A unified intelligent control strategy synthesizing multi-constrained guidance and avoidance penetration

IF 7.3 2区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Science China Information Sciences Pub Date : 2024-06-14 DOI:10.1007/s11432-022-4063-x
Sibo Zhao, Jianwen Zhu, Weimin Bao, Xiaoping Li
{"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":"24 1","pages":""},"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.

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
综合多约束制导和避让穿透的统一智能控制策略
我们提出了一种智能控制策略,可综合优化制导和 SAC、制导和 NFZs 规避任务,实现高精度和低能量损耗。通过引入预测方法计算终端状态并增加过程奖励,提高了训练效率。通过改进训练过程,学习到的策略在动态 NFZ 问题上具有很强的普适性,表明其在飞行任务中具有更高的适用性和灵活性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
Science China Information Sciences
Science China Information Sciences COMPUTER SCIENCE, INFORMATION SYSTEMS-
CiteScore
12.60
自引率
5.70%
发文量
224
审稿时长
8.3 months
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.
期刊最新文献
Weighted sum power maximization for STAR-RIS-aided SWIPT systems with nonlinear energy harvesting TSCompiler: efficient compilation framework for dynamic-shape models NeurDB: an AI-powered autonomous data system State and parameter identification of linearized water wave equation via adjoint method An STP look at logical blocking of finite state machines: formulation, detection, and search
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1