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Published on: October 1, 2019
A Bilevel Programming Approach for Optimizing Multi-Satellite Collaborative Mission Planning
1National Key Laboratory of Space Target Awareness, Space Engineering University, Beijing 101416, China.
This study optimizes multi-satellite collaborative mission planning by integrating mission assignment and resource scheduling. A novel bilevel programming model and improved genetic algorithm enhance Earth observation efficiency and satellite resource utilization.
Area of Science:
- Space Technology
- Remote Sensing
- Operations Research
Background:
- Multi-satellite collaborative mission planning is crucial for efficient Earth observation.
- Increasing mission complexity and volume necessitate advanced planning strategies.
- Current planning often separates mission assignment and resource scheduling, leading to suboptimal outcomes.
Purpose of the Study:
- To develop a joint decision-making framework for multi-satellite collaborative mission planning.
- To optimize mission completion rate, profit rate, and satellite resource utilization.
- To address the intricate two-stage decision process of mission assignment and resource scheduling.
Main Methods:
- Formulation of the problem as a bilevel programming model from a game-theoretic perspective.
- Proposal of a nested bilevel improved genetic algorithm (NBIGA) for solving the model.
- Simulation experiments to validate the model and algorithm's performance.
Main Results:
- The bilevel programming model effectively integrates mission assignment and resource scheduling.
- The NBIGA demonstrates robustness and superior optimization capabilities.
- Simulation results confirm improved mission completion, profit rates, and resource utilization.
Conclusions:
- Joint decision-making in multi-satellite mission planning is feasible and beneficial.
- The proposed NBIGA offers enhanced optimization outcomes and efficiency compared to traditional methods.
- This research advances the field of intelligent satellite mission planning and Earth observation.
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