基于贝叶斯网络的毁伤效果评估研究Study on battle damage assessment based on Bayesian network
彭易锦
摘要(Abstract)：
针对传统基于经验和规则的毁伤评估系统的不足,提出一种基于贝叶斯网络的毁伤效果评估方法。该方法包括毁伤特征提取、毁伤评估建模、证据建模与转换、贝叶斯网络推理四个步骤,并重点分析了从目标特征到毁伤证据的转换问题。最后,搭建毁伤评估演示系统进行验证,大量测试数据的毁伤评估结果表明该方法的有效性和可行性。
关键词(KeyWords)： 图像;贝叶斯网络;毁伤评估;证据转换;特征提取;证据建模
基金项目(Foundation):
作者(Author): 彭易锦
DOI: 10.16652/j.issn.1004-373x.2018.11.006
参考文献(References)：
- [1]马波.基于图像分析的机场打击效果评估研究[D].武汉:华中科技大学,2004.MA Bo.Automatic battle damage assessment of airports based on image analysis[D].Wuhan:Huazhong University of Science&Technology,2004.
- [2]宛苏成.基于高分辨率SAR图像打击效果评估研究与实现[D].南京:南京航空航天大学,2010.WAN Sucheng.Research and implementation of high resolution SAR image battle damage assessment[D].Nanjing:Nanjing University of Aeronautics and Astronautics,2010.
- [3]MA Zhijun,SHI Quan,LI Bin.Battle damage assessment based on Bayesian network[J].IEEE computer society,2007(2):388-391.
- [4]陈麒,祝明波,刘旭东.基于图像的打击效果评估研究综述[J].舰船电子工程,2013,33(4):10-12.CHEN Qi,ZHU Mingbo,LIU Xudong.Summarized of battle damage assessment based on image[J].Ship electronic engineering,2013,33(4):10-12.
- [5]苏娟,鲜勇,刘代志.基于图像变化检测的打击效果自动评估算法[J].火力与指挥控制,2008,33(4):134-137.SU Juan,XIAN Yong,LIU Daizhi.An automatic battle damage assessment system based on image change detection[J].Fire control and command control,2008,33(4):134-137.
- [6]尤晓建,韩雪梅.高分辨率光学图像目标打击效果评估系统研究[J].信息技术,2010,34(5):92-95.YOU Xiaojian,HAN Xuemei.Study on attack effect assessment based on high resolution optical remote sensing image[J].Information technology,2010,34(5):92-95.
- [7]马志军,贾希胜,陈丽.基于贝叶斯网络的目标毁伤效果评估研究[J].兵工学报,2008,29(12):1509-1513.MA Zhijun,JIA Xisheng,CHEN Li.Battle damage assessment based on Bayesian network[J].Acta armamentarii,2008,29(12):1509-1513.
- [8]程浩,谢鹏翔,郝艳红.基于贝叶斯网络的毁伤评估模型[J].兵工自动化,2010,29(4):63-65.CHENG Hao,XIE Pengxiang,HAO Yanhong.Model of damage assessment based on Bayesian networks[J].Ordnance industry automation,2010,29(4):63-65.
- [9]厉海涛,金光,周经伦,等.贝叶斯网络推理算法综述[J].系统工程与电子技术,2008,30(5):935-939.LI Haitao,JIN Guang,ZHOU Jinglun,et al.Survey of Bayesian network inference algorithms[J].Systems engineering and electronics,2008,30(5):935-939.
- [10]陈和彬,梁瑶臻.基于图像变化检测的舰船毁伤信息提取问题研究[J].舰船电子工程,2010,30(4):72-75.CHEN Hebin,LIANG Yaozhen.Research on naval vessels damage information extraction based on image change detection[J].Ship electronic engineering,2010,30(4):72-75.