Title :
Daily imaging scheduling of an Earth observation satellite
Author :
Lin, Wei-Cheng ; Liao, Da-Yin ; Liu, Chung-Yang ; Lee, Yong-Yao
Author_Institution :
Electr. Eng. Dept., Nat. Taiwan Univ., Taipei, Taiwan
fDate :
3/1/2005 12:00:00 AM
Abstract :
This work presents the development of a daily imaging scheduling system for a low-orbit, Earth observation satellite. The daily imaging scheduling problem of satellite considers various imaging requests with different reward opportunities, changeover efforts between two consecutive imaging tasks, cloud-coverage effects, and the availability of the spacecraft resource. It belongs to a class of single-machine scheduling problems with salient features of sequence-dependent setup, job assembly, and the constraint of operating time windows. The scheduling problem is formulated as an integer-programming problem, which is NP-hard in computational complexity. Lagrangian relaxation and linear search techniques are adopted to solve this problem. In order to demonstrate the efficiency and effectiveness of our solution methodology, a Tabu search-based algorithm is implemented, which is modified from the algorithm in Vasquez and Hao, 2001. Numerical results indicate that the approach is very effective to generate a near-optimal, feasible schedule for the imaging operations of the satellite. It is efficient in applications to the real problems. The Lagrangian-relaxation approach is superior to the Tabu search one in both optimality and computation time.
Keywords :
aerospace computing; artificial satellites; computational complexity; integer programming; relaxation theory; remote sensing; search problems; single machine scheduling; Lagrangian relaxation; NP-hard problem; cloud-coverage effects; computational complexity; consecutive imaging tasks; imaging scheduling; integer-programming problem; job assembly; linear search techniques; low-orbit Earth observation satellite; operating time windows; sequence-dependent setup; single-machine scheduling problems; tabu search-based algorithm; Artificial satellites; Assembly; Availability; Computational complexity; Lagrangian functions; Processor scheduling; Remote sensing; Single machine scheduling; Space vehicles; Time factors;
Journal_Title :
Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
DOI :
10.1109/TSMCA.2005.843380