Constrained optimization are naturally arises in many real-life applications, and is therefore gaining a constantly growing attention of the researchers.Evolutionary algorithms are not directly applied on constrained optimization problems. However, different constraint-handling techniques are incorporated in their framework to adopt it for dealing with constrained environments. This paper suggests an hybrid constrained evolutionary algorithm (HCEA) that employs two penalty functions simultaneously. The suggested HCEA has two versions namely HCEA-static and HCEA-adaptive. The performance of the HCEA-static and HCEA-adaptive algorithms are examined upon the constrained benchmark functions that are recently designed for the special session of the $2006$ IEEE Conference of Evolutionary Computation (IEEE-CEC'06). The experimental results of the suggested algorithms are much promising as compared to one of the recent constrained version of the JADE. The converging behaviour of the both suggested algorithms on each benchmark function is encouraging and promising in most cases.
Constrained Functions, Evolutionary Computation(EC), Evolutionary Algorithm(EA) and Hybrid EAs
Primary Language | English |
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Subjects | Statistics |
Journal Section | Statistics |
Authors |
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Publication Date | June 15, 2019 |
Published in Issue | Year 2019 Volume: 48 Issue: 3 |
Bibtex | @research article { hujms577361, journal = {Hacettepe Journal of Mathematics and Statistics}, issn = {2651-477X}, eissn = {2651-477X}, address = {}, publisher = {Hacettepe University}, year = {2019}, volume = {48}, number = {3}, pages = {931 - 950}, title = {Hybrid Constrained Evolutionary Algorithm for Numerical Optimization Problems}, key = {cite}, author = {Mashwani, Wali Khan and Zaib, Alam and Yeniay, Özgür and Shah, Habib and Tairan, Naseer Mansoor and Sulaiman, Muhammad} } |
APA | Mashwani, W. K. , Zaib, A. , Yeniay, Ö. , Shah, H. , Tairan, N. M. & Sulaiman, M. (2019). Hybrid Constrained Evolutionary Algorithm for Numerical Optimization Problems . Hacettepe Journal of Mathematics and Statistics , 48 (3) , 931-950 . Retrieved from https://dergipark.org.tr/en/pub/hujms/issue/45735/577361 |
MLA | Mashwani, W. K. , Zaib, A. , Yeniay, Ö. , Shah, H. , Tairan, N. M. , Sulaiman, M. "Hybrid Constrained Evolutionary Algorithm for Numerical Optimization Problems" . Hacettepe Journal of Mathematics and Statistics 48 (2019 ): 931-950 <https://dergipark.org.tr/en/pub/hujms/issue/45735/577361> |
Chicago | Mashwani, W. K. , Zaib, A. , Yeniay, Ö. , Shah, H. , Tairan, N. M. , Sulaiman, M. "Hybrid Constrained Evolutionary Algorithm for Numerical Optimization Problems". Hacettepe Journal of Mathematics and Statistics 48 (2019 ): 931-950 |
RIS | TY - JOUR T1 - Hybrid Constrained Evolutionary Algorithm for Numerical Optimization Problems AU - Wali KhanMashwani, AlamZaib, ÖzgürYeniay, HabibShah, Naseer MansoorTairan, MuhammadSulaiman Y1 - 2019 PY - 2019 N1 - DO - T2 - Hacettepe Journal of Mathematics and Statistics JF - Journal JO - JOR SP - 931 EP - 950 VL - 48 IS - 3 SN - 2651-477X-2651-477X M3 - UR - Y2 - 2018 ER - |
EndNote | %0 Hacettepe Journal of Mathematics and Statistics Hybrid Constrained Evolutionary Algorithm for Numerical Optimization Problems %A Wali Khan Mashwani , Alam Zaib , Özgür Yeniay , Habib Shah , Naseer Mansoor Tairan , Muhammad Sulaiman %T Hybrid Constrained Evolutionary Algorithm for Numerical Optimization Problems %D 2019 %J Hacettepe Journal of Mathematics and Statistics %P 2651-477X-2651-477X %V 48 %N 3 %R %U |
ISNAD | Mashwani, Wali Khan , Zaib, Alam , Yeniay, Özgür , Shah, Habib , Tairan, Naseer Mansoor , Sulaiman, Muhammad . "Hybrid Constrained Evolutionary Algorithm for Numerical Optimization Problems". Hacettepe Journal of Mathematics and Statistics 48 / 3 (June 2019): 931-950 . |
AMA | Mashwani W. K. , Zaib A. , Yeniay Ö. , Shah H. , Tairan N. M. , Sulaiman M. Hybrid Constrained Evolutionary Algorithm for Numerical Optimization Problems. Hacettepe Journal of Mathematics and Statistics. 2019; 48(3): 931-950. |
Vancouver | Mashwani W. K. , Zaib A. , Yeniay Ö. , Shah H. , Tairan N. M. , Sulaiman M. Hybrid Constrained Evolutionary Algorithm for Numerical Optimization Problems. Hacettepe Journal of Mathematics and Statistics. 2019; 48(3): 931-950. |
IEEE | W. K. Mashwani , A. Zaib , Ö. Yeniay , H. Shah , N. M. Tairan and M. Sulaiman , "Hybrid Constrained Evolutionary Algorithm for Numerical Optimization Problems", Hacettepe Journal of Mathematics and Statistics, vol. 48, no. 3, pp. 931-950, Jun. 2019 |