Journal
IEEE ACCESS
Volume 7, Issue -, Pages 27957-27969Publisher
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/ACCESS.2019.2901988
Keywords
Angle modulation; bat algorithm; binary optimization; amplitude; zero-one knapsack problems
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Funding
- Fujian Provincial Science and Technology Program Project [2019H0021, 2017H0026]
- Xiamen Municipal Science and Technology Foundation [3502Z20173028]
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Angle-modulated bat algorithm (AMBA) provides a technique that enables the bat algorithm (BA) developed for continuous problems to operate in binary spaces, which employs an angle modulation technique to generate a bit string corresponding to a binary problem solution and applies the BA to evolve the coefficients of the trigonometric generating function. However, there are some identified limitations of the original AMBA. This paper proposes a new AMBA variant called amplitude AMBA (A-AMBA). The A-AMBA is compared with the AMBA and several other binary heuristic algorithms on 13 classical benchmark functions and 12 zero-one knapsack problems. The obtained results indicate that the performance of this variant is superior to the AMBA in many problem cases.
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