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Article Details

Copyright Statement: This is an open access article licensed under a Creative Commons Attribution 4.0 International License, which permits unrestricted use, distribution, and reproduction in any medium, even commercially as long as the original work is properly cited.

A New Threshold Based Penalty Function Embedded MOEA/D

Author 1: Muhammad Asif Jan
Author 2: Nasser Mansoor Tairan
Author 3: Rashida Adeeb Khanum
Author 4: Wali Khan Mashwani

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Digital Object Identifier (DOI) : 10.14569/IJACSA.2016.070281

Article Published in International Journal of Advanced Computer Science and Applications(IJACSA), Volume 7 Issue 2, 2016.

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Abstract: Recently, we proposed a new threshold based penalty function. The threshold dynamically controls the penalty to infeasible solutions. This paper implants the two different forms of the proposed penalty function in the multiobjective evo-lutionary algorithm based on decomposition (MOEA/D) frame-work to solve constrained multiobjective optimization problems. This led to a new algorithm, denoted by CMOEA/D-DE-ATP. The performance of CMOEA/D-DE-ATP is tested on hard CF-series test instances in terms of the values of IGD-metric and SC-metric. The experimental results are compared with the three best performers of CEC 2009 MOEA competition. Experimental results show that the proposed penalty function is very promising, and it works well in the MOEA/D framework.

Keywords: Constrained multiobjective optimization; decompo-sition; MOEA/D; penalty function; threshold

Muhammad Asif Jan, Nasser Mansoor Tairan, Rashida Adeeb Khanum and Wali Khan Mashwani, “A New Threshold Based Penalty Function Embedded MOEA/D” International Journal of Advanced Computer Science and Applications(IJACSA), 7(2), 2016. http://dx.doi.org/10.14569/IJACSA.2016.070281

@article{Jan2016,
title = {A New Threshold Based Penalty Function Embedded MOEA/D},
journal = {International Journal of Advanced Computer Science and Applications},
doi = {10.14569/IJACSA.2016.070281},
url = {http://dx.doi.org/10.14569/IJACSA.2016.070281},
year = {2016},
publisher = {The Science and Information Organization},
volume = {7},
number = {2},
author = {Muhammad Asif Jan and Nasser Mansoor Tairan and Rashida Adeeb Khanum and Wali Khan Mashwani}
}


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