A new LID spatial allocation optimization system at neighborhood scale: Integrated SWMM with PICEA-g using MATLAB as the platform

Despite the growing interest, limited studies have been conducted on LID spatial allocation optimization (SAO) at neighborhood scale, and no study has applied modifications to the optimization algorithm to improve its performance. In this study, such a new LID SAO system was proposed, which integrat...

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Published inThe Science of the total environment Vol. 831; p. 154843
Main Authors Yu, Yang, Zhou, Yongchao, Guo, Zhiyong, van Duin, Bert, Zhang, Wenming
Format Journal Article
LanguageEnglish
Published Netherlands Elsevier B.V 20.07.2022
Subjects
Online AccessGet full text
ISSN0048-9697
1879-1026
1879-1026
DOI10.1016/j.scitotenv.2022.154843

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Abstract Despite the growing interest, limited studies have been conducted on LID spatial allocation optimization (SAO) at neighborhood scale, and no study has applied modifications to the optimization algorithm to improve its performance. In this study, such a new LID SAO system was proposed, which integrated a hydrological computing engine (SWMM) with an optimization algorithm (PICEA-g) using a programming language (MATLAB) as the platform. The specific modifications to the PICEA-g algorithm include: new methodologies for initializing candidate solutions, defining goal vector boundaries and enhanced genetic operators. The new LID SAO system was tested in a typical urban residential neighborhood in western Canada, and optimal solutions for LID implementation (bioretention, rain garden, permeable pavement and green roof) were obtained. The results showed that promising hydrologic benefits of reducing peak flow rate and total volume of stormwater runoff from the catchment, can be achieved with a relatively low cost. The LID SAO system provides users with flexibility and feasibility for a variety of drainage locations, scales and objectives (e.g., water quality). [Display omitted] •The proposed new LID spatial allocation optimization system couples SWMM & MATLAB.•PICEA-g algorithm was modified to further enhance performance of the system.•The system was demonstrated in neighborhood for cost effective hydrologic benefits.•The LID SAO system has flexibility and feasibility for alternative applications.
AbstractList Despite the growing interest, limited studies have been conducted on LID spatial allocation optimization (SAO) at neighborhood scale, and no study has applied modifications to the optimization algorithm to improve its performance. In this study, such a new LID SAO system was proposed, which integrated a hydrological computing engine (SWMM) with an optimization algorithm (PICEA-g) using a programming language (MATLAB) as the platform. The specific modifications to the PICEA-g algorithm include: new methodologies for initializing candidate solutions, defining goal vector boundaries and enhanced genetic operators. The new LID SAO system was tested in a typical urban residential neighborhood in western Canada, and optimal solutions for LID implementation (bioretention, rain garden, permeable pavement and green roof) were obtained. The results showed that promising hydrologic benefits of reducing peak flow rate and total volume of stormwater runoff from the catchment, can be achieved with a relatively low cost. The LID SAO system provides users with flexibility and feasibility for a variety of drainage locations, scales and objectives (e.g., water quality).
Despite the growing interest, limited studies have been conducted on LID spatial allocation optimization (SAO) at neighborhood scale, and no study has applied modifications to the optimization algorithm to improve its performance. In this study, such a new LID SAO system was proposed, which integrated a hydrological computing engine (SWMM) with an optimization algorithm (PICEA-g) using a programming language (MATLAB) as the platform. The specific modifications to the PICEA-g algorithm include: new methodologies for initializing candidate solutions, defining goal vector boundaries and enhanced genetic operators. The new LID SAO system was tested in a typical urban residential neighborhood in western Canada, and optimal solutions for LID implementation (bioretention, rain garden, permeable pavement and green roof) were obtained. The results showed that promising hydrologic benefits of reducing peak flow rate and total volume of stormwater runoff from the catchment, can be achieved with a relatively low cost. The LID SAO system provides users with flexibility and feasibility for a variety of drainage locations, scales and objectives (e.g., water quality).Despite the growing interest, limited studies have been conducted on LID spatial allocation optimization (SAO) at neighborhood scale, and no study has applied modifications to the optimization algorithm to improve its performance. In this study, such a new LID SAO system was proposed, which integrated a hydrological computing engine (SWMM) with an optimization algorithm (PICEA-g) using a programming language (MATLAB) as the platform. The specific modifications to the PICEA-g algorithm include: new methodologies for initializing candidate solutions, defining goal vector boundaries and enhanced genetic operators. The new LID SAO system was tested in a typical urban residential neighborhood in western Canada, and optimal solutions for LID implementation (bioretention, rain garden, permeable pavement and green roof) were obtained. The results showed that promising hydrologic benefits of reducing peak flow rate and total volume of stormwater runoff from the catchment, can be achieved with a relatively low cost. The LID SAO system provides users with flexibility and feasibility for a variety of drainage locations, scales and objectives (e.g., water quality).
Despite the growing interest, limited studies have been conducted on LID spatial allocation optimization (SAO) at neighborhood scale, and no study has applied modifications to the optimization algorithm to improve its performance. In this study, such a new LID SAO system was proposed, which integrated a hydrological computing engine (SWMM) with an optimization algorithm (PICEA-g) using a programming language (MATLAB) as the platform. The specific modifications to the PICEA-g algorithm include: new methodologies for initializing candidate solutions, defining goal vector boundaries and enhanced genetic operators. The new LID SAO system was tested in a typical urban residential neighborhood in western Canada, and optimal solutions for LID implementation (bioretention, rain garden, permeable pavement and green roof) were obtained. The results showed that promising hydrologic benefits of reducing peak flow rate and total volume of stormwater runoff from the catchment, can be achieved with a relatively low cost. The LID SAO system provides users with flexibility and feasibility for a variety of drainage locations, scales and objectives (e.g., water quality). [Display omitted] •The proposed new LID spatial allocation optimization system couples SWMM & MATLAB.•PICEA-g algorithm was modified to further enhance performance of the system.•The system was demonstrated in neighborhood for cost effective hydrologic benefits.•The LID SAO system has flexibility and feasibility for alternative applications.
ArticleNumber 154843
Author Guo, Zhiyong
van Duin, Bert
Yu, Yang
Zhou, Yongchao
Zhang, Wenming
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  surname: Zhang
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  organization: Dept of Civil and Environmental Engineering, University of Alberta, Edmonton, AB T6G 1H9, Canada
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Cites_doi 10.3390/ijerph18147586
10.3390/w6040976
10.1109/TEVC.2019.2929555
10.1016/j.ins.2016.07.025
10.2175/193864707786619314
10.1016/j.future.2020.11.002
10.1061/(ASCE)WR.1943-5452.0000726
10.1016/j.ecolmodel.2016.10.018
10.1016/j.envsoft.2016.05.009
10.1016/j.landusepol.2017.11.024
10.1016/j.cliser.2017.06.012
10.1007/s11270-007-9484-z
10.1139/er-2018-0048
10.1007/s11783-017-0934-6
10.3390/w10111541
10.1109/21.286385
10.1016/j.ejrh.2017.06.006
10.1007/s11270-012-1189-2
10.1016/j.scitotenv.2017.06.254
10.1016/j.jhydrol.2018.07.044
10.1016/j.envsoft.2016.03.005
10.3389/frwa.2021.671059
10.1007/s11432-015-5495-3
10.1016/j.atmosres.2011.04.003
10.1146/annurev.ecolsys.32.081501.114040
10.1016/j.scitotenv.2017.11.281
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Keywords Cost-benefit
SWMM
PICEA-g
MATLAB
LID
Spatial allocation optimization (SAO)
Language English
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References May (bb0145) 2004
Fernandez, Ghobrial, Zhang, Zhu, Loewen, van Duin, Chen (bb0070) 2019
Tabari (bb0195) 2020; 10
van Duin, Zhu, Zhang, Muir, Johnston, Kipkie, Rivard (bb0215) 2021; 3
Paul, Meyer (bb0165) 2001; 32
Rossman (bb0175) 2015
Mao, Jia, Shaw (bb0120) 2017; 353
(bb0020) 2011
Weitman, Weinberg, Goo (bb0225) 2009
Cano, Barkdoll (bb0010) 2017; 143
Google (bb9000) 2022
Xu, Jia, Wang, Mao, Xu (bb0235) 2017; 11
(bb0210) 2000
Lü, Guan, Li, Hwang (bb0115) 2016; 59
Riaño-Briceño, Barreiro-Gomez, Ramirez-Jaime, Quijano, Ocampo-Martínez (bb8485) 2016; 83
Dong, Yuan, Song, Yi (bb0060) 2021; 18
Kaykhosravi, Khan, Jadidi (bb0100) 2018; 10
Martine, Marshall (bb0140) 2007
Zhang, Chui (bb0240) 2018; 621
Ahiablame, Engel, Chaubey (bb0005) 2012; 223
Friese (bb0075) 2016
Deb, Thiele, Laumanns, Zitzler (bb0050) 2002; vol. 1
Ishibuchi, Tsukamoto, Nojima (bb0090) 2008
Liu, Cibin, Bralts, Chaubey, Bowling, Engel (bb0110) 2016; 80
Chang, Lu, Chui, Hartshorn (bb0015) 2018; 70
Eckart, McPhee, Bolisetti (bb0065) 2017; 607
Shoemaker, Riverson, Alvi, Zhen, Paul, Rafi (bb0180) 2009
Huang, Hsu, Liu, Huang (bb0085) 2018; 564
Willems, Arnbjerg-Nielsen, Olsson, Nguyen (bb0230) 2012; 103
Zhou (bb0245) 2014; 6
(bb0030) 2014; vol. 3
Martí, García, Berlanga, Molina (bb0130) 2009
(bb0190) 2021
Cooper, John, Lewis, Mumford, Olden (bb0040) 2014
Wang (bb0220) 2013
Srinivas, Patnaik (bb0185) 1994; 24
Dietz (bb0055) 2007; 186
Martí, García, Berlanga, Molina (bb0135) 2016; 367
Tao, Xiao, Wang, Yan (bb0200) 2019; 47
Deb, Agrawal (bb0045) 1994
MapTrove (bb0125) 2018
Kaspersen, Halsnæs (bb0095) 2017; 6
Lai, Dai, Zhen, Riverson, Alvi, Shoemaker (bb0105) 2007; 2007
Qian (bb0170) 2019; 24
United Nations (bb0035) 2019
Hager, Hu, Hewage, Sadiq (bb0080) 2019; 27
(bb0025) 2014
Men, Lu, Jiang, Xu (bb0150) 2020; 2020
Miller, Hutchins (bb0155) 2017; 12
Paknejad, Khorsand, Ramezanpour (bb0160) 2021; 117
United Nations (10.1016/j.scitotenv.2022.154843_bb0035) 2019
(10.1016/j.scitotenv.2022.154843_bb0210) 2000
Zhang (10.1016/j.scitotenv.2022.154843_bb0240) 2018; 621
Fernandez (10.1016/j.scitotenv.2022.154843_bb0070) 2019
Kaspersen (10.1016/j.scitotenv.2022.154843_bb0095) 2017; 6
Liu (10.1016/j.scitotenv.2022.154843_bb0110) 2016; 80
Wang (10.1016/j.scitotenv.2022.154843_bb0220) 2013
Friese (10.1016/j.scitotenv.2022.154843_bb0075) 2016
Ahiablame (10.1016/j.scitotenv.2022.154843_bb0005) 2012; 223
(10.1016/j.scitotenv.2022.154843_bb0025) 2014
Qian (10.1016/j.scitotenv.2022.154843_bb0170) 2019; 24
Ishibuchi (10.1016/j.scitotenv.2022.154843_bb0090) 2008
Paul (10.1016/j.scitotenv.2022.154843_bb0165) 2001; 32
Tao (10.1016/j.scitotenv.2022.154843_bb0200) 2019; 47
Martí (10.1016/j.scitotenv.2022.154843_bb0130) 2009
Google (10.1016/j.scitotenv.2022.154843_bb9000) 2022
May (10.1016/j.scitotenv.2022.154843_bb0145) 2004
Zhou (10.1016/j.scitotenv.2022.154843_bb0245) 2014; 6
Weitman (10.1016/j.scitotenv.2022.154843_bb0225) 2009
Chang (10.1016/j.scitotenv.2022.154843_bb0015) 2018; 70
(10.1016/j.scitotenv.2022.154843_bb0190) 2021
Dietz (10.1016/j.scitotenv.2022.154843_bb0055) 2007; 186
Shoemaker (10.1016/j.scitotenv.2022.154843_bb0180) 2009
Eckart (10.1016/j.scitotenv.2022.154843_bb0065) 2017; 607
Huang (10.1016/j.scitotenv.2022.154843_bb0085) 2018; 564
Men (10.1016/j.scitotenv.2022.154843_bb0150) 2020; 2020
Martí (10.1016/j.scitotenv.2022.154843_bb0135) 2016; 367
Srinivas (10.1016/j.scitotenv.2022.154843_bb0185) 1994; 24
Cooper (10.1016/j.scitotenv.2022.154843_bb0040) 2014
Lü (10.1016/j.scitotenv.2022.154843_bb0115) 2016; 59
(10.1016/j.scitotenv.2022.154843_bb0020) 2011
Miller (10.1016/j.scitotenv.2022.154843_bb0155) 2017; 12
Tabari (10.1016/j.scitotenv.2022.154843_bb0195) 2020; 10
Dong (10.1016/j.scitotenv.2022.154843_bb0060) 2021; 18
Mao (10.1016/j.scitotenv.2022.154843_bb0120) 2017; 353
Martine (10.1016/j.scitotenv.2022.154843_bb0140) 2007
Willems (10.1016/j.scitotenv.2022.154843_bb0230) 2012; 103
Riaño-Briceño (10.1016/j.scitotenv.2022.154843_bb8485) 2016; 83
(10.1016/j.scitotenv.2022.154843_bb0030) 2014; vol. 3
Hager (10.1016/j.scitotenv.2022.154843_bb0080) 2019; 27
Paknejad (10.1016/j.scitotenv.2022.154843_bb0160) 2021; 117
Cano (10.1016/j.scitotenv.2022.154843_bb0010) 2017; 143
Deb (10.1016/j.scitotenv.2022.154843_bb0050) 2002; vol. 1
van Duin (10.1016/j.scitotenv.2022.154843_bb0215) 2021; 3
Lai (10.1016/j.scitotenv.2022.154843_bb0105) 2007; 2007
Rossman (10.1016/j.scitotenv.2022.154843_bb0175) 2015
Deb (10.1016/j.scitotenv.2022.154843_bb0045) 1994
Xu (10.1016/j.scitotenv.2022.154843_bb0235) 2017; 11
Kaykhosravi (10.1016/j.scitotenv.2022.154843_bb0100) 2018; 10
MapTrove (10.1016/j.scitotenv.2022.154843_bb0125) 2018
References_xml – volume: 10
  start-page: 1541
  year: 2018
  ident: bb0100
  article-title: A comprehensive review of low impact development models for research, conceptual, preliminary and detailed design applications
  publication-title: Water
– start-page: 1
  year: 2009
  end-page: 10
  ident: bb0225
  article-title: Reducing stormwater costs through LID strategies and practices
  publication-title: Low Impact Development for Urban Ecosystem and Habitat Protection
– start-page: 2419
  year: 2008
  end-page: 2426
  ident: bb0090
  article-title: Evolutionary many-objective optimization: a short review
  publication-title: 2008 IEEE Congress on Evolutionary Computation (IEEE World Congress on Computational Intelligence)
– start-page: 85
  year: 2004
  end-page: 93
  ident: bb0145
  article-title: Simple mathematical models with very complicated dynamics
  publication-title: The Theory of Chaotic Attractors
– volume: 564
  start-page: 542
  year: 2018
  end-page: 558
  ident: bb0085
  article-title: Optimization of low impact development layout designs for megacity flood mitigation
  publication-title: J. Hydrol.
– start-page: 1263
  year: 2009
  end-page: 1270
  ident: bb0130
  article-title: An approach to stopping criteria for multi-objective optimization evolutionary algorithms: the MGBM criterion
  publication-title: 2009 IEEE Congress on Evolutionary Computation
– year: 2013
  ident: bb0220
  article-title: Preference-inspired Co-evolutionary Algorithms
– year: 2000
  ident: bb0210
  article-title: Low Impact Development (LID): A Literature Review
– year: 2018
  ident: bb0125
  article-title: Where is Calgary Alberta?
– volume: 47
  start-page: 92
  year: 2019
  end-page: 96
  ident: bb0200
  article-title: Multi-objective optimization design of low-impact development plan in sponge city construction
  publication-title: J. Tongji Univ. (Nat. Sci.)
– volume: 83
  start-page: 143
  year: 2016
  end-page: 154
  ident: bb8485
  article-title: MatSWMM–an open-source toolbox for designing real-time control of urban drainage systems
  publication-title: Environ. Model. Softw
– volume: 143
  year: 2017
  ident: bb0010
  article-title: Multiobjective, socioeconomic, boundary-emanating, nearest distance algorithm for stormwater low-impact BMP selection and placement
  publication-title: J. Water Resour. Plan. Manag.
– volume: 3
  start-page: 62
  year: 2021
  ident: bb0215
  article-title: Towards more resilient urban stormwater management systems-bridging the gap from theory to implementation
  publication-title: Front. Water
– volume: 10
  start-page: 1
  year: 2020
  end-page: 10
  ident: bb0195
  article-title: Climate change impact on flood and extreme precipitation increases with water availability
  publication-title: Sci. Rep.
– volume: 103
  start-page: 106
  year: 2012
  end-page: 118
  ident: bb0230
  article-title: Climate change impact assessment on urban rainfall extremes and urban drainage: methods and shortcomings
  publication-title: Atmos. Res.
– start-page: 1
  year: 2014
  end-page: 269
  ident: bb0025
  publication-title: Low Impact Development Best Management Practices Design Guide
– volume: vol. 1
  start-page: 825
  year: 2002
  end-page: 830
  ident: bb0050
  article-title: Scalable multi-objective optimization test problems
  publication-title: Proceedings of the 2002 Congress on Evolutionary Computation. CEC'02 (Cat. No. 02TH8600)
– volume: 367
  start-page: 700
  year: 2016
  end-page: 718
  ident: bb0135
  article-title: A stopping criterion for multi-objective optimization evolutionary algorithms
  publication-title: Inf. Sci.
– volume: 70
  start-page: 368
  year: 2018
  end-page: 383
  ident: bb0015
  article-title: Global policy analysis of low impact development for stormwater management in urban regions
  publication-title: Land Use Policy
– volume: 11
  start-page: 1
  year: 2017
  end-page: 12
  ident: bb0235
  article-title: SWMM-based methodology for block-scale LID-BMPs planning based on site-scale multi-objective optimization: a case study in Tianjin
  publication-title: Front. Environ. Sci. Eng.
– volume: 6
  start-page: 55
  year: 2017
  end-page: 64
  ident: bb0095
  article-title: Integrated climate change risk assessment: a practical application for urban flooding during extreme precipitation
  publication-title: Clim. Serv.
– year: 2021
  ident: bb0190
  article-title: Canada's population estimates: sub provincial areas, July 1, 2020
– volume: 353
  start-page: 139
  year: 2017
  end-page: 149
  ident: bb0120
  article-title: Assessing the ecological benefits of aggregate LID-BMPs through modelling
  publication-title: Ecol. Model.
– year: 2022
  ident: bb9000
  article-title: Google map of Royal Oak, Calgary, Canada
– volume: 117
  start-page: 12
  year: 2021
  end-page: 28
  ident: bb0160
  article-title: Chaotic improved PICEA-g-based multi-objective optimization for workflow scheduling in cloud environment
  publication-title: Futur. Gener. Comput. Syst.
– volume: 223
  start-page: 4253
  year: 2012
  end-page: 4273
  ident: bb0005
  article-title: Effectiveness of low impact development practices: literature review and suggestions for future research
  publication-title: Water Air Soil Pollut.
– volume: 607
  start-page: 413
  year: 2017
  end-page: 432
  ident: bb0065
  article-title: Performance and implementation of low impact development–a review
  publication-title: Sci. Total Environ.
– start-page: 2841
  year: 2014
  end-page: 2848
  ident: bb0040
  article-title: Optimising large scale public transport network design problems using mixed-mode parallel multi-objective evolutionary algorithms
  publication-title: 2014 IEEE Congress on Evolutionary Computation (CEC)
– volume: 59
  start-page: 1
  year: 2016
  end-page: 17
  ident: bb0115
  article-title: A large-scale flight multi-objective assignment approach based on multi-island parallel evolution algorithm with cooperative coevolutionary
  publication-title: Sci. China Inf. Sci.
– volume: 80
  start-page: 281
  year: 2016
  end-page: 296
  ident: bb0110
  article-title: Optimal selection and placement of BMPs and LID practices with a rainfall-runoff model
  publication-title: Environ. Model Softw.
– volume: 12
  start-page: 345
  year: 2017
  end-page: 362
  ident: bb0155
  article-title: The impacts of urbanisation and climate change on urban flooding and urban water quality: a review of the evidence concerning the United Kingdom
  publication-title: J. Hydrol. Reg. Stud.
– volume: 6
  start-page: 976
  year: 2014
  end-page: 992
  ident: bb0245
  article-title: A review of sustainable urban drainage systems considering the climate change and urbanization impacts
  publication-title: Water
– volume: 27
  start-page: 17
  year: 2019
  end-page: 42
  ident: bb0080
  article-title: Performance of low-impact development best management practices: a critical review
  publication-title: Environ. Rev.
– volume: 18
  start-page: 7586
  year: 2021
  ident: bb0060
  article-title: Optimizing green-gray infrastructure for non-point source pollution control under future uncertainties
  publication-title: Int. J. Environ. Res. Public Health
– volume: 24
  start-page: 656
  year: 1994
  end-page: 667
  ident: bb0185
  article-title: Adaptive probabilities of crossover and mutation in genetic algorithms
  publication-title: IEEE Trans. Syst. Man Cybern.
– start-page: 276
  year: 2015
  ident: bb0175
  publication-title: Storm Water Management Model User's Manual, Version 5.1
– volume: 186
  start-page: 351
  year: 2007
  end-page: 363
  ident: bb0055
  article-title: Low impact development practices: a review of current research and recommendations for future directions
  publication-title: Water Air Soil Pollut.
– start-page: 1360
  year: 2016
  end-page: 1369
  ident: bb0075
  article-title: Efficient genetic algorithm encoding for large-scale multi-objective resource allocation
  publication-title: 2016 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW)
– volume: 2020
  year: 2020
  ident: bb0150
  article-title: Mathematical Optimization Method of Low-Impact Development Layout in the Sponge City. Mathematical Problems in Engineering
– volume: 24
  start-page: 694
  year: 2019
  end-page: 707
  ident: bb0170
  article-title: Distributed Pareto optimization for large-scale noisy subset selection
  publication-title: IEEE Trans. Evol. Comput.
– volume: 621
  start-page: 915
  year: 2018
  end-page: 929
  ident: bb0240
  article-title: A comprehensive review of spatial allocation of LID-BMP-GI practices: strategies and optimization tools
  publication-title: Sci. Total Environ.
– year: 1994
  ident: bb0045
  article-title: Simulated Binary Crossover for Continuous Search Space (Technical Report No. IITK/ME/SMD-94027)
– volume: vol. 3
  start-page: 1
  year: 2014
  end-page: 129
  ident: bb0030
  publication-title: Drainage Design and Construction Standards
– year: 2019
  ident: bb0070
  article-title: PCSWMM modeling of storm runoff and sediment and nutrients loading to stormwater wetlands in Calgary Alberta
  publication-title: CSCE Annual Conference, Laval, QC
– year: 2009
  ident: bb0180
  article-title: SUSTAIN: A Framework for Placement of Best Management Practices in Urban Watersheds to Protect Water Quality
– year: 2019
  ident: bb0035
  article-title: World Urbanization Prospects: The 2018 Revision (ST/ESA/SER.A/420)
– volume: 32
  start-page: 333
  year: 2001
  end-page: 365
  ident: bb0165
  article-title: Streams in the urban landscape
  publication-title: Annu. Rev. Ecol. Syst.
– year: 2007
  ident: bb0140
  article-title: State of world population 2007: unleashing the potential of urban growth
  publication-title: State of World Population
– year: 2011
  ident: bb0020
  article-title: Stormwater Management & Design Manual
– volume: 2007
  start-page: 946
  year: 2007
  end-page: 968
  ident: bb0105
  article-title: SUSTAIN-AN EPA BMP process and placement tool for urban watersheds
  publication-title: Proc. Water Environ. Fed.
– start-page: 2419
  year: 2008
  ident: 10.1016/j.scitotenv.2022.154843_bb0090
  article-title: Evolutionary many-objective optimization: a short review
– volume: 18
  start-page: 7586
  issue: 14
  year: 2021
  ident: 10.1016/j.scitotenv.2022.154843_bb0060
  article-title: Optimizing green-gray infrastructure for non-point source pollution control under future uncertainties
  publication-title: Int. J. Environ. Res. Public Health
  doi: 10.3390/ijerph18147586
– year: 2013
  ident: 10.1016/j.scitotenv.2022.154843_bb0220
– volume: 6
  start-page: 976
  issue: 4
  year: 2014
  ident: 10.1016/j.scitotenv.2022.154843_bb0245
  article-title: A review of sustainable urban drainage systems considering the climate change and urbanization impacts
  publication-title: Water
  doi: 10.3390/w6040976
– volume: 24
  start-page: 694
  issue: 4
  year: 2019
  ident: 10.1016/j.scitotenv.2022.154843_bb0170
  article-title: Distributed Pareto optimization for large-scale noisy subset selection
  publication-title: IEEE Trans. Evol. Comput.
  doi: 10.1109/TEVC.2019.2929555
– volume: 47
  start-page: 92
  issue: 01
  year: 2019
  ident: 10.1016/j.scitotenv.2022.154843_bb0200
  article-title: Multi-objective optimization design of low-impact development plan in sponge city construction
  publication-title: J. Tongji Univ. (Nat. Sci.)
– volume: 367
  start-page: 700
  year: 2016
  ident: 10.1016/j.scitotenv.2022.154843_bb0135
  article-title: A stopping criterion for multi-objective optimization evolutionary algorithms
  publication-title: Inf. Sci.
  doi: 10.1016/j.ins.2016.07.025
– start-page: 1263
  year: 2009
  ident: 10.1016/j.scitotenv.2022.154843_bb0130
  article-title: An approach to stopping criteria for multi-objective optimization evolutionary algorithms: the MGBM criterion
– year: 2007
  ident: 10.1016/j.scitotenv.2022.154843_bb0140
  article-title: State of world population 2007: unleashing the potential of urban growth
– volume: 2007
  start-page: 946
  issue: 5
  year: 2007
  ident: 10.1016/j.scitotenv.2022.154843_bb0105
  article-title: SUSTAIN-AN EPA BMP process and placement tool for urban watersheds
  publication-title: Proc. Water Environ. Fed.
  doi: 10.2175/193864707786619314
– volume: 2020
  year: 2020
  ident: 10.1016/j.scitotenv.2022.154843_bb0150
– year: 2009
  ident: 10.1016/j.scitotenv.2022.154843_bb0180
– volume: 117
  start-page: 12
  year: 2021
  ident: 10.1016/j.scitotenv.2022.154843_bb0160
  article-title: Chaotic improved PICEA-g-based multi-objective optimization for workflow scheduling in cloud environment
  publication-title: Futur. Gener. Comput. Syst.
  doi: 10.1016/j.future.2020.11.002
– volume: 143
  issue: 1
  year: 2017
  ident: 10.1016/j.scitotenv.2022.154843_bb0010
  article-title: Multiobjective, socioeconomic, boundary-emanating, nearest distance algorithm for stormwater low-impact BMP selection and placement
  publication-title: J. Water Resour. Plan. Manag.
  doi: 10.1061/(ASCE)WR.1943-5452.0000726
– volume: 353
  start-page: 139
  year: 2017
  ident: 10.1016/j.scitotenv.2022.154843_bb0120
  article-title: Assessing the ecological benefits of aggregate LID-BMPs through modelling
  publication-title: Ecol. Model.
  doi: 10.1016/j.ecolmodel.2016.10.018
– volume: 83
  start-page: 143
  year: 2016
  ident: 10.1016/j.scitotenv.2022.154843_bb8485
  article-title: MatSWMM–an open-source toolbox for designing real-time control of urban drainage systems
  publication-title: Environ. Model. Softw
  doi: 10.1016/j.envsoft.2016.05.009
– volume: 70
  start-page: 368
  year: 2018
  ident: 10.1016/j.scitotenv.2022.154843_bb0015
  article-title: Global policy analysis of low impact development for stormwater management in urban regions
  publication-title: Land Use Policy
  doi: 10.1016/j.landusepol.2017.11.024
– volume: 6
  start-page: 55
  year: 2017
  ident: 10.1016/j.scitotenv.2022.154843_bb0095
  article-title: Integrated climate change risk assessment: a practical application for urban flooding during extreme precipitation
  publication-title: Clim. Serv.
  doi: 10.1016/j.cliser.2017.06.012
– volume: 186
  start-page: 351
  issue: 1
  year: 2007
  ident: 10.1016/j.scitotenv.2022.154843_bb0055
  article-title: Low impact development practices: a review of current research and recommendations for future directions
  publication-title: Water Air Soil Pollut.
  doi: 10.1007/s11270-007-9484-z
– year: 2022
  ident: 10.1016/j.scitotenv.2022.154843_bb9000
– volume: 27
  start-page: 17
  issue: 1
  year: 2019
  ident: 10.1016/j.scitotenv.2022.154843_bb0080
  article-title: Performance of low-impact development best management practices: a critical review
  publication-title: Environ. Rev.
  doi: 10.1139/er-2018-0048
– volume: 11
  start-page: 1
  issue: 4
  year: 2017
  ident: 10.1016/j.scitotenv.2022.154843_bb0235
  article-title: SWMM-based methodology for block-scale LID-BMPs planning based on site-scale multi-objective optimization: a case study in Tianjin
  publication-title: Front. Environ. Sci. Eng.
  doi: 10.1007/s11783-017-0934-6
– volume: vol. 1
  start-page: 825
  year: 2002
  ident: 10.1016/j.scitotenv.2022.154843_bb0050
  article-title: Scalable multi-objective optimization test problems
– year: 2000
  ident: 10.1016/j.scitotenv.2022.154843_bb0210
– year: 2018
  ident: 10.1016/j.scitotenv.2022.154843_bb0125
– start-page: 1
  year: 2009
  ident: 10.1016/j.scitotenv.2022.154843_bb0225
  article-title: Reducing stormwater costs through LID strategies and practices
– start-page: 1
  year: 2014
  ident: 10.1016/j.scitotenv.2022.154843_bb0025
– volume: vol. 3
  start-page: 1
  year: 2014
  ident: 10.1016/j.scitotenv.2022.154843_bb0030
– start-page: 1360
  year: 2016
  ident: 10.1016/j.scitotenv.2022.154843_bb0075
  article-title: Efficient genetic algorithm encoding for large-scale multi-objective resource allocation
– volume: 10
  start-page: 1
  issue: 1
  year: 2020
  ident: 10.1016/j.scitotenv.2022.154843_bb0195
  article-title: Climate change impact on flood and extreme precipitation increases with water availability
  publication-title: Sci. Rep.
– volume: 10
  start-page: 1541
  issue: 11
  year: 2018
  ident: 10.1016/j.scitotenv.2022.154843_bb0100
  article-title: A comprehensive review of low impact development models for research, conceptual, preliminary and detailed design applications
  publication-title: Water
  doi: 10.3390/w10111541
– volume: 24
  start-page: 656
  issue: 4
  year: 1994
  ident: 10.1016/j.scitotenv.2022.154843_bb0185
  article-title: Adaptive probabilities of crossover and mutation in genetic algorithms
  publication-title: IEEE Trans. Syst. Man Cybern.
  doi: 10.1109/21.286385
– volume: 12
  start-page: 345
  year: 2017
  ident: 10.1016/j.scitotenv.2022.154843_bb0155
  article-title: The impacts of urbanisation and climate change on urban flooding and urban water quality: a review of the evidence concerning the United Kingdom
  publication-title: J. Hydrol. Reg. Stud.
  doi: 10.1016/j.ejrh.2017.06.006
– volume: 223
  start-page: 4253
  issue: 7
  year: 2012
  ident: 10.1016/j.scitotenv.2022.154843_bb0005
  article-title: Effectiveness of low impact development practices: literature review and suggestions for future research
  publication-title: Water Air Soil Pollut.
  doi: 10.1007/s11270-012-1189-2
– volume: 607
  start-page: 413
  year: 2017
  ident: 10.1016/j.scitotenv.2022.154843_bb0065
  article-title: Performance and implementation of low impact development–a review
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2017.06.254
– volume: 564
  start-page: 542
  year: 2018
  ident: 10.1016/j.scitotenv.2022.154843_bb0085
  article-title: Optimization of low impact development layout designs for megacity flood mitigation
  publication-title: J. Hydrol.
  doi: 10.1016/j.jhydrol.2018.07.044
– year: 2021
  ident: 10.1016/j.scitotenv.2022.154843_bb0190
– year: 1994
  ident: 10.1016/j.scitotenv.2022.154843_bb0045
– volume: 80
  start-page: 281
  year: 2016
  ident: 10.1016/j.scitotenv.2022.154843_bb0110
  article-title: Optimal selection and placement of BMPs and LID practices with a rainfall-runoff model
  publication-title: Environ. Model Softw.
  doi: 10.1016/j.envsoft.2016.03.005
– volume: 3
  start-page: 62
  year: 2021
  ident: 10.1016/j.scitotenv.2022.154843_bb0215
  article-title: Towards more resilient urban stormwater management systems-bridging the gap from theory to implementation
  publication-title: Front. Water
  doi: 10.3389/frwa.2021.671059
– volume: 59
  start-page: 1
  issue: 7
  year: 2016
  ident: 10.1016/j.scitotenv.2022.154843_bb0115
  article-title: A large-scale flight multi-objective assignment approach based on multi-island parallel evolution algorithm with cooperative coevolutionary
  publication-title: Sci. China Inf. Sci.
  doi: 10.1007/s11432-015-5495-3
– start-page: 2841
  year: 2014
  ident: 10.1016/j.scitotenv.2022.154843_bb0040
  article-title: Optimising large scale public transport network design problems using mixed-mode parallel multi-objective evolutionary algorithms
– volume: 103
  start-page: 106
  year: 2012
  ident: 10.1016/j.scitotenv.2022.154843_bb0230
  article-title: Climate change impact assessment on urban rainfall extremes and urban drainage: methods and shortcomings
  publication-title: Atmos. Res.
  doi: 10.1016/j.atmosres.2011.04.003
– year: 2011
  ident: 10.1016/j.scitotenv.2022.154843_bb0020
– volume: 32
  start-page: 333
  issue: 1
  year: 2001
  ident: 10.1016/j.scitotenv.2022.154843_bb0165
  article-title: Streams in the urban landscape
  publication-title: Annu. Rev. Ecol. Syst.
  doi: 10.1146/annurev.ecolsys.32.081501.114040
– start-page: 276
  year: 2015
  ident: 10.1016/j.scitotenv.2022.154843_bb0175
– year: 2019
  ident: 10.1016/j.scitotenv.2022.154843_bb0070
  article-title: PCSWMM modeling of storm runoff and sediment and nutrients loading to stormwater wetlands in Calgary Alberta
– year: 2019
  ident: 10.1016/j.scitotenv.2022.154843_bb0035
– volume: 621
  start-page: 915
  year: 2018
  ident: 10.1016/j.scitotenv.2022.154843_bb0240
  article-title: A comprehensive review of spatial allocation of LID-BMP-GI practices: strategies and optimization tools
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2017.11.281
– start-page: 85
  year: 2004
  ident: 10.1016/j.scitotenv.2022.154843_bb0145
  article-title: Simple mathematical models with very complicated dynamics
SSID ssj0000781
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Snippet Despite the growing interest, limited studies have been conducted on LID spatial allocation optimization (SAO) at neighborhood scale, and no study has applied...
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pubmed
crossref
elsevier
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Enrichment Source
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StartPage 154843
SubjectTerms algorithms
Canada
Cost-benefit
drainage
environment
gardens
green roofs
Hydrology
LID
MATLAB
Models, Theoretical
pavements
Picea
PICEA-g
Rain
residential areas
Spatial allocation optimization (SAO)
stormwater
SWMM
Water Movements
Water Quality
watersheds
Title A new LID spatial allocation optimization system at neighborhood scale: Integrated SWMM with PICEA-g using MATLAB as the platform
URI https://dx.doi.org/10.1016/j.scitotenv.2022.154843
https://www.ncbi.nlm.nih.gov/pubmed/35351503
https://www.proquest.com/docview/2645473318
https://www.proquest.com/docview/2648868115
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