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Adaptation of Spiral Radius and Angle in Hypotrochoid Spiral Dynamic Algorithm

Authors :
R Abishek
Monalisa Maiti
Harshita Puri
Kishore Bingi
M Sunder
Source :
2021 IEEE Madras Section Conference (MASCON).
Publication Year :
2021
Publisher :
IEEE, 2021.

Abstract

This paper focuses on developing an adaptation algorithm for hypotrochoid spiral dynamic optimization using linear adaptive spiral radius and angle by dynamically varying the value for each iteration based on the fitness function value. The adaptive algorithm will help obtain the optimal search point compared to fixed radius and angle in conventional methods. The spiral radius and angle effect show that the spiral movement with a negative radius will boost the process of escaping from converging at local optima. The statistical results on various benchmark functions show that the proposed optimization has performed better than spiral dynamic, adaptive spiral dynamic, and hypotrochoid spiral dynamic algorithms.

Details

Database :
OpenAIRE
Journal :
2021 IEEE Madras Section Conference (MASCON)
Accession number :
edsair.doi...........e5026b9bc40ad9ef7e15e7678774ac8b