An improved harmony search algorithm with dynamically varying bandwidth. Issue 7 (2nd July 2016)

• Record Type: Journal Article
• Authors: Kalivarapu, J.; Jain, S.; Bag, S.
• Is Part Of: Engineering optimization. Volume 48:Issue 7(2016)
• Page Start: 1091
• Page End: 1108
• Publication Date: 2016-07-02
• Subjects: harmony search -- self-consistent -- metaheuristic -- global optimization -- friction stir welding; Engineering design -- Periodicals; Mathematical optimization -- Periodicals; 620.0042
• DOI: 10.1080/0305215X.2015.1090570
• Languages: English
• ISSNs: 0305-215X

Abstract

Abstract : The present work demonstrates a new variant of the harmony search (HS) algorithm where bandwidth (BW) is one of the deciding factors for the time complexity and the performance of the algorithm. The BW needs to have both explorative and exploitative characteristics. The ideology is to use a large BW to search in the full domain and to adjust the BW dynamically closer to the optimal solution. After trying a series of approaches, a methodology inspired by the functioning of a low-pass filter showed satisfactory results. This approach was implemented in the self-adaptive improved harmony search (SIHS) algorithm and tested on several benchmark functions. Compared to the existing HS algorithm and its variants, SIHS showed better performance on most of the test functions. Thereafter, the algorithm was applied to geometric parameter optimization of a friction stir welding tool.