计算机科学 ›› 2026, Vol. 53 ›› Issue (2): 416-422.doi: 10.11896/jsjkx.250200054
高培泽1, 田厉锋2, 李跃鹏2, 曾德泽1,2, 钟梁3, 龚文引2
GAO Peize1, TIAN Lifeng2, LI Yuepeng2, ZENG Deze1,2, ZHONG Liang3 , GONG Wenyin2
摘要: 随着低地球轨道(Low Earth Orbit,LEO)卫星技术的快速发展,搭载高分辨率可旋转相机的LEO卫星在执行复杂的地球观测任务(Earth Observation Missions,EOMs)中发挥重要作用,这些任务通常需要对许多感兴趣区域(Region of Interest,RoI)进行多卫星协同拍摄。然而,不同于传统单颗卫星拍摄时仅需要考虑拍摄能耗,为保证任务要求的RoI区域能够被完全覆盖,需要卫星频繁调整摄像头角度,从而引发高昂的相机旋转功耗。不合理的RoI分片拍摄任务分配难以权衡在多星协同拍摄时所产生的相机拍摄能耗与相机旋转能耗。为此,研究了RoI分片拍摄任务分配问题,通过综合考虑卫星的轨道方向、星载相机旋转能耗与拍摄能耗的均衡,在确保区域完全覆盖的同时,实现拍摄任务总能耗降至最低。接着,提出了一种面向异构LEO卫星的高能效RoI分片拍摄任务分配(Energy-efficiency RoI Slicing Capturing Task Scheduling,ERSCTS)算法。最后,通过与经典的卫星拍摄任务分配算法进行全面的对比实验,验证了ERSCTS算法在降低卫星能量开销上的有效性。实验结果证明,在保证RoI区域全覆盖拍摄的条件下,ERSCTS算法可以将拍摄任务总能耗平均降低24.5%。
中图分类号:
| [1]HARRIS M.Tech giants race to build orbital internet[news][J].IEEE Spectrum,2018,55(6):10-11. [2]SAJJA D,HAROO N,KUMAR P.Future challenges and per-spective of remote sensing technology[M]//Applications and Challenges of Geospatial Technology.Cham:Springer,2018:275-277. [3]GIOFRE R,CABRIA L,LEBLANC R,et al.A gan-based solid state power amplifier for satellite communications[C]//2023 IEEE/MTT-S International Microwave Symposium.IEEE,2023:591-594. [4]DENBY B,LUCIA B.Orbital edge computing:Nanosatelliteconstellations as a new class of computer system[C]//Procee-dings of the Twenty-Fifth International Conference on Architectural Support for Programming Languages and Operating Systems.2020:939-954. [5]FAN C,ZHANG Y.Key techniques for virtual imaging model construction and correction of rotating imaging satellite[C]//Advanced Optical Imaging Technologies VI.SPIE,2023:46-52. [6]SINHA S,SHARMA A,SHARMA S K,et al.A review on assessment of camera sensors and data acquisitions using satellite imaging for remote sensing[J].International Journal of Space Science and Engineering,2021,6(3):209-226. [7]LEYVA-MAYORGA I,GOST M M,MORETTI M,et al.Satellite edge computing for real-time and very-high resolution Earth observation[J].arXiv:2212.12912,2022. [8]STEPANOVA D,PRIYANICHNIKOV V,KHANDORIN S,et al.Developing a Highly Accurate Pointing System for Free[J].Journal of Communications,2019,14:1127-1133. [9]GOST M M,LEYVA-MAYORGA I,PEREZ-NEIRA A,et al.Edge computing and communication for energy-efficient earth surveillance with leo satellites[C]//2022 IEEE International Conference on Communications Workshops(ICC Workshops).IEEE,2022:556-561. [10]GABREL V,MOULET A,MURAT C,et al.A new single mo-del and derived algorithms for the satellite shot planning problem using graph theory concepts[J].Annals of Operations Research,1997,69:115-134. [11]DENG S,ZHAO H,XIANG Z,et al.Dependent function embedding for distributed serverless edge computing[J].IEEE Transactions on Parallel and Distributed Systems,2021,33(10):2346-2357. [12]MORETTI M,LEYVA-MAYORGA I,MARTINZ-GOST M,et al.Satellite edge computing for real-time and very-high resolution earth observation[J].IEEE Transactions on Communications,2023,71(10):6180-6194. [13]WANG Y,SHENG M,ZHUANG W,et al.Multi-resource coordinate scheduling for earth observation in space information networks[J].IEEE Journal on Selected Areas in Communications,2018,36(2):268-279. [14]LYU M,PENG X,XIE W,et al.Task allocation for real-time earth observation service with leo satellites[C]//2022 IEEE Real-Time Systems Symposium(RTSS).IEEE,2022:14-26. [15]MOSTERT S,KRIEGLER E.Implementing an image proces-sing system for the next generation Earth observation sensors for the SUNSAT 2 micro-satellite programme[J].Acta Astronautica,2005,56(1/2):171-174. [16]JIANG W,ZHAN Y,XI S,et al.Compressive sensing-based 3-d rain field tomographic reconstruction using simulated satellite signals[J].IEEE Transactions on Geoscience and Remote Sen-sing,2021,60:1-13. [17]MOSHKOVITZ D.The projection games conjecture and theNP-hardness of ln n-approximating set-cover[C]//International Workshop on Approximation Algorithms for Combinatorial Optimization.Berlin:Springer,2012. [18]FANG Q,ZHAI Z,YU S,et al.Olive branch learning:A topology-aware federated learning framework for space-air-ground integrated network[J].IEEE Transactions on Wireless Communications,2023,22(7):4534-4551. |
|
||