Quantum Dynamical Interpretation of the Mean Strategy

The method of quantum dynamics is employed to investigate the mean strategy in the swarm intelligence algorithm. The physical significance of the population mean point is explained as the location where the optimal solution with the highest likelihood can be found once a quantum system has reached a ground state. Through the use of the double well function and the CEC2013 test suite, controlled experiments are conducted to perform a comprehensive performance analysis of the mean strategy. The empirical results indicate that implementing the mean strategy not only enhances solution diversity but also yields accurate, efficient, stable, and effective outcomes for finding the optimal solution.

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Publication Details

Journal
Entropy
Published
2024-08-23
DOI
https://doi.org/10.3390/e26090719
Primary Topic
Quantum Computing Algorithms and Architecture
Type
article
Field-Weighted Citation Impact
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article

Quantum Dynamical Interpretation of the Mean Strategy

Peng Wang, Yuwei Jiao, Fang Wang
Entropy
Quantum Computing Algorithms and Architecture
article

Quantum Dynamical Interpretation of the Mean Strategy

Peng Wang, Yuwei Jiao, Fang Wang
article en

Abstract

The method of quantum dynamics is employed to investigate the mean strategy in the swarm intelligence algorithm. The physical significance of the population mean point is explained as the location where the optimal solution with the highest likelihood can be found once a quantum system has reached a ground state. Through the use of the double well function and the CEC2013 test suite, controlled experiments are conducted to perform a comprehensive performance analysis of the mean strategy. The empirical results indicate that implementing the mean strategy not only enhances solution diversity but also yields accurate, efficient, stable, and effective outcomes for finding the optimal solution.

EntropyVol. 26(9)
Chinese Academy of Sciences (CN), University of Chinese Academy of Sciences (CN), Southwest Minzu University (CN)
Openalex Percentile: Top 88%
Quantum Computing Algorithms and Architecture
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