학술논문

Improved Sparrow Search Algorithm Based on Multi Strategy Fusion
Document Type
Conference
Source
2023 4th International Conference on Mechatronics Technology and Intelligent Manufacturing (ICMTIM) Mechatronics Technology and Intelligent Manufacturing (ICMTIM), 2023 4th International Conference on. :604-608 May, 2023
Subject
Components, Circuits, Devices and Systems
Computing and Processing
Power, Energy and Industry Applications
Robotics and Control Systems
Gamma distribution
Mechatronics
Sociology
Search problems
Stability analysis
Manufacturing
Particle swarm optimization
Sparrow search algorithm
adaptive
Chaotic lens imaging
Golden sine algorithm
Language
Abstract
The Integrated Strategy Sparrow Search Algorithm (ISSA) has been developed as an advanced optimization algorithm to enhance solution accuracy, stability, and to address local optima issues associated with the conventional Sparrow Search Algorithm (SSA). The ISSA algorithm incorporates various strategies, including a chaotic lens strategy, the Golden Sinusoidal Algorithm (GSA), and an adaptive control parameter $\eta$ based on gamma distribution, to augment population diversity, search coverage, exploration, and development capabilities. The performance of the ISSA algorithm has been evaluated using 12 benchmark functions, which demonstrate that the ISSA algorithm outperforms the basic SSA algorithm, other improved algorithms, as well as other swarm intelligence optimization algorithms.