Autonomous Planning Algorithm for Satellite Laser Ranging Tasks Based on Rolling Horizon Optimization Framework

Author:

Lv Zequn12,Fan Cunbo3,An Ning1,Gao Jian1,Zhang Haitao1,Ma Lei1,Wen Guanyu1,Dong Xue1,Liu Chenzhi1

Affiliation:

1. Changchun Observatory, National Astronomical Observatories, Chinese Academy of Sciences, Changchun 130117, China

2. University of Chinese Academy of Sciences, Beijing 100049, China

3. Changchun Branch of Chinese Academy of Sciences, Changchun 130117, China

Abstract

Observation task planning is a key issue and the first step in the development of automated Satellite Laser Ranging (SLR) systems. Aiming at the problem of dynamic change of cloud cover during SLR operation, this paper proposes an autonomous mission planning algorithm for SLR based on the Rolling Horizon Optimization (RHO) framework. A hybrid event- and cycle-driven replanning mechanism is adopted, and four functional modules, rolling, planning, information acquisition and decision-making, are established to decompose the SLR observation task planning process into a series of static planning intervals. An improved ant colony algorithm is proposed and utilized to realize the autonomous planning of SLR system observation tasks, and the above autonomous planning algorithm is verified and analyzed based on the SLR system at station 7237. The results show that the above algorithm can effectively increase the number of observation satellites and revenue under cloud disturbance, solve the problems of low efficiency and poor interference resistance of conventional static algorithms, and provide a new research idea for the establishment of an unattended SLR system.

Funder

National Natural Science Foundation of China

Jilin Province Science and Technology Development Program

Publisher

MDPI AG

Subject

General Earth and Planetary Sciences

Reference27 articles.

1. 4kHz Repetition Rate Satellite Laser Ranging System and Its Application;Deng;Acta Opt. Sin.,2019

2. Shen, X. (2011). Using SLR to Determine Satellite LAGEOS’s Precisely Orbit. [Master’s Thesis, Shandong University of Science and Technology].

3. Satellite Prediction in Satellite Laser Ranging;Ding;Sci. Surv. Mapp.,2010

4. Cheng, M., Ries, J.C., and Tapley, B.D. (2011). Variations of the Earth’s Figure Axis from Satellite Laser Ranging and Grace. J. Geophys. Res., 116.

5. Effects of gas flow speed on bead geometry and optical emissions during laser powder bed fusion additive manufacturing;Stutzman;Rapid Prototyp. J.,2023

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