ISDE+ — an indicator for multi and many-objective optimization
In this letter, an efficient indicator for multi and many-objective optimization is proposed. The proposed indicator (ISDE+) is a combination of sum of objectives and shift-based density estimation and benefits from their ability to promote convergence and diversity, respectively. An evolutionary mu...
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sg-ntu-dr.10356-1396172020-05-20T08:22:10Z ISDE+ — an indicator for multi and many-objective optimization Pamulapati, Trinadh Mallipeddi, Rammohan Suganthan, Ponnuthurai Nagaratnam School of Electrical and Electronic Engineering Engineering::Electrical and electronic engineering Indicator-based Many-objective In this letter, an efficient indicator for multi and many-objective optimization is proposed. The proposed indicator (ISDE+) is a combination of sum of objectives and shift-based density estimation and benefits from their ability to promote convergence and diversity, respectively. An evolutionary multiobjective optimization framework based on the proposed indicator is shown to perform comparably or better than the state-of-the-art on a variety of scalable benchmark problems. 2020-05-20T08:22:10Z 2020-05-20T08:22:10Z 2018 Journal Article Pamulapati, T., Mallipeddi, R., & Suganthan, P. N. (2019). ISDE+ — an indicator for multi and many-objective optimization. IEEE Transactions on Evolutionary Computation, 23(2), 346-352. doi:10.1109/TEVC.2018.2848921 1089-778X https://hdl.handle.net/10356/139617 10.1109/TEVC.2018.2848921 2-s2.0-85048885600 2 23 346 352 en IEEE Transactions on Evolutionary Computation © 2018 IEEE. All rights reserved. |
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Engineering::Electrical and electronic engineering Indicator-based Many-objective Pamulapati, Trinadh Mallipeddi, Rammohan Suganthan, Ponnuthurai Nagaratnam ISDE+ — an indicator for multi and many-objective optimization |
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In this letter, an efficient indicator for multi and many-objective optimization is proposed. The proposed indicator (ISDE+) is a combination of sum of objectives and shift-based density estimation and benefits from their ability to promote convergence and diversity, respectively. An evolutionary multiobjective optimization framework based on the proposed indicator is shown to perform comparably or better than the state-of-the-art on a variety of scalable benchmark problems. |
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School of Electrical and Electronic Engineering |
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School of Electrical and Electronic Engineering Pamulapati, Trinadh Mallipeddi, Rammohan Suganthan, Ponnuthurai Nagaratnam |
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Article |
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Pamulapati, Trinadh Mallipeddi, Rammohan Suganthan, Ponnuthurai Nagaratnam |
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Pamulapati, Trinadh |
title |
ISDE+ — an indicator for multi and many-objective optimization |
title_short |
ISDE+ — an indicator for multi and many-objective optimization |
title_full |
ISDE+ — an indicator for multi and many-objective optimization |
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ISDE+ — an indicator for multi and many-objective optimization |
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ISDE+ — an indicator for multi and many-objective optimization |
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isde+ — an indicator for multi and many-objective optimization |
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2020 |
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https://hdl.handle.net/10356/139617 |
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