Comparison of the genetic algorithm and pattern search methods for forecasting optimal flow releases in a multi-storage system for flood control

This paper compares the well-known genetic algorithm (GA) and pattern search (PS) optimization methods for forecasting optimal flow releases in a multi-storage system for flood control. The simulation models used by the optimization models include (a) a batch of scripts for data acquisition of forec...

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Vydáno v:	Environmental modelling & software : with environment data news Ročník 145; s. 105198
Hlavní autoři:	Leon, Arturo S., Bian, Linlong, Tang, Yun
Médium:	Journal Article
Jazyk:	angličtina
Vydáno:	Oxford Elsevier Ltd 01.11.2021 Elsevier Science Ltd
Témata:	Algorithms automation Computer applications computer software Computing time Control systems Data acquisition data collection Flood control Flood forecasting Flood management Flooding Floods Forecast Genetic algorithms Hydraulic models Hydrologic models Hydrology Mathematical models Optimization Pattern search Rainfall-runoff relationships Real-time rivers runoff Search methods streams Texas Water management watersheds Weather forecasting Texas Flood management Flood control Real-time Optimization Forecast
ISSN:	1364-8152, 1873-6726
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Abstract	This paper compares the well-known genetic algorithm (GA) and pattern search (PS) optimization methods for forecasting optimal flow releases in a multi-storage system for flood control. The simulation models used by the optimization models include (a) a batch of scripts for data acquisition of forecasted precipitation and their automated post-processing; (b) a hydrological model for rainfall-runoff conversion, and (c) a hydraulic model for simulating river inundation. This paper focuses on (1) demonstrating the application of the framework by applying it to the operation of a hypothetical eight-wetland system in the Cypress Creek watershed in Houston, Texas; and (2) comparing and discussing the performance of the two optimization methods under consideration. The results show that the GA and PS optimal solutions are very similar; however, the computational time required by PS is significantly shorter than that required by GA. The results also show that optimal dynamic water management can significantly mitigate flooding compared to the case without management. •We compare the performance of the GA and PS methods for forecasting optimal flow releases in a multi-storage system for flood control.•The results of the GA and PS methods are very similar, however the run time required by PS is significantly smaller than that required by GA.•Dynamic water management according to the optimization results can significantly mitigate flooding compared to the case without management.•A key factor for flood control is to partially empty the storage systems before the rainfall event and during the initial period of rainfall.
AbstractList	This paper compares the well-known genetic algorithm (GA) and pattern search (PS) optimization methods for forecasting optimal flow releases in a multi-storage system for flood control. The simulation models used by the optimization models include (a) a batch of scripts for data acquisition of forecasted precipitation and their automated post-processing; (b) a hydrological model for rainfall-runoff conversion, and (c) a hydraulic model for simulating river inundation. This paper focuses on (1) demonstrating the application of the framework by applying it to the operation of a hypothetical eight-wetland system in the Cypress Creek watershed in Houston, Texas; and (2) comparing and discussing the performance of the two optimization methods under consideration. The results show that the GA and PS optimal solutions are very similar; however, the computational time required by PS is significantly shorter than that required by GA. The results also show that optimal dynamic water management can significantly mitigate flooding compared to the case without management. This paper compares the well-known genetic algorithm (GA) and pattern search (PS) optimization methods for forecasting optimal flow releases in a multi-storage system for flood control. The simulation models used by the optimization models include (a) a batch of scripts for data acquisition of forecasted precipitation and their automated post-processing; (b) a hydrological model for rainfall-runoff conversion, and (c) a hydraulic model for simulating river inundation. This paper focuses on (1) demonstrating the application of the framework by applying it to the operation of a hypothetical eight-wetland system in the Cypress Creek watershed in Houston, Texas; and (2) comparing and discussing the performance of the two optimization methods under consideration. The results show that the GA and PS optimal solutions are very similar; however, the computational time required by PS is significantly shorter than that required by GA. The results also show that optimal dynamic water management can significantly mitigate flooding compared to the case without management. •We compare the performance of the GA and PS methods for forecasting optimal flow releases in a multi-storage system for flood control.•The results of the GA and PS methods are very similar, however the run time required by PS is significantly smaller than that required by GA.•Dynamic water management according to the optimization results can significantly mitigate flooding compared to the case without management.•A key factor for flood control is to partially empty the storage systems before the rainfall event and during the initial period of rainfall.
ArticleNumber	105198
Author	Tang, Yun Leon, Arturo S. Bian, Linlong
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References	NOAA (bib18) 2016 Kusler (bib10) 2004 Leon, Tang, Qin, Chen (bib13) 2020; 125 Abramson, Audet, Dennis, Le Digabel (bib1) 2009; 20 Lerma, Paredes-Arquiola, Andreu, Solera, Sechi (bib14) 2015; 69 Lewis, Shepherd, Torczon (bib15) 2007; 29 Tang, Leon, Kavvas (bib20) 2020; 34 Wardlaw, Sharif (bib22) 1999; 125 Chipperfield, Fleming (bib4) 1995 Flotemersch, Leibowitz, Hill, Stoddard, Thoms, Tharme (bib5) 2016; 32 Chen, Leon, Gibson, Hosseini (bib3) 2016; 52 MathWorks (bib16) 2020 Yang, Gao, Sellars, Sorooshian (bib24) 2015; 69 Hydrologic Engineering Center (bib6) 2016 Leon, Kanashiro, Valverde, Sridhar (bib12) 2014; 140 Wei, Hsu (bib23) 2008; 88 NASA (bib17) 2017 Hydrologic Engineering Center (bib7) 2016 Tang, Leon, Kavvas (bib19) 2020; 34 Kolda, Lewis, Torczon (bib9) 2006 Hydrologic Engineering Center (bib8) 2017 Bian, Leon, Tang (bib2) 2021 Vermuyten, Uytven, Meert, Wolfs, Willems (bib21) 2020; 146 Leon, Kanashiro (bib11) 2010 Wei (10.1016/j.envsoft.2021.105198_bib23) 2008; 88 Leon (10.1016/j.envsoft.2021.105198_bib11) 2010 MathWorks (10.1016/j.envsoft.2021.105198_bib16) 2020 Bian (10.1016/j.envsoft.2021.105198_bib2) 2021 Chipperfield (10.1016/j.envsoft.2021.105198_bib4) 1995 Kusler (10.1016/j.envsoft.2021.105198_bib10) 2004 Lerma (10.1016/j.envsoft.2021.105198_bib14) 2015; 69 Abramson (10.1016/j.envsoft.2021.105198_bib1) 2009; 20 Vermuyten (10.1016/j.envsoft.2021.105198_bib21) 2020; 146 Kolda (10.1016/j.envsoft.2021.105198_bib9) 2006 Leon (10.1016/j.envsoft.2021.105198_bib12) 2014; 140 Hydrologic Engineering Center (10.1016/j.envsoft.2021.105198_bib8) 2017 Yang (10.1016/j.envsoft.2021.105198_bib24) 2015; 69 Chen (10.1016/j.envsoft.2021.105198_bib3) 2016; 52 NOAA (10.1016/j.envsoft.2021.105198_bib18) Tang (10.1016/j.envsoft.2021.105198_bib19) 2020; 34 Wardlaw (10.1016/j.envsoft.2021.105198_bib22) 1999; 125 Flotemersch (10.1016/j.envsoft.2021.105198_bib5) 2016; 32 Hydrologic Engineering Center (10.1016/j.envsoft.2021.105198_bib7) 2016 NASA (10.1016/j.envsoft.2021.105198_bib17) Tang (10.1016/j.envsoft.2021.105198_bib20) 2020; 34 Lewis (10.1016/j.envsoft.2021.105198_bib15) 2007; 29 Hydrologic Engineering Center (10.1016/j.envsoft.2021.105198_bib6) 2016 Leon (10.1016/j.envsoft.2021.105198_bib13) 2020; 125
References_xml	– volume: 52 start-page: 36 year: 2016 end-page: 51 ident: bib3 article-title: Dimension reduction of decision variables for multireservoir operation: a spectral optimization model publication-title: Water Resour. Res. – volume: 32 start-page: 1654 year: 2016 end-page: 1671 ident: bib5 article-title: A watershed integrity definition and assessment approach to support strategic management of watersheds publication-title: River Res. Appl. – year: 2017 ident: bib8 article-title: Hydrologic Modeling System (HEC-HMS) User's Manual - Version 4.2.1 – volume: 125 start-page: 25 year: 1999 end-page: 33 ident: bib22 article-title: Evaluation of genetic algorithms for optimal reservoir system operation publication-title: J. Water Resour. Plann. Manag. – year: 2021 ident: bib2 article-title: Effect of location and storage volume of wetlands on flood mitigation publication-title: Journal of Water Management – volume: 88 start-page: 1624 year: 2008 end-page: 1639 ident: bib23 article-title: Multireservoir real-time operations for flood control using balanced water level index method publication-title: J. Environ. Manag. – year: 2020 ident: bib16 article-title: Matlab Optimization Toolbox – year: 2006 ident: bib9 article-title: A Generating Set Direct Search Augmented Lagrangian Algorithm for Optimization with a Combination of General and Linear Constraints – volume: 125 start-page: 104618 year: 2020 ident: bib13 article-title: A matlab framework for forecasting optimal flow releases in a multi-storage system for flood control publication-title: Environ. Model. Software – year: 2004 ident: bib10 article-title: Multi-objective Wetland Restoration in Watershed Contexts. Technical Report – volume: 20 start-page: 948 year: 2009 end-page: 966 ident: bib1 article-title: Orthomads: a deterministic mads instance with orthogonal directions publication-title: SIAM J. Optim. – volume: 146 year: 2020 ident: bib21 article-title: Real-time river flood control under historical and future climatic conditions: flanders case study publication-title: J. Water Resour. Plann. Manag. – year: 1995 ident: bib4 article-title: The matlab genetic algorithm toolbox publication-title: IEE Colloquium on Applied Control Techniques Using MATLAB – year: 2016 ident: bib6 article-title: HEC-RAS, River Analysis System, Hydraulic Reference Manual – volume: 69 start-page: 262 year: 2015 end-page: 279 ident: bib24 article-title: Improving the multi-objective evolutionary optimization algorithm for hydropower reservoir operations in the California oroville “thermalito complex publication-title: Environ. Model. Software – volume: 69 start-page: 425 year: 2015 end-page: 436 ident: bib14 article-title: Assessment of evolutionary algorithms for optimal operating rules design in real water resource systems publication-title: Environ. Model. Software – start-page: 213 year: 2010 end-page: 224 ident: bib11 article-title: A new coupled optimization-hydraulic routing model for real-time operation of highly complex regulated river systems publication-title: Watershed Management Conference: Innovations in Watershed Management under Land Use and Climate Change – volume: 29 start-page: 2507 year: 2007 end-page: 2530 ident: bib15 article-title: Implementing generating set search methods for linearly constrained minimization publication-title: SIAM J. Sci. Comput. – volume: 34 start-page: 1693 year: 2020 end-page: 1707 ident: bib20 article-title: Impact of size and location of wetlands on watershed-scale flood control publication-title: Water Resour. Manag.: Int. J. – volume: 140 start-page: 258 year: 2014 end-page: 268 ident: bib12 article-title: Dynamic framework for intelligent control of river flooding: case study publication-title: J. Water Resour. Plann. Manag. – volume: 34 start-page: 1305 year: 2020 end-page: 1318 ident: bib19 article-title: Impact of dynamic storage management of wetlands and shallow ponds on watershed-scale flood control publication-title: Water Resour. Manag.: Int. J. – year: 2016 ident: bib7 article-title: HEC-RAS River Analysis System User's Manual - Version 5.0 – year: 2016 ident: bib18 article-title: U.S. Climate resilience toolkit: inland flooding – year: 2017 ident: bib17 article-title: Earth observatory: how will global warming change earth? – volume: 69 start-page: 262 year: 2015 ident: 10.1016/j.envsoft.2021.105198_bib24 article-title: Improving the multi-objective evolutionary optimization algorithm for hydropower reservoir operations in the California oroville “thermalito complex publication-title: Environ. Model. Software doi: 10.1016/j.envsoft.2014.11.016 – volume: 20 start-page: 948 year: 2009 ident: 10.1016/j.envsoft.2021.105198_bib1 article-title: Orthomads: a deterministic mads instance with orthogonal directions publication-title: SIAM J. Optim. doi: 10.1137/080716980 – volume: 34 start-page: 1693 year: 2020 ident: 10.1016/j.envsoft.2021.105198_bib20 article-title: Impact of size and location of wetlands on watershed-scale flood control publication-title: Water Resour. Manag.: Int. J. doi: 10.1007/s11269-020-02518-3 – volume: 52 start-page: 36 year: 2016 ident: 10.1016/j.envsoft.2021.105198_bib3 article-title: Dimension reduction of decision variables for multireservoir operation: a spectral optimization model publication-title: Water Resour. Res. doi: 10.1002/2015WR017756 – volume: 69 start-page: 425 year: 2015 ident: 10.1016/j.envsoft.2021.105198_bib14 article-title: Assessment of evolutionary algorithms for optimal operating rules design in real water resource systems publication-title: Environ. Model. Software doi: 10.1016/j.envsoft.2014.09.024 – year: 2006 ident: 10.1016/j.envsoft.2021.105198_bib9 – ident: 10.1016/j.envsoft.2021.105198_bib17 – start-page: 213 year: 2010 ident: 10.1016/j.envsoft.2021.105198_bib11 article-title: A new coupled optimization-hydraulic routing model for real-time operation of highly complex regulated river systems – volume: 125 start-page: 104618 year: 2020 ident: 10.1016/j.envsoft.2021.105198_bib13 article-title: A matlab framework for forecasting optimal flow releases in a multi-storage system for flood control publication-title: Environ. Model. Software doi: 10.1016/j.envsoft.2019.104618 – year: 2021 ident: 10.1016/j.envsoft.2021.105198_bib2 article-title: Effect of location and storage volume of wetlands on flood mitigation publication-title: Journal of Water Management – volume: 32 start-page: 1654 year: 2016 ident: 10.1016/j.envsoft.2021.105198_bib5 article-title: A watershed integrity definition and assessment approach to support strategic management of watersheds publication-title: River Res. Appl. doi: 10.1002/rra.2978 – volume: 34 start-page: 1305 year: 2020 ident: 10.1016/j.envsoft.2021.105198_bib19 article-title: Impact of dynamic storage management of wetlands and shallow ponds on watershed-scale flood control publication-title: Water Resour. Manag.: Int. J. doi: 10.1007/s11269-020-02502-x – volume: 88 start-page: 1624 year: 2008 ident: 10.1016/j.envsoft.2021.105198_bib23 article-title: Multireservoir real-time operations for flood control using balanced water level index method publication-title: J. Environ. Manag. doi: 10.1016/j.jenvman.2007.08.004 – year: 2017 ident: 10.1016/j.envsoft.2021.105198_bib8 – volume: 125 start-page: 25 year: 1999 ident: 10.1016/j.envsoft.2021.105198_bib22 article-title: Evaluation of genetic algorithms for optimal reservoir system operation publication-title: J. Water Resour. Plann. Manag. doi: 10.1061/(ASCE)0733-9496(1999)125:1(25) – year: 2016 ident: 10.1016/j.envsoft.2021.105198_bib6 – volume: 140 start-page: 258 year: 2014 ident: 10.1016/j.envsoft.2021.105198_bib12 article-title: Dynamic framework for intelligent control of river flooding: case study publication-title: J. Water Resour. Plann. Manag. doi: 10.1061/(ASCE)WR.1943-5452.0000260 – year: 2016 ident: 10.1016/j.envsoft.2021.105198_bib7 – volume: 29 start-page: 2507 year: 2007 ident: 10.1016/j.envsoft.2021.105198_bib15 article-title: Implementing generating set search methods for linearly constrained minimization publication-title: SIAM J. Sci. Comput. doi: 10.1137/050635432 – year: 2020 ident: 10.1016/j.envsoft.2021.105198_bib16 – ident: 10.1016/j.envsoft.2021.105198_bib18 – volume: 146 year: 2020 ident: 10.1016/j.envsoft.2021.105198_bib21 article-title: Real-time river flood control under historical and future climatic conditions: flanders case study publication-title: J. Water Resour. Plann. Manag. doi: 10.1061/(ASCE)WR.1943-5452.0001144 – year: 2004 ident: 10.1016/j.envsoft.2021.105198_bib10 – year: 1995 ident: 10.1016/j.envsoft.2021.105198_bib4 article-title: The matlab genetic algorithm toolbox
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SubjectTerms	Algorithms automation Computer applications computer software Computing time Control systems Data acquisition data collection Flood control Flood forecasting Flood management Flooding Floods Forecast Genetic algorithms Hydraulic models Hydrologic models Hydrology Mathematical models Optimization Pattern search Rainfall-runoff relationships Real-time rivers runoff Search methods streams Texas Water management watersheds Weather forecasting
Title	Comparison of the genetic algorithm and pattern search methods for forecasting optimal flow releases in a multi-storage system for flood control
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