A parallel pipeline connected-component labeling method for on-orbit space target monitoring
A parallel pipeline connected-component labeling method for on-orbit space target monitoring作者机构:School of Information and ElectronicsBeijing Institute of TechnologyBeijing 100081China Institute of Spacecraft System EngineeringChina Academy of Space TechnologyBeijing 100094China Institute of Remote Sensing SatelliteChina Academy of Space TechnologyBeijing 100094China
出 版 物:《Journal of Systems Engineering and Electronics》 (系统工程与电子技术(英文版))
年 卷 期:2022年第33卷第5期
页 面:1095-1107页
核心收录:
学科分类:08[工学] 080203[工学-机械设计及理论] 082503[工学-航空宇航制造工程] 0802[工学-机械工程] 0825[工学-航空宇航科学与技术]
主 题:Tianzhou-3 cargo spacecraft(TZ-3) connected-component labeling(CCL)algorithms parallel pipeline processing on-orbit space target detection streaming processor
摘 要:The paper designs a peripheral maximum gray differ-ence(PMGD)image segmentation method,a connected-compo-nent labeling(CCL)algorithm based on dynamic run length(DRL),and a real-time implementation streaming processor for *** it verifies the function and performance in space target monitoring scene by the carrying experiment of Tianzhou-3 cargo spacecraft(TZ-3).The PMGD image segmentation method can segment the image into highly discrete and simple point tar-gets quickly,which reduces the generation of equivalences greatly and improves the real-time performance for *** parallel pipeline design,the storage of the streaming processor is optimized by 55%with no need for external me-mory,the logic is optimized by 60%,and the energy efficiency ratio is 12 times than that of the graphics processing unit,62 times than that of the digital signal proccessing,and 147 times than that of personal *** the results of 8756 images completed on-orbit,the speed is up to 5.88 FPS and the target detection rate is 100%.Our algorithm and implementation method meet the requirements of lightweight,high real-time,strong robustness,full-time,and stable operation in space irradia-tion environment.