AN ENSEMBLE APPROACH OF METAHEURISTIC ALGORITHMS WITH PARABOLIC APPROXIMATION TO OPTIMIZE WELL PLACEMENT PROBLEM

Well placement optimization problem is a non-convex, multimodal, and discontinuous optimization problem. In previous research, classical and non-classical optimization techniques were used to solve well placement optimization problem. However, these approaches cannot always find the best solutions a...

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Main Author: ISLAM, JAHEDUL
Format: Thesis
Language: English
Institution: Universiti Teknologi Petronas
Record Id / ISBN-0: utp-utpedia.20698 /
Published: 2021
Subjects:
Q Science (General)
Online Access: http://utpedia.utp.edu.my/20698/1/Jahedul%20Islam_17010697.pdf
http://utpedia.utp.edu.my/20698/
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recordtype eprints
spelling utp-utpedia.206982021-09-08T10:10:08Z http://utpedia.utp.edu.my/20698/ AN ENSEMBLE APPROACH OF METAHEURISTIC ALGORITHMS WITH PARABOLIC APPROXIMATION TO OPTIMIZE WELL PLACEMENT PROBLEM ISLAM, JAHEDUL Q Science (General) Well placement optimization problem is a non-convex, multimodal, and discontinuous optimization problem. In previous research, classical and non-classical optimization techniques were used to solve well placement optimization problem. However, these approaches cannot always find the best solutions as they cannot adjust themselves according to reservoirs. However, the ensemble algorithm often changes search strategies and adds an algorithm based on their success, which makes it more reliable on multimodal optimization problems. Hence, in this thesis, the concept of the parabolic approximation-based ensemble algorithm is utilized to tackle the computationally expensive multimodal well placement optimization problem. 2021-02 Thesis NonPeerReviewed application/pdf en http://utpedia.utp.edu.my/20698/1/Jahedul%20Islam_17010697.pdf ISLAM, JAHEDUL (2021) AN ENSEMBLE APPROACH OF METAHEURISTIC ALGORITHMS WITH PARABOLIC APPROXIMATION TO OPTIMIZE WELL PLACEMENT PROBLEM. Masters thesis, Universiti Teknologi PETRONAS.
institution Universiti Teknologi Petronas
collection UTPedia
language English
topic Q Science (General)
spellingShingle Q Science (General)
ISLAM, JAHEDUL
AN ENSEMBLE APPROACH OF METAHEURISTIC ALGORITHMS WITH PARABOLIC APPROXIMATION TO OPTIMIZE WELL PLACEMENT PROBLEM
description Well placement optimization problem is a non-convex, multimodal, and discontinuous optimization problem. In previous research, classical and non-classical optimization techniques were used to solve well placement optimization problem. However, these approaches cannot always find the best solutions as they cannot adjust themselves according to reservoirs. However, the ensemble algorithm often changes search strategies and adds an algorithm based on their success, which makes it more reliable on multimodal optimization problems. Hence, in this thesis, the concept of the parabolic approximation-based ensemble algorithm is utilized to tackle the computationally expensive multimodal well placement optimization problem.
format Thesis
author ISLAM, JAHEDUL
author_sort ISLAM, JAHEDUL
title AN ENSEMBLE APPROACH OF METAHEURISTIC ALGORITHMS WITH PARABOLIC APPROXIMATION TO OPTIMIZE WELL PLACEMENT PROBLEM
title_short AN ENSEMBLE APPROACH OF METAHEURISTIC ALGORITHMS WITH PARABOLIC APPROXIMATION TO OPTIMIZE WELL PLACEMENT PROBLEM
title_full AN ENSEMBLE APPROACH OF METAHEURISTIC ALGORITHMS WITH PARABOLIC APPROXIMATION TO OPTIMIZE WELL PLACEMENT PROBLEM
title_fullStr AN ENSEMBLE APPROACH OF METAHEURISTIC ALGORITHMS WITH PARABOLIC APPROXIMATION TO OPTIMIZE WELL PLACEMENT PROBLEM
title_full_unstemmed AN ENSEMBLE APPROACH OF METAHEURISTIC ALGORITHMS WITH PARABOLIC APPROXIMATION TO OPTIMIZE WELL PLACEMENT PROBLEM
title_sort ensemble approach of metaheuristic algorithms with parabolic approximation to optimize well placement problem
publishDate 2021
url http://utpedia.utp.edu.my/20698/1/Jahedul%20Islam_17010697.pdf
http://utpedia.utp.edu.my/20698/
_version_ 1741195654945832960
score 11.62408

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