收稿日期: 2010-09-01
修回日期: 2010-11-03
网络出版日期: 2011-07-15
基金资助
国家部委预研基金资助
Technology of automatic data discrimination based on CLIPS expert system
Received date: 2010-09-01
Revised date: 2010-11-03
Online published: 2011-07-15
贺宇峰 , 赵光恒 , 吕从民 , 郭丽丽 . 基于CLIPS专家系统的自动数据判读方法[J]. 中国科学院大学学报, 2011 , 28(4) : 505 -513 . DOI: 10.7523/j.issn.2095-6134.2011.4.012
Considering the mass data and complex criterions of payload telemetry, we propose a technology of automatic discrimination for payload telemetry data based on C language integrated production system (CLIPS). This technology realizes not only the descriptions of complex discrimination rules by adopting the expert system language CLIPS but also the dynamic discrimination of telemetry data varying with the state of payloads by introducing finite state machine. Besides, we design the auxiliary learning algorithm of discrimination knowledge by mining rules from frequent patterns and improve the speed of discrimination by using reasoning mechanism of CLIPS. Thus this technology can meet the requirement of data discrimination for payload system test and flight control, and dramatically improves the efficiency and veracity of discrimination.It has been successfully applied to some satellite projects.
[1] Joseph C G, Gray D R. Expert systems principles and programming
[M].影印版.北京:电子工业出版社,2006.
[2] STB of NASA, CLIPS advanced programming guide
[S]. V6.22. 2004.
[3] STB of NASA, CLIPS interfaces guide
[S]. V6.22. 2004.
[4] Forgy C L. RETE: a fast algorithm for the many pattern/many object pattern match problem
[J]. Artificial Intelligence, 1982,19(1):17-37.
[5] Li Q D, Liu C R, Ren Z. Fast inference algorithm of launching decision-making expert system for launch vehicle
[J]. Journal of Beijing University of Aeronautics and Astronautics,2008,34(10):1228-1231 (in Chinese). 李清东,刘成瑞,任章.一种快速推理技术在发射决策系统中的应用
[J].北京航空航天大学学报,2008,34(10):1228-1231.
[6] Wu X, Zhao G H, Yu Y J, et al. Designing and realizing automatically diagnostic expert system for simulation test
[J]. Journal of System Simulation, 2005,17(12):3050-3052 (in chinese). 吴晓,赵光恒,于英杰,等.仿真测试自动判读专家系统的设计与实现
[J].系统仿真学报,2005,17(12):3050-3052.
[7] Ding Y X, Wang Q, Huang J H. The performance optimization of CLIPS // Ninth International Conference on Hybrid Intelligent Systems, 2009:417-421.
[8] Han J W,Kamber M. Data mining concepts and techniques
[M].影印版.北京:电子工业出版社, 2007.
[9] Luo X, Kezunovic M. An expert system for diagnosis of digital relay operation // Proceedings of the 13th International Conference on Intelligent Systems Application to Power Systems. 2005:175-180.
[10] Zhang W Y, Britton G A, Deng Y M, et al. EFDEX:A knowledge-based expert system for functional design of engineering systems
[J]. Engineering with Computer, 2001,17:339-353.
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