An Improved GAS Algorithm

This paper introduces an improved Grover Adaptive Search (GAS) algorithm. The GAS algorithm has been prove to achieve quadratic acceleration in the Constrained Polynomial Binary Optimization (CPBO) problem. Nevertheless, the acceleration effect of the GAS algorithm can be decreased by the poor threshold selection. This article uses the Quantum Approximate Optimization Algorithm (QAOA) to improve the initial threshold selection, thereby accelerating the convergence speed of the original GAS algorithm. The acceleration effect of the improved GAS algorithm is presented by the Max-Cut problem and the CPBO problem.

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Publication Details

Journal
Entropy
Published
2025-02-26
DOI
https://doi.org/10.3390/e27030240
Citations
1
Primary Topic
Metaheuristic Optimization Algorithms Research
Type
article
Field-Weighted Citation Impact
2.48
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article

An Improved GAS Algorithm

Tian Luan, Yong Long, Yuchen He, Zhijian Wang
1 citations
Entropy
Metaheuristic Optimization Algorithms Research
2.48
article

An Improved GAS Algorithm

Tian Luan, Yong Long, Yuchen He, Zhijian Wang
article en
1 citations

Abstract

This paper introduces an improved Grover Adaptive Search (GAS) algorithm. The GAS algorithm has been prove to achieve quadratic acceleration in the Constrained Polynomial Binary Optimization (CPBO) problem. Nevertheless, the acceleration effect of the GAS algorithm can be decreased by the poor threshold selection. This article uses the Quantum Approximate Optimization Algorithm (QAOA) to improve the initial threshold selection, thereby accelerating the convergence speed of the original GAS algorithm. The acceleration effect of the improved GAS algorithm is presented by the Max-Cut problem and the CPBO problem.

EntropyVol. 27(3)
University of Science and Technology of China (CN)
No poverty
Openalex Percentile: Top 12%
Metaheuristic Optimization Algorithms Research
2.48
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