Generation of Benchmark Problems for Optimal Design of Water Distribution Systems

Engineering benchmark problems with specific characteristics have been used to compare the performance and reliability of metaheuristic algorithms, and water distribution system design benchmarks are also widely used. However, only a few benchmark design problems have been considered in the research...

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Main Authors: Ho Min Lee, Donghwi Jung, Ali Sadollah, Do Guen Yoo, Joong Hoon Kim
Format: Article
Language:English
Published: MDPI AG 2019-08-01
Series:Water
Subjects:
Online Access:https://www.mdpi.com/2073-4441/11/8/1637
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spelling doaj-6265d42715334de7a2bb175d5f1484d62020-11-25T00:56:12ZengMDPI AGWater2073-44412019-08-01118163710.3390/w11081637w11081637Generation of Benchmark Problems for Optimal Design of Water Distribution SystemsHo Min Lee0Donghwi Jung1Ali Sadollah2Do Guen Yoo3Joong Hoon Kim4Research Institute for Mega Construction, Korea University, Seoul 02841, KoreaDepartment of Civil Engineering, Keimyung University, Daegu 42601, KoreaDepartment of Mechanical Engineering, University of Science and Culture, Tehran, IranDepartment of Civil Engineering, The University of Suwon, Gyeonggi 18323, KoreaSchool of Civil, Environmental and Architectural Engineering, Korea University, Seoul 02841, KoreaEngineering benchmark problems with specific characteristics have been used to compare the performance and reliability of metaheuristic algorithms, and water distribution system design benchmarks are also widely used. However, only a few benchmark design problems have been considered in the research community. Due to the limited set of previous benchmarks, it is challenging to identify the algorithm with the best performance and the highest reliability among a group of algorithms. Therefore, in this study, a new water distribution system design benchmark problem generation method is proposed considering problem size and complexity modifications of a reference benchmark. The water distribution system design benchmark problems are used for performance and reliability comparison among several reported metaheuristic optimization algorithms. The optimal design results are able to quantify the performance and reliability of the compared algorithms which shows each metaheuristic algorithm has its own strengths and weaknesses. Finally, using the proposed method in this study, guidelines are derived for selecting an appropriate metaheuristic algorithm for water distribution system design.https://www.mdpi.com/2073-4441/11/8/1637metaheuristic algorithmsperformance measurementwater distribution systemsdesign benchmarks
collection DOAJ
language English
format Article
sources DOAJ
author Ho Min Lee
Donghwi Jung
Ali Sadollah
Do Guen Yoo
Joong Hoon Kim
spellingShingle Ho Min Lee
Donghwi Jung
Ali Sadollah
Do Guen Yoo
Joong Hoon Kim
Generation of Benchmark Problems for Optimal Design of Water Distribution Systems
Water
metaheuristic algorithms
performance measurement
water distribution systems
design benchmarks
author_facet Ho Min Lee
Donghwi Jung
Ali Sadollah
Do Guen Yoo
Joong Hoon Kim
author_sort Ho Min Lee
title Generation of Benchmark Problems for Optimal Design of Water Distribution Systems
title_short Generation of Benchmark Problems for Optimal Design of Water Distribution Systems
title_full Generation of Benchmark Problems for Optimal Design of Water Distribution Systems
title_fullStr Generation of Benchmark Problems for Optimal Design of Water Distribution Systems
title_full_unstemmed Generation of Benchmark Problems for Optimal Design of Water Distribution Systems
title_sort generation of benchmark problems for optimal design of water distribution systems
publisher MDPI AG
series Water
issn 2073-4441
publishDate 2019-08-01
description Engineering benchmark problems with specific characteristics have been used to compare the performance and reliability of metaheuristic algorithms, and water distribution system design benchmarks are also widely used. However, only a few benchmark design problems have been considered in the research community. Due to the limited set of previous benchmarks, it is challenging to identify the algorithm with the best performance and the highest reliability among a group of algorithms. Therefore, in this study, a new water distribution system design benchmark problem generation method is proposed considering problem size and complexity modifications of a reference benchmark. The water distribution system design benchmark problems are used for performance and reliability comparison among several reported metaheuristic optimization algorithms. The optimal design results are able to quantify the performance and reliability of the compared algorithms which shows each metaheuristic algorithm has its own strengths and weaknesses. Finally, using the proposed method in this study, guidelines are derived for selecting an appropriate metaheuristic algorithm for water distribution system design.
topic metaheuristic algorithms
performance measurement
water distribution systems
design benchmarks
url https://www.mdpi.com/2073-4441/11/8/1637
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