光学精密工程2025，Vol.33Issue(4)：512-520,9.DOI:10.37188/OPE.20253304.0512
数据驱动的多模复合制导信息融合及其试验验证
Multimode composite guidance data fusion method and its experimental validation
摘要
Abstract
In order to improve the guidance accuracy and anti-jamming ability of optoelectronic precision guidance guides,a data-driven fusion method based on multimode composite optoelectronic guidance guides was established.First,the physical structure of the laser/millimeter-wave radar/infrared multi-mode composite precision guidance was analyzed.Then,the Lagrangian interpolation and coordinate transformation method was used to realize the multimode guidance data alignment.Finally,a multimode composite guidance information fusion method based on a novel Transformer model was proposed to real-ize the data fusion and interference identification of multimode composite guidance guides.In order to veri-fy the effectiveness of the proposed method,an experimental system of the guide head hang-flying was con-structed.The experimental results show that the multimode composite guidance information fusion meth-od can realize the fusion of multimode guidance in the data layer,and compared with the mutual covariance fusion method,the root-mean-square error is reduced by more than 22%,and the probability of capture when interfered with is increased from 71%to 91%,which greatly improves the accuracy of multimode guidance and the anti-interference ability,and can satisfy the practical needs of the multimode composite optoelectronic precision guidance application.关键词
多模复合制导/深度学习/数据融合/目标跟踪Key words
multimode composite guidance/deep learning/data fusion/target tracking分类
信息技术与安全科学引用本文复制引用
刘书信,吴辉,王代华,佘俊超..数据驱动的多模复合制导信息融合及其试验验证[J].光学精密工程,2025,33(4):512-520,9.基金项目
装发预先研究项目(No.41415030104) （No.41415030104）
