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| Research on Multi-objective Assignment Method Based on NSGA-III Algorithm |
| LIU Xi， LI Xian， CHEN Wei， CONG Guangtao， LI Rufei |
| Shanghai Electro-Mechanical Engineering Institute， Shanghai 201109， China |
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Abstract The traditional task assignment algorithm mainly solves the single target optimization under the specific problem, which is difficult to adapt to the complex situation under the real battlefield cooperative strike task. In view of the above problem, this paper constructs a multi-objective optimization model of UAV task assignment by considering the factors such as flight path length, target strike effect, target value and weapon cost in the cooperative strike mission of UAV to determine the task assignment scheme based on NSGA-Ⅲ algorithm, and the Pareto optimal solution set is obtained. The simulation results show that the multi-objective task assignment model and its solution proposed in this paper can provide an effective and reliable diversified assignment for cooperative strike.
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Received: 25 December 2020
Published: 25 March 2021
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| [2] |
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| [7] |
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2021, Vol. 4 
