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...
Main Authors: | , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2019-08-01
|
Series: | Water |
Subjects: | |
Online Access: | https://www.mdpi.com/2073-4441/11/8/1637 |
id |
doaj-6265d42715334de7a2bb175d5f1484d6 |
---|---|
record_format |
Article |
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 |
work_keys_str_mv |
AT hominlee generationofbenchmarkproblemsforoptimaldesignofwaterdistributionsystems AT donghwijung generationofbenchmarkproblemsforoptimaldesignofwaterdistributionsystems AT alisadollah generationofbenchmarkproblemsforoptimaldesignofwaterdistributionsystems AT doguenyoo generationofbenchmarkproblemsforoptimaldesignofwaterdistributionsystems AT joonghoonkim generationofbenchmarkproblemsforoptimaldesignofwaterdistributionsystems |
_version_ |
1725227669178548224 |