期刊文献+

基于改进遗传算法优化的模糊神经网络在火灾探测中的应用 被引量:2

Application of Fuzzy Neural Networks in Fire Detection Based on Genetic Algorithms optimized
下载PDF
导出
摘要 针对火灾报警系统中存在的漏报、误报问题,提出了基于改进遗传算法优化的模糊神经网络信息处理方法对火灾信号进行识别。旨在提高系统报警准确率,降低漏报率。该算法通过仿真实验,结果表明报警的准确率有明显提高;同时,优化后的网络可靠性和泛化能力都有所提高,证明了这一方法的可行性。 This paper proposes the fire detection algorithms based on GA optimum fuzzy neural networks information processing Algorithms. The purpose is to enhance accurately the ratio of alarm and lower false alarm. Simulation and experimental results indicate that the algorithm is very effective to put up accurately ratio of alarm; simultaneous reliable and adequate of networks are all improved.
出处 《装备制造技术》 2008年第4期42-44,共3页 Equipment Manufacturing Technology
关键词 遗传算法 模糊神经网络 优化 火灾探测 识别 Genetic algorithms Fuzzy neural networks Optimum Fire detection Identification
  • 相关文献

参考文献8

  • 1王殊,窦征.火灾探测及其信号处理[M].武汉:华中理工大学出版社,1999.
  • 2Yoshiaki Okayama. Approch to Detection of Fires in Their Very Stage by Odor Sensor and Neural Net [J]. Fire Safety Science-Proceedings of the Third International Sympsium. 1991,955-964
  • 3Chi-Hsu Wang, Han-Lei Liu and Chin-Teng Lin. Dynamic Optimal Learning Rates of a Certain Class of Fuzzy Neural Networks and its Applications with Genetic Algorithm [J]. IEEE Transaction on Systems, Man, and Cybemeties-Part B: Cybemeties. 2001,31 ( 3 ) : 467-475
  • 4柴毅,尹宏鹏,李大杰,张可.基于改进遗传算法的BP神经网络自适应优化设计[J].重庆大学学报(自然科学版),2007,30(4):91-96. 被引量:29
  • 5Kung Set al. Neural Networks for Intelligent Multimedia Processing[J]. Proc IEEE, 1998, (86): 1244-1272.
  • 6Sarkav D. Methods to Speed up Error BP Learning Algorithm [J]. ACM Computing Survey, 1995, (27) :519-592.
  • 7Widrow Bet al.Neural Networks Application in Industry [C]. Business and Science Communcatlon of the ACM, 1994, (37) :93-105.
  • 8Thuillard M.New Methods for Reducing the Number of False Alarms in Fire Detection Systems[J]. Fire Technology, 1994, (2):250-268.

二级参考文献4

  • 1GOLDBERG D Genetic Algorithms in Search, Optimization and Machine Learn [ M ]. London: Addison-Wesley Publishing Company Inc, 1990.
  • 2DJ MONTANA, L Da Training Feedforward Neural Networks Using Genetic Algorithms [ C ] //Proceedings 11 ^th International Joint Conference on Artificial Intelligence. Detroit MI:Morgan Kaufman,San Mateo CA: 1989. 762-767.
  • 3H K/TANO. Emirical Studies on the Speed of Convergence of Neural Network Training using Genetic Algorithms [ C ] //Proceeding 8^th JMJT National Conference in Arificial Intelligence, 1990 ,Boston MASS, 1990:789-796.
  • 4H K/TANO. Empirical Studies on the Speed of Convergence of Neural Network Training using Genetic Algorithms [ C ] //Proccedings 8^th JMIT National Conference in Artificial Intelligence. Boston MASS, 1990 : 789-796.

共引文献28

同被引文献10

引证文献2

二级引证文献3

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