期刊文献+

基于支持度D-S证据理论与模糊积分的多源节点簇信息时空融合

Spatial-Temporal Information Fusion for Multi-Source Node Cluster Based on D-S Evidential Theory and Fuzzy Integral of Support Degree
下载PDF
导出
摘要 为了获得传感器网络中监测目标的准确状态,需要同时考虑多源节点簇信息融合的时间性和空间性.本文提出了一种多源传感器信息的时空两级融合结构.对同一时刻多源节点簇信息,利用D-S证据理论和支持度进行空间融合,对经空间融合后的时间序列,利用模糊积分、支持度和遗传算法进行时间上的信息融合.仿真实验表明,据此形成的分布式多源节点簇信息融合系统具有目标探测能力、抗干扰能力和容错能力. In order to receive fully the accurate habitus of acquiring information of the measure object in sensor networks, the spatial and temporal characteristics must be taken into account in the organization of the multi-source node cluster information fusion. A spatial-temporal two-layer late-model is depicted. Using D-S evidence theory and support degree fused the input information measured by different sensors from the space domain. And then using fuzzy integral, support degree and genetic algorithm fused the result of the space domain fused in a relative time domain, and decision-making is also clone by a rule of decision-making rules. The distributed multi-source node cluster information fusion system can improve the capability for object detection, resisting the environmental disturbance and fault-tolerance from the simulation result.
出处 《传感技术学报》 CAS CSCD 北大核心 2006年第6期2727-2731,共5页 Chinese Journal of Sensors and Actuators
基金 武器装备预研基金项目资助(51419050104JB3204) 陕西省自然科学基金资助(2005F22) 空军工程大学工程学院优秀学位论文创新基金项目资助(BC0507)
关键词 传感器网络 时空融合 D-S证据理论 模糊积分 支持度 sensor networks spatial-temporal fusion D-S evidence theory fuzzy integral support degree
  • 相关文献

参考文献7

二级参考文献43

  • 1孙勇,张劼,景博.一种改善分布式参数检测数据性能的新方法[J].电测与仪表,2004,41(6):8-10. 被引量:6
  • 2郁文贤,雍少为,郭桂蓉.多传感器信息融合技术述评[J].国防科技大学学报,1994,16(3):1-11. 被引量:157
  • 3敬忠良,杨永胜,李建勋,戴冠中.基于模糊神经网络和D-S推理的智能特征信息融合研究[J].信息与控制,1997,26(2):107-111. 被引量:15
  • 4韩雁飞.目标识别的D—S融合算法[J].现代防御技术,2001,29(4):46-50.
  • 5WANG Yang, ZHENG Qin-Bo, ZHANG Jun-Ping, Target classification of the data fusion in multichannel using Dempster-Shafer method[J]. Journal of Infrared Millimeter Waves(汪洋,郑亲波,张钧屏.用证据理论方法进行多波段数据融合
  • 6LI Qiu-Hua, LI Ji-Cheng, SHEN Zhen-Kang, et al. A kind of method for IR small target recognition based on multi-sensors spatio-temporal information fusion[J], Journal of Infrared Millimeter Waves(李秋华,李吉成,沈振康等.
  • 7Dempster A P. Upper and lower probabilities induced by a multi-valued mapping[J]. Annual Math Statist, 1967, 38(4): 325-339
  • 8Shafer G. A Mathematical Theory of Evidence[M]. Princeton University. Press, Princeton, 1976
  • 9Yang J B. Singh M G. An evidential reasoning approach for multiple-attributed decision making with uncertainty[J]. IEEE Transaction on System, Man and Cybernetics, 1994, 24(1): 1-18
  • 10Yang J, Sen P. A general multilevel evaluation process for hybrid MADM with uncertainty[J]. IEEE Transaction on System, Man and Cybernetics, 1994, 24(10): 1458-1473

共引文献331

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部