Sen Lei’s scientific contributions

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Publications (1)


Research on Missile Intelligent Penetration Based on Deep Reinforcement Learning
  • Article
  • Full-text available

August 2020

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112 Reads

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2 Citations

Journal of Physics Conference Series

Sen Lei

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YongLin Lei

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Penetration capability is one of the most critical measures for assessing the effectiveness of missile systems. In the face of an increasingly sophisticated antimissile system, this article explores the use of artificial intelligence to achieve missile intelligent penetration. The applicability of the deep reinforcement learning method to the missile intelligent penetration problem is elaborated. The Actor-Critic deep reinforcement learning algorithm is studied. The deep reinforcement learning environment model for the missile penetration scenario is developed based on the generic combat effectiveness simulation system, WESS. A multi-sample collaborative training method is designed. On this basis, a missile intelligent penetration training system framework based on WESS and deep reinforcement learning is proposed to guide the missile penetration intelligence learning.

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Citations (1)


... Recently, with the improvement of the computing ability of computer, the artificial intelligence have been developed rapidly [6], investigations on theory and applications of reinforcement learning (RL) [7][8][9][10][11][12][13] is very important. In order to obtain the best operating action of the whole system, the RL can make the intelligent agent to select the behaviors which can gain the maximum reward of the environment state by learning the mappings from the environmental states to the behaviors. ...

Reference:

Online intelligent maneuvering penetration methods of missile with respect to unknown intercepting strategies based on reinforcement learning
Research on Missile Intelligent Penetration Based on Deep Reinforcement Learning

Journal of Physics Conference Series