{"title":"A unified intelligent control strategy synthesizing multi-constrained guidance and avoidance penetration","authors":"Sibo Zhao, Jianwen Zhu, Weimin Bao, Xiaoping Li","doi":"10.1007/s11432-022-4063-x","DOIUrl":null,"url":null,"abstract":"<p>We propose an intelligent control strategy that synthesizes optimal guidance and SAC, guidance and NFZs avoidance missions are realized with high precision and low energy loss. The training efficiency is enhanced by introducing a prediction method to calculate the terminal states and adding process rewards. By improving the training process, the learned strategy has a strong generalization on problems of dynamic NFZs, indicating higher applicability and flexibility in flight missions.</p>","PeriodicalId":21618,"journal":{"name":"Science China Information Sciences","volume":null,"pages":null},"PeriodicalIF":7.3000,"publicationDate":"2024-06-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Science China Information Sciences","FirstCategoryId":"94","ListUrlMain":"https://doi.org/10.1007/s11432-022-4063-x","RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"COMPUTER SCIENCE, INFORMATION SYSTEMS","Score":null,"Total":0}
引用次数: 0
Abstract
We propose an intelligent control strategy that synthesizes optimal guidance and SAC, guidance and NFZs avoidance missions are realized with high precision and low energy loss. The training efficiency is enhanced by introducing a prediction method to calculate the terminal states and adding process rewards. By improving the training process, the learned strategy has a strong generalization on problems of dynamic NFZs, indicating higher applicability and flexibility in flight missions.
期刊介绍:
Science China Information Sciences is a dedicated journal that showcases high-quality, original research across various domains of information sciences. It encompasses Computer Science & Technologies, Control Science & Engineering, Information & Communication Engineering, Microelectronics & Solid-State Electronics, and Quantum Information, providing a platform for the dissemination of significant contributions in these fields.