Scholarlink

In order to improve the problem of low efficiency of tactical rules relying on manual summarization in traditional behavior modeling, an intelligent modeling method of air combat behavior based on LLM is proposed. Under our existing air combat simulation framework, the reasoning ability of DeepSeek-R1-Distill-Qwen-7B model is used to output structured coding to support the reading and operation of behavior model. RAG retrieval enhancement generation and thinking chain are used to improve the output effect of the model. In addition, the rerank secondary re-ranking method is introduced in the similarity retrieval stage, and an indicator for evaluating the generation effect of structured html coding text is proposed. The results show that this method has good accuracy when processing a certain amount of situation information, improves the construction efficiency, and the simulation results have verified the effectiveness of the method.

错误：搜索内容不能为空，请输入英文关键词
错误：关键词超出字数限制，请精简
高级检索

Intelligent Modeling Method of Air Combat Behavior Based on LLM

  • 会议论文

  • 发表日期：

    2026年

查看全文
  • Zexi Yu,
  • Ni Li,
  • Guanghong Gong,
  • Yang Liu

摘要

In order to improve the problem of low efficiency of tactical rules relying on manual summarization in traditional behavior modeling, an intelligent modeling method of air combat behavior based on LLM is proposed. Under our existing air combat simulation framework, the reasoning ability of DeepSeek-R1-Distill-Qwen-7B model is used to output structured coding to support the reading and operation of behavior model. RAG retrieval enhancement generation and thinking chain are used to improve the output effect of the model. In addition, the rerank secondary re-ranking method is introduced in the similarity retrieval stage, and an indicator for evaluating the generation effect of structured html coding text is proposed. The results show that this method has good accuracy when processing a certain amount of situation information, improves the construction efficiency, and the simulation results have verified the effectiveness of the method.