A METAHEURISTIC OPTIMIZATION ALGORITHM INSPIRED BY TREE PHYSIOLOGICAL SYSTEM
The main disadvantage of metaheuristic algorithm is no guarantee that a global optimum solution due to the stochastic characteristic driven by the mechanism of exploration and exploitation. These components need to be balanced in order to improve the algorithm performance with smaller variance of so...
| Main Author: | ABDUL HALIM, ABDUL HANIF |
|---|---|
| Format: | Thesis |
| Language: | English |
| Institution: | Universiti Teknologi Petronas |
| Record Id / ISBN-0: | utp-utpedia.19938 / |
| Published: |
2018
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| Subjects: | |
| Online Access: |
http://utpedia.utp.edu.my/19938/1/Abdul%20Hanif%20PhD%20Thesis_September%202018.pdf http://utpedia.utp.edu.my/19938/ |
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utp-utpedia.199382019-09-30T10:50:34Z http://utpedia.utp.edu.my/19938/ A METAHEURISTIC OPTIMIZATION ALGORITHM INSPIRED BY TREE PHYSIOLOGICAL SYSTEM ABDUL HALIM, ABDUL HANIF TK Electrical engineering. Electronics Nuclear engineering The main disadvantage of metaheuristic algorithm is no guarantee that a global optimum solution due to the stochastic characteristic driven by the mechanism of exploration and exploitation. These components need to be balanced in order to improve the algorithm performance with smaller variance of solution under repetitive trials, faster convergence towards global optimum and thus with lesser computation cost. There are several factors that affecting the tradeoff between both components. These include randomization mechanism, application of support parameters, fitness assignment, and search dynamic 2018-09 Thesis NonPeerReviewed application/pdf en http://utpedia.utp.edu.my/19938/1/Abdul%20Hanif%20PhD%20Thesis_September%202018.pdf ABDUL HALIM, ABDUL HANIF (2018) A METAHEURISTIC OPTIMIZATION ALGORITHM INSPIRED BY TREE PHYSIOLOGICAL SYSTEM. PhD thesis, Universiti Teknologi PETRONAS. |
| institution |
Universiti Teknologi Petronas |
| collection |
UTPedia |
| language |
English |
| topic |
TK Electrical engineering. Electronics Nuclear engineering |
| spellingShingle |
TK Electrical engineering. Electronics Nuclear engineering ABDUL HALIM, ABDUL HANIF A METAHEURISTIC OPTIMIZATION ALGORITHM INSPIRED BY TREE PHYSIOLOGICAL SYSTEM |
| description |
The main disadvantage of metaheuristic algorithm is no guarantee that a global optimum solution due to the stochastic characteristic driven by the mechanism of exploration and exploitation. These components need to be balanced in order to improve the algorithm performance with smaller variance of solution under repetitive trials, faster convergence towards global optimum and thus with lesser computation cost. There are several factors that affecting the tradeoff between both components. These include randomization mechanism, application of support parameters, fitness assignment, and search dynamic |
| format |
Thesis |
| author |
ABDUL HALIM, ABDUL HANIF |
| author_sort |
ABDUL HALIM, ABDUL HANIF |
| title |
A METAHEURISTIC OPTIMIZATION ALGORITHM INSPIRED BY TREE PHYSIOLOGICAL SYSTEM |
| title_short |
A METAHEURISTIC OPTIMIZATION ALGORITHM INSPIRED BY TREE PHYSIOLOGICAL SYSTEM |
| title_full |
A METAHEURISTIC OPTIMIZATION ALGORITHM INSPIRED BY TREE PHYSIOLOGICAL SYSTEM |
| title_fullStr |
A METAHEURISTIC OPTIMIZATION ALGORITHM INSPIRED BY TREE PHYSIOLOGICAL SYSTEM |
| title_full_unstemmed |
A METAHEURISTIC OPTIMIZATION ALGORITHM INSPIRED BY TREE PHYSIOLOGICAL SYSTEM |
| title_sort |
metaheuristic optimization algorithm inspired by tree physiological system |
| publishDate |
2018 |
| url |
http://utpedia.utp.edu.my/19938/1/Abdul%20Hanif%20PhD%20Thesis_September%202018.pdf http://utpedia.utp.edu.my/19938/ |
| _version_ |
1741195560165048320 |
| score |
11.62408 |