An Edge Computing Algorithm Based on Multi-Level Star Sensor Cloud | |
Ren, Siyu1; Qiu, Shi2![]() | |
作者部门 | 光谱成像技术研究室 |
2023 | |
发表期刊 | CMES-COMPUTER MODELING IN ENGINEERING & SCIENCES
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ISSN | 1526-1492;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 |
DOI | 10.32604/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 | |
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 |
推荐引用方式 GB/T 7714 | 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. |
条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
An Edge Computing Al(850KB) | 期刊论文 | 出版稿 | 限制开放 | CC BY-NC-SA | 请求全文 |
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