Data Compression Issues with Pattern Matching in Historical Data

Proceedings of the American Control Conference

Volumn 5, Issue , 2003, Pages 3696-3701

  Singhal, Ashish ^a,b   Seborg, Dale E ^a  

^a University of California   (United States)

^b JOHNSON CONTROLS INC   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; DATA COMPRESSION; DATA REDUCTION; INTERPOLATION; PATTERN MATCHING; PIECEWISE LINEAR TECHNIQUES; WAVELET TRANSFORMS;

DATA RECONSTRUCTION;

PROCESS CONTROL;

EID: 0142169335     PISSN: 07431619     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (14)

1. Singhai, A. and Seborg, D. E. Pattern Matching in Multivariate Time Series Databases Using a Moving Window Approach. Ind. Eng. Chem. Res., 2002. 41, 3822-3838.
2. Hale, J. C. and Sellars, H. L. Historical Data Recording For Process Computers. Chemical Eng. Prog., 1981. 77(11), 38-43.
3. Kennedy, J. P. Building an Industrial Desktop. Chemical Engr., 1996. 703(1), 82-86.
4. Bristol, E. H. Swinging Door Trending: Adaptive Trend Recording? In Advances in Instrumentation and Control, volume 45. Instrument Society of America, Research Triangle Park, NC, 1990 749-754.
5. Mah, R. S. H.; Tamhane, A. C.; Tung, S. H. and Patel, A. N. Process Trending With Piecewise Linear Smoothing. Comput. Chem. Engr., 1995. 19, 129-137.
6. Bakshi, B. R. and Stephanopoulos, G. Compression of Chemical Process Data Through Functional Approximation and Feature Extraction. AIChE J., 1996. 42, 477-492.
7. Misra, M.; Kumar, S.; Qin, S. J. and Seemann, D. Error Based Criterion for On-Line Wavelet Data Compression. J. Process Control, 2001. 11, 717-731.
8. Watson, M. J.; Liakopoulos, A.; Brzakovic, D. and Georgakis, C. A Practical Assessment of Process Data Compression Techniques. Ind. Eng. Chem. Res., 1998. 37, 267-274.
9. Nelson, P. R. C.; Taylor, P. A. and MacGregor, J. F. Missing Data Methods in PCA and PLS: Score Calculations with Incomplete Observations. Chemometrics and Intel. Lab. Syst., 1996. 19, 45-65.
10. Roweis, S. EM Algorithms for PCA and SPCA. In Neural Information Processing Systems 11 (NIPS'98). 1997 626-632.
11. Singhal, A. Pattern Matching in Multivariate Time-Series Data. Ph.D. Dissertation, University of California, Santa Barbara, CA, 2002.
12. Krzanowski, W. J. Between-Groups Comparison of Principal Components. J. Amer. Stat. Assoc., 1979. 74(367), 703-707.
13. Russo, L. P. and Bequette, B. W. Effect of Process Design on the Open-Loop Behavior of a Jacketed Exothermic CSTR. Comput. Chem. Eng., 1996. 20, 417-426.
14. Johannesmeyer, M. G; Singhal, A. and Seborg, D. E. Pattern Matching in Historical Data. AIChE J., 2002. 48, 2022-2038.