume: 136
  start-page: 592
  issue: 5
  year: 2010
  ident: 2020032614311174100_HYDRO-D-14-00062C39
  article-title: Multiobjective optimization for water distribution system design using a hyperheuristic
  publication-title: J. Water Resour. Plann. Manage. ASCE
  doi: 10.1061/(ASCE)WR.1943-5452.0000061
– start-page: 204
  year: 2000
  ident: 2020032614311174100_HYDRO-D-14-00062C52
  article-title: On measuring multiobjective evolutionary algorithm performance
– volume: 8
  start-page: 165
  issue: 3
  year: 2006
  ident: 2020032614311174100_HYDRO-D-14-00062C13
  article-title: Evolutionary multi-objective optimization of the design and operation of water distribution network: total cost vs. reliability vs. water quality
  publication-title: J. Hydroinform.
  doi: 10.2166/hydro.2006.019b
– volume: 14
  start-page: 192
  issue: 1
  year: 2011
  ident: 2020032614311174100_HYDRO-D-14-00062C3
  article-title: Hybrid Pareto archived dynamically dimensioned search for multi-objective combinatorial optimization: application to water distribution network design
  publication-title: J. Hydroinform.
  doi: 10.2166/hydro.2011.098
– volume: 131
  start-page: 161
  issue: 3
  year: 2005
  ident: 2020032614311174100_HYDRO-D-14-00062C12
  article-title: Trade-off between total cost and reliability for anytown water distribution network
  publication-title: J. Water Resour. Plann. Manage. ASCE
  doi: 10.1061/(ASCE)0733-9496(2005)131:3(161)
– volume: 38
  start-page: 319
  issue: 3
  year: 2006
  ident: 2020032614311174100_HYDRO-D-14-00062C24
  article-title: A novel evolutionary meta-heuristic for the multi-objective optimization of real-world water distribution networks
  publication-title: Eng. Optimiz.
  doi: 10.1080/03052150500476308
– start-page: 292
  volume-title: Multiobjective Optimization Using Evolutionary Algorithms – A Comparative Case Study. Parallel Problem Solving from Nature V (PPSN-V)
  year: 1998
  ident: 2020032614311174100_HYDRO-D-14-00062C57
– ident: 2020032614311174100_HYDRO-D-14-00062C56
– start-page: 435
  year: 2005
  ident: 2020032614311174100_HYDRO-D-14-00062C31
  article-title: Multi-objective optimisation of the pump scheduling problem using SPEA2
– volume-title: Multiobjective Genetic Algorithms for Pump Scheduling in Water Supply. Evolutionary Computing, AISB
  year: 1997
  ident: 2020032614311174100_HYDRO-D-14-00062C44
– volume: 26
  start-page: 551
  issue: 5
  year: 2011
  ident: 2020032614311174100_HYDRO-D-14-00062C45
  article-title: A DSS generator for multiobjective optimisation of spreadsheet-based models
  publication-title: Environ. Modell. Softw.
  doi: 10.1016/j.envsoft.2010.11.004
– volume: 2
  start-page: 221
  issue: 3
  year: 1994
  ident: 2020032614311174100_HYDRO-D-14-00062C47
  article-title: Multiobjective optimization using nondominated sorting in genetic algorithms
  publication-title: Evol. Comput.
  doi: 10.1162/evco.1994.2.3.221
– volume: 23
  start-page: 143
  issue: 3
  year: 2006
  ident: 2020032614311174100_HYDRO-D-14-00062C2
  article-title: Near-optimal rehabilitation scheduling of water distribution systems based on a multi-objective genetic algorithm
  publication-title: Civil Eng. Environ. Syst.
  doi: 10.1080/10286600600789300
– volume: 37
  start-page: 167
  issue: 2
  year: 2005
  ident: 2020032614311174100_HYDRO-D-14-00062C11
  article-title: Evolutionary multi-objective optimization in water distribution network design
  publication-title: Eng. Optimiz.
  doi: 10.1080/03052150512331303436
– volume-title: Genetic Algorithms in Search, Optimization and Machine Learning
  year: 1989
  ident: 2020032614311174100_HYDRO-D-14-00062C16a
– volume: 3
  start-page: 257
  issue: 4
  year: 1999
  ident: 2020032614311174100_HYDRO-D-14-00062C58
  article-title: Multiobjective evolutionary algorithms: a comparative case study and the strength Pareto approach
  publication-title: Evol. Comput.
  doi: 10.1109/4235.797969
– volume: 115
  start-page: 189
  year: 2013
  ident: 2020032614311174100_HYDRO-D-14-00062C29
  article-title: Multi-objective optimization of water quality, pumps operation, and storage sizing of water distribution systems
  publication-title: J. Environ. Manage.
  doi: 10.1016/j.jenvman.2012.11.030
– volume: 141
  start-page: 04014077
  issue: 6
  year: 2014
  ident: 2020032614311174100_HYDRO-D-14-00062C34
  article-title: Exploration of the trade-offs between water quality and pumping costs in optimal operation of regional multiquality water distribution systems
  publication-title: J. Water Resour. Plann. Manage.
  doi: 10.1061/(ASCE)WR.1943-5452.0000472
– volume: 36
  start-page: 39
  issue: 1
  year: 2005
  ident: 2020032614311174100_HYDRO-D-14-00062C6
  article-title: Multi-objective pump scheduling optimisation using evolutionary strategies
  publication-title: Adv. Eng. Softw.
  doi: 10.1016/j.advengsoft.2004.03.012
– volume: 131
  start-page: 467
  issue: 6
  year: 2005
  ident: 2020032614311174100_HYDRO-D-14-00062C49
  article-title: Fuzzy multiobjective optimization of water distribution networks
  publication-title: J. Water Resour. Plann. Manage. ASCE
  doi: 10.1061/(ASCE)0733-9496(2005)131:6(467)
– volume: 134
  start-page: 337
  issue: 4
  year: 2008
  ident: 2020032614311174100_HYDRO-D-14-00062C32
  article-title: Ant colony optimization for optimal control of pumps in water distribution networks
  publication-title: J. Water Resour. Plann. Manage. ASCE
  doi: 10.1061/(ASCE)0733-9496(2008)134:4(337)
– start-page: 519
  volume-title: The Measure of Pareto Optima – Applications to Multi-Objective Metaheuristics. Evolutionary Multi-Criterion Optimization
  year: 2003
  ident: 2020032614311174100_HYDRO-D-14-00062C14
– volume: 123
  start-page: 67
  year: 1997
  ident: 2020032614311174100_HYDRO-D-14-00062C43
  article-title: Genetic algorithms for least-cost design of water distribution networks
  publication-title: J. Water Resour. Plann. Manage. ASCE
  doi: 10.1061/(ASCE)0733-9496(1997)123:2(67)
– volume: 132
  start-page: 122
  issue: 2
  year: 2006
  ident: 2020032614311174100_HYDRO-D-14-00062C4
  article-title: Alternative decision making in water distribution network with NSGA-II
  publication-title: J. Water Resour. Plann. Manage. ASCE
  doi: 10.1061/(ASCE)0733-9496(2006)132:2(122)
– year: 2013
  ident: 2020032614311174100_HYDRO-D-14-00062C33
  article-title: Pumping costs and water quality in the battlefield of optimal operation of water distribution networks
– start-page: 711
  year: 2002
  ident: 2020032614311174100_HYDRO-D-14-00062C26
  article-title: On metrics for comparing non-dominated sets
– volume: 140
  start-page: 184
  issue: 2
  year: 2014
  ident: 2020032614311174100_HYDRO-D-14-00062C30
  article-title: Multiobjective water distribution systems control of pumping cost, water quality & storage-reliability constraints
  publication-title: J. Water Resour. Plann. Manage. ASCE
  doi: 10.1061/(ASCE)WR.1943-5452.0000309
– volume: 129
  start-page: 82
  issue: 1
  year: 2003
  ident: 2020032614311174100_HYDRO-D-14-00062C42
  article-title: Closure to optimal operation of water distribution pumps considering water quality by A. Burcu Altan Sakarya and Larry W. Mays
  publication-title: J. Water Resour. Plann. Manage. ASCE
  doi: 10.1061/(ASCE)0733-9496(2003)129:1(82)
– volume: 8
  start-page: 125
  issue: 2
  year: 2000
  ident: 2020032614311174100_HYDRO-D-14-00062C51
  article-title: Multiobjective evolutionary algorithms: analyzing the state-of-the-art
  publication-title: Evol. Comput.
  doi: 10.1162/106365600568158
– volume: 20
  start-page: 423
  issue: 3
  year: 2012
  ident: 2020032614311174100_HYDRO-D-14-00062C18
  article-title: Diagnostic assessment of search controls and failure modes in many-objective evolutionary optimization
  publication-title: Evol. Comput.
  doi: 10.1162/EVCO_a_00053
– volume: 24
  start-page: 656
  issue: 4
  year: 1994
  ident: 2020032614311174100_HYDRO-D-14-00062C48
  article-title: Adaptive probabilities of crossover and mutation in genetic algorithms
  publication-title: IEEE Trans. Syst. Man Cybernet
  doi: 10.1109/21.286385
– volume: 136
  start-page: 288
  issue: 2
  year: 2010
  ident: 2020032614311174100_HYDRO-D-14-00062C15
  article-title: Comparison of genetic algorithm parameter setting methods for chlorine injection optimization
  publication-title: J. Water Resour. Plann. Manage. ASCE
  doi: 10.1061/(ASCE)WR.1943-5452.0000033
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Snippet This paper presents an extensive analysis of the sensitivity of multi-objective algorithm parameters and objective function scaling tested on a large number of...
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SubjectTerms Algorithms
Analysis
Computer programs
Costs
Distribution
Drinking water
Emission standards
Emissions
Energy costs
Energy measurement
Fronts
Genetic algorithms
Greenhouse gases
Hydraulics
Mathematical models
Multiple objective analysis
Mutation
Network analysis
Objective function
Objectives
Optimization
Parameter sensitivity
Parameters
Pareto optimum
Performance measurement
Rehabilitation
Scaling
Sensitivity analysis
Simulation
Software
Solutions
Water distribution
Water distribution systems
Water engineering
Water quality
Water quality measurements
Water shortages
Water supply
Title Sensitivity of algorithm parameters and objective function scaling in multi-objective optimisation of water distribution systems
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Volume 17
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