Optimization problems in water distribution systems using Non-dominated Sorting Genetic Algorithm II: An overview
The application of a genetic algorithm inspired multi-objectives optimization algorithms, known as the Non-dominated Sorting Genetic Algorithm (NSGAii) in solving optimization problems related to Water Distribution System (WDS) is critically reviewed. The list of variations of NSGAii used by other r...
出版年: | Ain Shams Engineering Journal |
---|---|
第一著者: | |
フォーマット: | 論文 |
言語: | English |
出版事項: |
Ain Shams University
2023
|
オンライン・アクセス: | https://www.scopus.com/inward/record.uri?eid=2-s2.0-85140822501&doi=10.1016%2fj.asej.2022.101932&partnerID=40&md5=8cb7806cf4f5afb41bf42511501b3d44 |
id |
Mohamad Shirajuddin T.; Muhammad N.S.; Abdullah J. |
---|---|
spelling |
Mohamad Shirajuddin T.; Muhammad N.S.; Abdullah J. 2-s2.0-85140822501 Optimization problems in water distribution systems using Non-dominated Sorting Genetic Algorithm II: An overview 2023 Ain Shams Engineering Journal 14 4 10.1016/j.asej.2022.101932 https://www.scopus.com/inward/record.uri?eid=2-s2.0-85140822501&doi=10.1016%2fj.asej.2022.101932&partnerID=40&md5=8cb7806cf4f5afb41bf42511501b3d44 The application of a genetic algorithm inspired multi-objectives optimization algorithms, known as the Non-dominated Sorting Genetic Algorithm (NSGAii) in solving optimization problems related to Water Distribution System (WDS) is critically reviewed. The list of variations of NSGAii used by other researchers in solving WDS are assessed, including an improved version of NSGAii and its combination with other algorithms in solving the problems. The optimization problems include WDS optimal design, pipe rehabilitation strategies, water quality, leakages and pump operation. The existing algorithm has been improved to solve multi-objectives and yet researchers are keen in using the NSGAii algorithm. Improvised and revolutionary algorithms, such as RNSGAii, Ɛ-NSGAii and NSGAiii, still received less attention even though these algorithms have been introduced since 2005 and model capabilities to solve more complex problem is proved. The application of these algorithms should be seriously considered due to increasing aging of pipe in the future. © 2022 THE AUTHORS Ain Shams University 20904479 English Article All Open Access; Gold Open Access |
author |
2-s2.0-85140822501 |
spellingShingle |
2-s2.0-85140822501 Optimization problems in water distribution systems using Non-dominated Sorting Genetic Algorithm II: An overview |
author_facet |
2-s2.0-85140822501 |
author_sort |
2-s2.0-85140822501 |
title |
Optimization problems in water distribution systems using Non-dominated Sorting Genetic Algorithm II: An overview |
title_short |
Optimization problems in water distribution systems using Non-dominated Sorting Genetic Algorithm II: An overview |
title_full |
Optimization problems in water distribution systems using Non-dominated Sorting Genetic Algorithm II: An overview |
title_fullStr |
Optimization problems in water distribution systems using Non-dominated Sorting Genetic Algorithm II: An overview |
title_full_unstemmed |
Optimization problems in water distribution systems using Non-dominated Sorting Genetic Algorithm II: An overview |
title_sort |
Optimization problems in water distribution systems using Non-dominated Sorting Genetic Algorithm II: An overview |
publishDate |
2023 |
container_title |
Ain Shams Engineering Journal |
container_volume |
14 |
container_issue |
4 |
doi_str_mv |
10.1016/j.asej.2022.101932 |
url |
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85140822501&doi=10.1016%2fj.asej.2022.101932&partnerID=40&md5=8cb7806cf4f5afb41bf42511501b3d44 |
description |
The application of a genetic algorithm inspired multi-objectives optimization algorithms, known as the Non-dominated Sorting Genetic Algorithm (NSGAii) in solving optimization problems related to Water Distribution System (WDS) is critically reviewed. The list of variations of NSGAii used by other researchers in solving WDS are assessed, including an improved version of NSGAii and its combination with other algorithms in solving the problems. The optimization problems include WDS optimal design, pipe rehabilitation strategies, water quality, leakages and pump operation. The existing algorithm has been improved to solve multi-objectives and yet researchers are keen in using the NSGAii algorithm. Improvised and revolutionary algorithms, such as RNSGAii, Ɛ-NSGAii and NSGAiii, still received less attention even though these algorithms have been introduced since 2005 and model capabilities to solve more complex problem is proved. The application of these algorithms should be seriously considered due to increasing aging of pipe in the future. © 2022 THE AUTHORS |
publisher |
Ain Shams University |
issn |
20904479 |
language |
English |
format |
Article |
accesstype |
All Open Access; Gold Open Access |
record_format |
scopus |
collection |
Scopus |
_version_ |
1828987865845989376 |