Tang Diyin, Yu Jinsong, Chen Xiongzi, et al. Globality-based uncorrelated linear extension of graph embedding for fault feature extraction[J]. Journal of Beijing University of Aeronautics and Astronautics, 2013, 39(3): 411-415. (in Chinese)
Citation: Qi Yi, Shen Shituan, Li Yihuaet al. Study for the best selection of rule conditions in automated extraction of fuzzy diagnostic rules[J]. Journal of Beijing University of Aeronautics and Astronautics, 2004, 30(06): 506-511. (in Chinese)

Study for the best selection of rule conditions in automated extraction of fuzzy diagnostic rules

  • Received Date: 25 Jan 2003
  • Publish Date: 30 Jun 2004
  • In the machine learning of fuzzy rules for the diagnostic expert systems, the best selection of rule conditions is one of the most important steps. A new fuzzy nearness function was proposed, and the overlap degree of the rule conditions was evaluated to get an evaluated matrix with this function. An algorithm of the best selection for rule conditions or test points based on the evaluated matrix was designed. The simulation shows that the number of rule conditions, which has to be learned, is decreased largely, consequently, the workload of learning is reduced too. Further more, the method of the best selection of test points can do well to the design of automatic test.

     

  • [1] Rajan V, Jie Ying, Chakrabarty S, et al. Machine learning algorithms for fault diagnosis in analog circuits[J]. IEEE Systems, Man, and Cybernetics, International Conference, 1998, 2:1874~1879 [2]Russo M. A genetic approach to fuzzy learning . Neuro-Fuzzy Systems International Symposium , 1996. 9~16 [3]Ziarko W, Ning Shan. Machine learning:rough sets perspective . Expert Systems for Development, Proceedings of International Conference , 1994.114~118 [4] 戎月莉. 计算机模糊控制原理及应用[M]. 北京:北京航空航天大学出版社,1995 Rong Yueli. The theory and application of computer fuzzy control[M]. Beijing:Beijing University of Aeronautics and Astronautics Press, 1995(in Chinese) [5] 姜德华,强茂山,周尚洁. 模糊数学在水电工程造价估算中的应用[J]. 水力发电学报,2000,(2):87~94 Jiang Dehua, Qiang Maoshan, Zhou Shangjie. Application of fuzzy math in cost estimate of hydro-electrical projects[J]. Journal of Hydroelectric Engineering, 2000,(2):87~94(in Chinese) [6] 黄文虎,夏松波,刘瑞岩.设备故障诊断原理、技术及应用[M]. 北京:科学出版社,1997. 174 Huang Wenhu, Xia Songbo, Liu Ruiyan. The theory, technology and application of the diagnosis of equipments[M]. Beijing:Science Press, 1997. 174(in Chinese) [7] 肖健华,吴今培,陈世权. 基于故障诊断专家数据库系统的模糊模式识别 . 模糊系统与数学,1999,13(1):41~46 Xiao Jianhua, Wu Jinpei, Chen Shiquan. An approach to fuzzy pattern recognition based on the database fault diagnosis expert system[J]. Fuzzy Systems and Mathematics, 1999, 13(1):41~46(in Chinese)
  • Relative Articles

    [1]YIN W Z,LIAN D P,LI K Y,et al. Manipulator force/position hybrid control based on staged adaptation[J]. Journal of Beijing University of Aeronautics and Astronautics,2025,51(1):161-166 (in Chinese). doi: 10.13700/j.bh.1001-5965.2022.0955.
    [2]SHI T X,CHEN L S,LI T S,et al. Distributed adaptive anti-disturbance control for power systems based on multi-agents[J]. Journal of Beijing University of Aeronautics and Astronautics,2024,50(5):1685-1692 (in Chinese). doi: 10.13700/j.bh.1001-5965.2022.0496.
    [3]SUN X Y,SHEN Q,WU S F. Output regulation adaptive drag-free control with enhanced Kinky Inference[J]. Journal of Beijing University of Aeronautics and Astronautics,2024,50(5):1604-1613 (in Chinese). doi: 10.13700/j.bh.1001-5965.2022.0504.
    [4]MA Z W,BAI H,CHEN H B,et al. RBF neural network robust adaptive control of quadrotor aircraft[J]. Journal of Beijing University of Aeronautics and Astronautics,2024,50(5):1620-1628 (in Chinese). doi: 10.13700/j.bh.1001-5965.2022.0595.
    [5]FAN Zhi-wen, SONG Xiao-juan, LU: Shu-feng, YUE Bao-zeng. Fixed-time sliding mode fault-tolerant control for liquid-filled spacecraft[J]. Journal of Beijing University of Aeronautics and Astronautics. doi: 10.13700/j.bh.1001-5965.2023.0736
    [6]LU Zheng-liang, XIE Hao-dong, NI Tao, XU Hao. Research on attitude compound control technology for Micro/Nanosatellite maneuvering segment[J]. Journal of Beijing University of Aeronautics and Astronautics. doi: 10.13700/j.bh.1001-5965.2023.0688
    [7]ZHANG Y,YU H,YANG X X,et al. Adaptive group formation tracking-containment control for UAV swarm[J]. Journal of Beijing University of Aeronautics and Astronautics,2024,50(1):97-109 (in Chinese). doi: 10.13700/j.bh.1001-5965.2022.0264.
    [8]SUN X M,MA X,LIU Y,et al. Adaptive sliding mode region reaching control for uncertain nonlinear systems[J]. Journal of Beijing University of Aeronautics and Astronautics,2024,50(8):2482-2491 (in Chinese). doi: 10.13700/j.bh.1001-5965.2022.0647.
    [9]LIU S Y,YANG H L,ZHANG Z G,et al. Vibration control of flexible spacecraft with output constraints and external disturbances[J]. Journal of Beijing University of Aeronautics and Astronautics,2024,50(5):1560-1567 (in Chinese). doi: 10.13700/j.bh.1001-5965.2022.0622.
    [10]CAI H,SHI P. Attitude control method for flexible spacecraft based on LPV model[J]. Journal of Beijing University of Aeronautics and Astronautics,2024,50(12):3921-3929 (in Chinese). doi: 10.13700/j.bh.1001-5965.2022.0880.
    [11]JIN L,YANG S L. Fault-tolerant control of spacecraft attitude with prescribed performance based on reinforcement learning[J]. Journal of Beijing University of Aeronautics and Astronautics,2024,50(8):2404-2412 (in Chinese). doi: 10.13700/j.bh.1001-5965.2022.0666.
    [12]LIU H,HUANG S,TU H Y. Quadrotor sliding mode control based on predefined time[J]. Journal of Beijing University of Aeronautics and Astronautics,2024,50(5):1665-1674 (in Chinese). doi: 10.13700/j.bh.1001-5965.2022.0481.
    [13]LIU Y,ZHOU J P,ZHANG X T. Application and prospect of additive manufacturing technology in manned space engineering[J]. Journal of Beijing University of Aeronautics and Astronautics,2023,49(1):83-91 (in Chinese). doi: 10.13700/j.bh.1001-5965.2022.0455.
    [14]TANG Z Y,MA F Y,PEI Z C. Improved PSO-RBF neural network adaptive sliding mode control for quadrotor systems[J]. Journal of Beijing University of Aeronautics and Astronautics,2023,49(7):1563-1572 (in Chinese). doi: 10.13700/j.bh.1001-5965.2021.0477.
    [15]DENG B H,XU J F. Active disturbance rejection control of attitude of compound unmanned helicopter[J]. Journal of Beijing University of Aeronautics and Astronautics,2023,49(11):3100-3107 (in Chinese). doi: 10.13700/j.bh.1001-5965.2021.0788.
    [16]YAN H B,XU W B,HUANG L E. Design of quadrotor attitude controller based on improved ADRC[J]. Journal of Beijing University of Aeronautics and Astronautics,2023,49(12):3283-3292 (in Chinese). doi: 10.13700/j.bh.1001-5965.2022.0129.
    [17]LI C,HE Y Z,HU Y. Characteristic model control of nutation target contact detumbling[J]. Journal of Beijing University of Aeronautics and Astronautics,2023,49(11):2977-2988 (in Chinese). doi: 10.13700/j.bh.1001-5965.2021.0798.
    [18]FU H Q,WU S F,LIU M L,et al. Disturbance-observer based adaptive control for space inertial sensor[J]. Journal of Beijing University of Aeronautics and Astronautics,2023,49(10):2799-2806 (in Chinese). doi: 10.13700/j.bh.1001-5965.2021.0734.
    [19]WANG S Y,ZHANG J,YANG L Y. Attitude control law based on L1-ITD for a tail-sitter UAV[J]. Journal of Beijing University of Aeronautics and Astronautics,2023,49(9):2501-2509 (in Chinese). doi: 10.13700/j.bh.1001-5965.2021.0681.
    [20]WANG T,JIAO H C,LIU J,et al. Design of attitude control method for ultra-low-orbit satellite with pneumatic steering gear[J]. Journal of Beijing University of Aeronautics and Astronautics,2023,49(3):548-558 (in Chinese). doi: 10.13700/j.bh.1001-5965.2021.0265.
  • Created with Highcharts 5.0.7Amount of accessChart context menuAbstract Views, HTML Views, PDF Downloads StatisticsAbstract ViewsHTML ViewsPDF Downloads2024-062024-072024-082024-092024-102024-112024-122025-012025-022025-032025-042025-0505101520
    Created with Highcharts 5.0.7Chart context menuAccess Class DistributionFULLTEXT: 19.2 %FULLTEXT: 19.2 %META: 78.8 %META: 78.8 %PDF: 2.0 %PDF: 2.0 %FULLTEXTMETAPDF
    Created with Highcharts 5.0.7Chart context menuAccess Area Distribution其他: 2.7 %其他: 2.7 %其他: 0.7 %其他: 0.7 %Canton: 0.3 %Canton: 0.3 %China: 0.2 %China: 0.2 %上海: 0.3 %上海: 0.3 %北京: 2.8 %北京: 2.8 %十堰: 0.3 %十堰: 0.3 %南通: 0.2 %南通: 0.2 %台北: 0.2 %台北: 0.2 %台州: 0.3 %台州: 0.3 %哥伦布: 0.3 %哥伦布: 0.3 %天津: 0.3 %天津: 0.3 %广州: 0.2 %广州: 0.2 %张家口: 2.0 %张家口: 2.0 %成都: 0.2 %成都: 0.2 %新乡: 0.5 %新乡: 0.5 %杭州: 0.3 %杭州: 0.3 %江门: 0.2 %江门: 0.2 %淮南: 0.2 %淮南: 0.2 %深圳: 8.6 %深圳: 8.6 %湖州: 0.2 %湖州: 0.2 %漯河: 0.3 %漯河: 0.3 %潍坊: 0.3 %潍坊: 0.3 %石家庄: 2.8 %石家庄: 2.8 %芒廷维尤: 12.1 %芒廷维尤: 12.1 %芝加哥: 0.2 %芝加哥: 0.2 %衢州: 0.2 %衢州: 0.2 %西宁: 62.0 %西宁: 62.0 %西安: 0.2 %西安: 0.2 %郑州: 0.5 %郑州: 0.5 %长沙: 0.3 %长沙: 0.3 %青岛: 0.2 %青岛: 0.2 %其他其他CantonChina上海北京十堰南通台北台州哥伦布天津广州张家口成都新乡杭州江门淮南深圳湖州漯河潍坊石家庄芒廷维尤芝加哥衢州西宁西安郑州长沙青岛

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索

    Article Metrics

    Article views(4109) PDF downloads(7) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return