期刊文献+

基于正交小波变换的化工生产过程数据分析 被引量:2

Chemical Process Data Analysis Based on Orthonormal Wavelet Transform
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摘要 利用正交小波变换的时频分析及多尺度特点,基于函数逼近以及函数奇性分析的原理,提出了化工生产过程数据压缩及突变信号检测算法,理论分析和仿真研究证实了所提算法的可行性和有效性。 With the timefrequency and multi-scale characters of orthonormal wavelet transform, a new algorithm of data compression and singularity detection was proposed. The theoritical analysis and simulation results showed that it was feasible and effective.
出处 《华东理工大学学报(自然科学版)》 CAS CSCD 北大核心 1998年第2期192-197,234,共7页 Journal of East China University of Science and Technology
基金 国家自然科学基金
关键词 小波变换 函数逼近 数据压缩 化工过程 wavelet transform functional approximation data compression singularity detection real-time
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参考文献2

  • 1赵众,硕士学位论文,1995年
  • 2李世雄,小波变换和反演数学基础,1994年,56页

同被引文献19

  • 1Watson MJ. Antonios liakopoulos, dragana hrzakovic, christos georgakis. Wavelet techniques in the compression of process data. Proceedings of the American Control Conference, Seattle, Washington,June, 1995:1265 - 1269.
  • 2Watson MJ. Antonios Liakopoulos. Dragana Brzakovic and Christos Georgakis. A practical assessment of process data compression techniques. Ind Eng Chem Ras, 1998, 37 ( 1 ) :267 - 274.
  • 3Wang HQ, Gao YC and Song Kai. NN-PLS based on-line component soft-analyzer for Tennessee Eastman Process. Proceedings of the 5th World Congress on Intelligent Control and Automation, Hangzhou, PR China, 2004:3653 - 3657.
  • 4William L. Luyben, Bjorn D. Tyreus, Michael L. Luyben, Plant-wide Process Control. McGraw-Hill Companies, Inc, 1998.
  • 5Misra M, Kumar S, Qin SJ and Seemann D. On-line data compression and error analysis using wavelet technology. AIChE J, 2000,46(1) :119 - 132.
  • 6Bhavik R. Bakshi. George Stephanopoulos. Compression of chemical process data by functional approximation and feature extraction.AIChE J, 1996, 42(2) :477 -492.
  • 7Nina F. Thornhill, M. A. A. Shoukat Choudhury, Sirish L. Shah,The impact of compression on data-driven process analyses. Journal of Process Control, 2004, 14:389 - 398.
  • 8Sidney Burrus, Ramesh A. Gopinath and Haitao Guo. Introduction to wavelets and wavelet transforms. Prentice Hall ine, 1998.
  • 9Misra M, Kumar S, Qin SJ and Seemann D. Error based criterion for on-line wavelet data compression. Journal of Process Control,2001, 11:717 -731.
  • 10Nina F.Thornhill,M.A.A.Shoukat Choudhury,Sirish L.Shah,The impact of compression on data-driven process analyses [J].Journal of Process Control,2004,Vol.(14):389-398.

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