Holistic design of optical phased arrays with wide beam scanning range and high side mode suppression ratio using an improved nutcracker optimization algorithm
{"title":"Holistic design of optical phased arrays with wide beam scanning range and high side mode suppression ratio using an improved nutcracker optimization algorithm","authors":"Zhuangzhuang Zang , Junjie Wu , Qingzhong Huang , Xinliang Zhang","doi":"10.1016/j.optlaseng.2025.109220","DOIUrl":null,"url":null,"abstract":"<div><div>We propose a hybrid-strategy improved nutcracker optimization algorithm (INOA) with a multi-fitness function to design a non-uniform optical phased array (OPA) with optimized antenna spacing distribution for a wide steering angle and high side mode suppression ratio (SMSR). The global search capability is enhanced by incorporating the good point set initialization and t-distribution perturbation. INOA achieves higher convergence accuracy and faster convergence speed than genetic algorithm (GA) and particle swarm optimization (PSO) algorithm. The results show that INOA requires >60 times and 8 times fewer iterations than GA and PSO, respectively, to reach the same fitness value. In addition, INOA is used to optimize the antenna phase distribution of the non-uniform OPA at different beam steering angles. Using this approach, we design a high-performance 128-element OPA, as an example, achieving a beam scanning range of ±85° and a SMSR of 14.67 dB. Compared to traditional design methods, the proposed approach improves the SMSR by 3.48 dB at 80° and 3.42 dB at 85°, while achieving an improvement of over 6 % in power in the main lobe at large steering angles. Furthermore, we investigated the influence of non-uniform excitation amplitude on the SMSR. It is found that our design has a high tolerance to fabrication error.</div></div>","PeriodicalId":49719,"journal":{"name":"Optics and Lasers in Engineering","volume":"194 ","pages":"Article 109220"},"PeriodicalIF":3.5000,"publicationDate":"2025-07-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Optics and Lasers in Engineering","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0143816625004051","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"OPTICS","Score":null,"Total":0}
引用次数: 0
Abstract
We propose a hybrid-strategy improved nutcracker optimization algorithm (INOA) with a multi-fitness function to design a non-uniform optical phased array (OPA) with optimized antenna spacing distribution for a wide steering angle and high side mode suppression ratio (SMSR). The global search capability is enhanced by incorporating the good point set initialization and t-distribution perturbation. INOA achieves higher convergence accuracy and faster convergence speed than genetic algorithm (GA) and particle swarm optimization (PSO) algorithm. The results show that INOA requires >60 times and 8 times fewer iterations than GA and PSO, respectively, to reach the same fitness value. In addition, INOA is used to optimize the antenna phase distribution of the non-uniform OPA at different beam steering angles. Using this approach, we design a high-performance 128-element OPA, as an example, achieving a beam scanning range of ±85° and a SMSR of 14.67 dB. Compared to traditional design methods, the proposed approach improves the SMSR by 3.48 dB at 80° and 3.42 dB at 85°, while achieving an improvement of over 6 % in power in the main lobe at large steering angles. Furthermore, we investigated the influence of non-uniform excitation amplitude on the SMSR. It is found that our design has a high tolerance to fabrication error.
期刊介绍:
Optics and Lasers in Engineering aims at providing an international forum for the interchange of information on the development of optical techniques and laser technology in engineering. Emphasis is placed on contributions targeted at the practical use of methods and devices, the development and enhancement of solutions and new theoretical concepts for experimental methods.
Optics and Lasers in Engineering reflects the main areas in which optical methods are being used and developed for an engineering environment. Manuscripts should offer clear evidence of novelty and significance. Papers focusing on parameter optimization or computational issues are not suitable. Similarly, papers focussed on an application rather than the optical method fall outside the journal''s scope. The scope of the journal is defined to include the following:
-Optical Metrology-
Optical Methods for 3D visualization and virtual engineering-
Optical Techniques for Microsystems-
Imaging, Microscopy and Adaptive Optics-
Computational Imaging-
Laser methods in manufacturing-
Integrated optical and photonic sensors-
Optics and Photonics in Life Science-
Hyperspectral and spectroscopic methods-
Infrared and Terahertz techniques