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An Edge Computing Algorithm Based on Multi-Level Star Sensor Cloud
Ren, Siyu1; Qiu, Shi2; Cheng, Keyang3
作者部门光谱成像技术研究室
2023
发表期刊CMES-COMPUTER MODELING IN ENGINEERING & SCIENCES
ISSN1526-1492;1526-1506
卷号136期号:2页码:1643-1659
产权排序2
摘要

Star sensors are an important means of autonomous navigation and access to space information for satellites. They have been widely deployed in the aerospace field. To satisfy the requirements for high resolution, timeliness, and confidentiality of star images, we propose an edge computing algorithm based on the star sensor cloud. Multiple sensors cooperate with each other to form a sensor cloud, which in turn extends the performance of a single sensor. The research on the data obtained by the star sensor has very important research and application values. First, a star point extraction model is proposed based on the fuzzy set model by analyzing the star image composition, which can reduce the amount of data computation. Then, a mapping model between content and space is constructed to achieve low-rank image representation and efficient computation. Finally, the data collected by the wireless sensor is delivered to the edge server, and a different method is used to achieve privacy protection. Only a small amount of core data is stored in edge servers and local servers, and other data is transmitted to the cloud. Experiments show that the proposed algorithm can effectively reduce the cost of communication and storage, and has strong privacy.

关键词Star-sensing sensor cloud fuzzy set edge computing mapping
DOI10.32604/cmes.2023.025248
收录类别SCI
语种英语
WOS记录号WOS:000950597500002
出版者TECH SCIENCE PRESS
引用统计
被引频次:1[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.opt.ac.cn/handle/181661/96400
专题光谱成像技术研究室
通讯作者Qiu, Shi
作者单位1.Open Univ Chengdu, Major Comp Applicat, Chengdu 610000, Peoples R China
2.Chinese Acad Sci, Xian Inst Opt & Precis Mech, Xian 710119, Peoples R China
3.Jiangsu Univ, Sch Comp Sci & Commun Engn, Zhenjiang 212013, Peoples R China
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Ren, Siyu,Qiu, Shi,Cheng, Keyang. An Edge Computing Algorithm Based on Multi-Level Star Sensor Cloud[J]. CMES-COMPUTER MODELING IN ENGINEERING & SCIENCES,2023,136(2):1643-1659.
APA Ren, Siyu,Qiu, Shi,&Cheng, Keyang.(2023).An Edge Computing Algorithm Based on Multi-Level Star Sensor Cloud.CMES-COMPUTER MODELING IN ENGINEERING & SCIENCES,136(2),1643-1659.
MLA Ren, Siyu,et al."An Edge Computing Algorithm Based on Multi-Level Star Sensor Cloud".CMES-COMPUTER MODELING IN ENGINEERING & SCIENCES 136.2(2023):1643-1659.
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