메뉴 건너뛰기




Volumn 19, Issue 9, 2009, Pages 1546-1557

A multiscale empirical modeling framework for system identification

Author keywords

Empirical modeling; Multiscale modeling; Wavelets

Indexed keywords

EMPIRICAL MODELING; INPUT VARIABLES; MULTI-SCALE DECOMPOSITION; MULTI-SCALE MODELING; MULTI-SCALE SYSTEM; MULTISCALES; ONLINE USE; OUTPUT VARIABLES; RECEDING HORIZON; SCALE SYSTEM; SLIDING WINDOW; SYSTEM IDENTIFICATIONS; TIME-SCALES;

EID: 72049098790     PISSN: 09591524     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jprocont.2009.07.010     Document Type: Article
Times cited : (28)

References (82)
  • 1
    • 0037293194 scopus 로고    scopus 로고
    • Exploring complex systems in chemical engineering - the multi-scale methodology
    • Li J., and Kwauk M. Exploring complex systems in chemical engineering - the multi-scale methodology. Chem. Eng. Sci. 58 (2003) 521-535
    • (2003) Chem. Eng. Sci. , vol.58 , pp. 521-535
    • Li, J.1    Kwauk, M.2
  • 2
    • 17644413833 scopus 로고    scopus 로고
    • Multi-scale modeling and analysis of an industrial hvof thermal spray process
    • Li M., and Christofides P.D. Multi-scale modeling and analysis of an industrial hvof thermal spray process. Chem. Eng. Sci. 60 (2005) 3649-3669
    • (2005) Chem. Eng. Sci. , vol.60 , pp. 3649-3669
    • Li, M.1    Christofides, P.D.2
  • 3
    • 2342460875 scopus 로고    scopus 로고
    • Managing complex systems: some trends for the future of chemical and process engineering
    • Charpentier J.C., and McKenna T.F. Managing complex systems: some trends for the future of chemical and process engineering. Chem. Eng. Sci. 59 (2004) 1617-1640
    • (2004) Chem. Eng. Sci. , vol.59 , pp. 1617-1640
    • Charpentier, J.C.1    McKenna, T.F.2
  • 5
    • 34547928124 scopus 로고    scopus 로고
    • Correlation between neural spike trains increases with firing rate
    • de la Rocha J., Doiron B., Shea-Brown E., Josić K., and Reyes A. Correlation between neural spike trains increases with firing rate. Nature 448 (2007) 802-806
    • (2007) Nature , vol.448 , pp. 802-806
    • de la Rocha, J.1    Doiron, B.2    Shea-Brown, E.3    Josić, K.4    Reyes, A.5
  • 6
    • 36849039429 scopus 로고    scopus 로고
    • A hierarchy of timescales in protein dynamics is linked to enzyme catalysis
    • Henzler-Wildman K.A., Lei M., Thai V., Kerns S.J., Karplus M., and Kern D. A hierarchy of timescales in protein dynamics is linked to enzyme catalysis. Nature 450 (2007) 913-916
    • (2007) Nature , vol.450 , pp. 913-916
    • Henzler-Wildman, K.A.1    Lei, M.2    Thai, V.3    Kerns, S.J.4    Karplus, M.5    Kern, D.6
  • 7
    • 10044222036 scopus 로고    scopus 로고
    • Multiscale systems engineering with application to chemical reaction processes
    • Braatz R.D., Alkire R.C., Rusli E., and Drews T.O. Multiscale systems engineering with application to chemical reaction processes. Chem. Eng. Sci. 59 (2004) 5623-5628
    • (2004) Chem. Eng. Sci. , vol.59 , pp. 5623-5628
    • Braatz, R.D.1    Alkire, R.C.2    Rusli, E.3    Drews, T.O.4
  • 11
    • 0035008202 scopus 로고    scopus 로고
    • 2d Wavelet analysis and compression of on-line industrial process data
    • Trygg J., Kettaneh-Wold N., and Wallbäcks L. 2d Wavelet analysis and compression of on-line industrial process data. J. Chemom. 15 (2001) 299-319
    • (2001) J. Chemom. , vol.15 , pp. 299-319
    • Trygg, J.1    Kettaneh-Wold, N.2    Wallbäcks, L.3
  • 12
    • 0032118892 scopus 로고    scopus 로고
    • Multiscale pca with application to multivariate statistical process control
    • Bakshi B.R. Multiscale pca with application to multivariate statistical process control. AIChE J. 44 7 (1998) 1596-1610
    • (1998) AIChE J. , vol.44 , Issue.7 , pp. 1596-1610
    • Bakshi, B.R.1
  • 13
    • 33744815945 scopus 로고    scopus 로고
    • Multiscale statistical process control with multiresolution data
    • Reis M.S., and Saraiva P.M. Multiscale statistical process control with multiresolution data. AIChE J. 52 6 (2006) 2107-2119
    • (2006) AIChE J. , vol.52 , Issue.6 , pp. 2107-2119
    • Reis, M.S.1    Saraiva, P.M.2
  • 14
    • 42549172648 scopus 로고    scopus 로고
    • Multiscale statistical process control of paper surface profiles
    • Reis M.S., and Saraiva P.M. Multiscale statistical process control of paper surface profiles. Qual. Technol. Quantitat. Manage. 3 3 (2006) 263-282
    • (2006) Qual. Technol. Quantitat. Manage. , vol.3 , Issue.3 , pp. 263-282
    • Reis, M.S.1    Saraiva, P.M.2
  • 16
    • 0030145334 scopus 로고    scopus 로고
    • Application of wavelet packet transform in pattern recognition of near-ir data
    • Walczak B., van den Bogaert V., and Massart D.L. Application of wavelet packet transform in pattern recognition of near-ir data. Anal. Chem. 68 (1996) 1742-1747
    • (1996) Anal. Chem. , vol.68 , pp. 1742-1747
    • Walczak, B.1    van den Bogaert, V.2    Massart, D.L.3
  • 17
    • 2342584673 scopus 로고    scopus 로고
    • Application of a wavelet-based algorithm on hs-spme/gc signals for the classification of balsamic vinegars
    • Cocchi M., Durante C., Foca G., Manzini D., Marchetti A., and Ulrici A. Application of a wavelet-based algorithm on hs-spme/gc signals for the classification of balsamic vinegars. Chemom. Intell. Lab. Syst. 71 (2004) 129-140
    • (2004) Chemom. Intell. Lab. Syst. , vol.71 , pp. 129-140
    • Cocchi, M.1    Durante, C.2    Foca, G.3    Manzini, D.4    Marchetti, A.5    Ulrici, A.6
  • 18
    • 33444460255 scopus 로고    scopus 로고
    • Adaptive multiscale methods for the solution of dynamic optimization problems, vol
    • T. Binder, Adaptive multiscale methods for the solution of dynamic optimization problems, vol. PhD, RWTH Aachen University, 2002.
    • (2002) PhD, RWTH Aachen University
    • Binder, T.1
  • 19
    • 0030876584 scopus 로고    scopus 로고
    • An introduction to wavelet transforms for chemometricians: a time-frequency approach
    • Alsberg B.K., Woodward A.M., and Kell D.B. An introduction to wavelet transforms for chemometricians: a time-frequency approach. Chemom. Intell. Lab. Syst. 37 (1997) 215-239
    • (1997) Chemom. Intell. Lab. Syst. , vol.37 , pp. 215-239
    • Alsberg, B.K.1    Woodward, A.M.2    Kell, D.B.3
  • 23
    • 0000307067 scopus 로고    scopus 로고
    • Multiscale analysis and modeling using wavelets
    • Bakshi B.R. Multiscale analysis and modeling using wavelets. J. Chemom. 13 (1999) 415-434
    • (1999) J. Chemom. , vol.13 , pp. 415-434
    • Bakshi, B.R.1
  • 24
    • 0028466653 scopus 로고
    • Wavelet representations of stochastic processes and multiresolution stochastic models
    • Dijkerman R.W., and Mazumdar R.R. Wavelet representations of stochastic processes and multiresolution stochastic models. IEEE Trans. Signal Process. 42 7 (1994) 1640-1652
    • (1994) IEEE Trans. Signal Process. , vol.42 , Issue.7 , pp. 1640-1652
    • Dijkerman, R.W.1    Mazumdar, R.R.2
  • 28
    • 72049128976 scopus 로고    scopus 로고
    • O. Karsligil, Multiscale Modeling and Model Predictive Control of Processing Systems, Department of Chemical Engineering, PhD, MIT, 2000.
    • O. Karsligil, Multiscale Modeling and Model Predictive Control of Processing Systems, Department of Chemical Engineering, vol. PhD, MIT, 2000.
  • 29
    • 0032915474 scopus 로고    scopus 로고
    • A multiscale model predictive control strategy
    • Krishnan A., and Hoo K.A. A multiscale model predictive control strategy. Ind. Eng. Chem. Res. 38 (1999) 1973-1986
    • (1999) Ind. Eng. Chem. Res. , vol.38 , pp. 1973-1986
    • Krishnan, A.1    Hoo, K.A.2
  • 30
    • 0034661201 scopus 로고    scopus 로고
    • A multiscale, Baysean and error-in-variables approach for linear dynamic data rectification
    • Ungarala S., and Bakshi B.R. A multiscale, Baysean and error-in-variables approach for linear dynamic data rectification. Comput. Chem. Eng. 24 (2000) 445-451
    • (2000) Comput. Chem. Eng. , vol.24 , pp. 445-451
    • Ungarala, S.1    Bakshi, B.R.2
  • 31
    • 0032000632 scopus 로고    scopus 로고
    • Wavelet-based modulation in control-relevant process identification
    • Carrier J.F., and Stephanopoulos G. Wavelet-based modulation in control-relevant process identification. AIChE J. 44 2 (1998) 341-360
    • (1998) AIChE J. , vol.44 , Issue.2 , pp. 341-360
    • Carrier, J.F.1    Stephanopoulos, G.2
  • 32
    • 0030104416 scopus 로고    scopus 로고
    • Process identification using discrete wavelet transforms: design of prefilters
    • Plavajjhala S., Motard R.L., and Joseph B. Process identification using discrete wavelet transforms: design of prefilters. AIChE J. 42 3 (1996) 777-790
    • (1996) AIChE J. , vol.42 , Issue.3 , pp. 777-790
    • Plavajjhala, S.1    Motard, R.L.2    Joseph, B.3
  • 33
    • 0027807710 scopus 로고
    • Time-varying system identification and model validation using wavelets
    • Tsatsanis M.K., and Giannakis G.B. Time-varying system identification and model validation using wavelets. IEEE Trans. Signal Process. 41 12 (1993) 3512-3523
    • (1993) IEEE Trans. Signal Process. , vol.41 , Issue.12 , pp. 3512-3523
    • Tsatsanis, M.K.1    Giannakis, G.B.2
  • 34
    • 0030144706 scopus 로고    scopus 로고
    • Wavelet-based linear system modeling and adaptative filtering
    • Doroslovački M.I., and Fan H. Wavelet-based linear system modeling and adaptative filtering. IEEE Trans. Signal Process. 44 5 (1996) 1156-1167
    • (1996) IEEE Trans. Signal Process. , vol.44 , Issue.5 , pp. 1156-1167
    • Doroslovački, M.I.1    Fan, H.2
  • 35
    • 0031696282 scopus 로고    scopus 로고
    • Fir model identification: parsimony through kernel compression with wavelets
    • Nikolaou M., and Vuthandam P. Fir model identification: parsimony through kernel compression with wavelets. AIChE J. 44 1 (1998) 141-150
    • (1998) AIChE J. , vol.44 , Issue.1 , pp. 141-150
    • Nikolaou, M.1    Vuthandam, P.2
  • 36
    • 72049130019 scopus 로고    scopus 로고
    • M. Nikolaou, D. Mantha, Efficient nonlinear modeling using wavelets and related compression techniques, in: NSF Workshop on Nonlinear Model Predictive Control, Ascona, CH, 1998, p.∧pp.
    • M. Nikolaou, D. Mantha, Efficient nonlinear modeling using wavelets and related compression techniques, in: NSF Workshop on Nonlinear Model Predictive Control, Ascona, CH, 1998, p.∧pp.
  • 37
    • 0026679673 scopus 로고
    • Correlation structure of the discrete wavelet coefficients of fractional Brownian motion
    • Tewfik A.H. Correlation structure of the discrete wavelet coefficients of fractional Brownian motion. IEEE Trans. Inform. Theory 38 2 (1992) 904-909
    • (1992) IEEE Trans. Inform. Theory , vol.38 , Issue.2 , pp. 904-909
    • Tewfik, A.H.1
  • 38
    • 0001173444 scopus 로고    scopus 로고
    • Long-range dependence: revisiting aggregation with wavelets
    • Abry P., Veitch D., and Flandrin P. Long-range dependence: revisiting aggregation with wavelets. J. Time Series Anal. 19 3 (1998) 253-266
    • (1998) J. Time Series Anal. , vol.19 , Issue.3 , pp. 253-266
    • Abry, P.1    Veitch, D.2    Flandrin, P.3
  • 39
    • 0032660798 scopus 로고    scopus 로고
    • A wavelet-based joint estimator of the parameters of long-range dependence
    • Veitch D., and Abry P. A wavelet-based joint estimator of the parameters of long-range dependence. IEEE Trans. Inform. Theory 45 3 (1999) 878-897
    • (1999) IEEE Trans. Inform. Theory , vol.45 , Issue.3 , pp. 878-897
    • Veitch, D.1    Abry, P.2
  • 40
    • 2442451564 scopus 로고    scopus 로고
    • Wavelet-based estimation for seasonal long-memory processes
    • Whitcher B. Wavelet-based estimation for seasonal long-memory processes. Technometrics 46 2 (2004) 225-238
    • (2004) Technometrics , vol.46 , Issue.2 , pp. 225-238
    • Whitcher, B.1
  • 42
    • 0025462413 scopus 로고
    • A Karhunen-Loève-like expansion for 1/f processes via wavelets
    • Wornell G.W. A Karhunen-Loève-like expansion for 1/f processes via wavelets. IEEE Trans. Inform. Theory 36 4 (1990) 859-861
    • (1990) IEEE Trans. Inform. Theory , vol.36 , Issue.4 , pp. 859-861
    • Wornell, G.W.1
  • 43
    • 0026829738 scopus 로고
    • Estimation of fractal signals from noisy measurements using wavelets
    • Wornell G.W., and Oppenheim A.V. Estimation of fractal signals from noisy measurements using wavelets. IEEE Trans. Signal Process. 40 3 (1992) 611-623
    • (1992) IEEE Trans. Signal Process. , vol.40 , Issue.3 , pp. 611-623
    • Wornell, G.W.1    Oppenheim, A.V.2
  • 44
    • 0026628466 scopus 로고
    • Wavelet analysis and synthesis of fractional Brownian motion
    • Flandrin P. Wavelet analysis and synthesis of fractional Brownian motion. IEEE Trans. Inform. Theory 38 2 (1992) 910-917
    • (1992) IEEE Trans. Inform. Theory , vol.38 , Issue.2 , pp. 910-917
    • Flandrin, P.1
  • 45
    • 0026190345 scopus 로고
    • On the wavelet transform of fractional Bmotion
    • Ramanathan J., and Zeitouni O. On the wavelet transform of fractional Bmotion. IEEE Trans. Inform. Theory 37 4 (1991) 1156-1158
    • (1991) IEEE Trans. Inform. Theory , vol.37 , Issue.4 , pp. 1156-1158
    • Ramanathan, J.1    Zeitouni, O.2
  • 46
    • 34250842720 scopus 로고
    • On the spectrum of fractional Brownian motion
    • Flandrin P. On the spectrum of fractional Brownian motion. IEEE Trans. Inform. Theory 35 1 (1989) 197-199
    • (1989) IEEE Trans. Inform. Theory , vol.35 , Issue.1 , pp. 197-199
    • Flandrin, P.1
  • 47
    • 0027147153 scopus 로고
    • The wavelet transform of stochastic processes with stationary increments and its application to fractional Brownian motion
    • Masry E. The wavelet transform of stochastic processes with stationary increments and its application to fractional Brownian motion. IEEE Trans. Inform. Theory 39 1 (1993) 260-264
    • (1993) IEEE Trans. Inform. Theory , vol.39 , Issue.1 , pp. 260-264
    • Masry, E.1
  • 48
    • 0032966693 scopus 로고    scopus 로고
    • The application of the wavelet power spectrum to detect and estimate 1/f noise in the presence of analytical signals
    • Mittermayr C.R., Lendl B., Rosenberg E., and Grasserbauer M. The application of the wavelet power spectrum to detect and estimate 1/f noise in the presence of analytical signals. Anal. Chim. Acta. 388 (1999) 303-313
    • (1999) Anal. Chim. Acta. , vol.388 , pp. 303-313
    • Mittermayr, C.R.1    Lendl, B.2    Rosenberg, E.3    Grasserbauer, M.4
  • 49
    • 0036026530 scopus 로고    scopus 로고
    • Wavelet analysis of electrochemical noise measurements during corrosion of austenitic and superduplex stainless steels in chloride media
    • Wharton J.A., Wood R.J.K., and Mellor B.G. Wavelet analysis of electrochemical noise measurements during corrosion of austenitic and superduplex stainless steels in chloride media. Corros. Sci. 45 (2003) 97-122
    • (2003) Corros. Sci. , vol.45 , pp. 97-122
    • Wharton, J.A.1    Wood, R.J.K.2    Mellor, B.G.3
  • 51
    • 0026239193 scopus 로고
    • Wavelets and signal processing
    • Rioul O., and Vetterli M. Wavelets and signal processing. IEEE Signal Proc. Mag. 8 4 (1991) 14-38
    • (1991) IEEE Signal Proc. Mag. , vol.8 , Issue.4 , pp. 14-38
    • Rioul, O.1    Vetterli, M.2
  • 58
    • 84990575058 scopus 로고
    • Orthonormal bases of compactly supported wavelets
    • Daubechies I. Orthonormal bases of compactly supported wavelets. Commun. Pure Appl. Math. 41 (1988) 909-996
    • (1988) Commun. Pure Appl. Math. , vol.41 , pp. 909-996
    • Daubechies, I.1
  • 59
    • 0024700097 scopus 로고
    • A theory for multiresolution signal decomposition: the wavelet representation
    • Mallat S. A theory for multiresolution signal decomposition: the wavelet representation. IEEE Trans. Pattern Anal. Mach. Intell. 11 7 (1989) 674-693
    • (1989) IEEE Trans. Pattern Anal. Mach. Intell. , vol.11 , Issue.7 , pp. 674-693
    • Mallat, S.1
  • 60
    • 72049126693 scopus 로고    scopus 로고
    • S.A. Golden, Identifying multiscale statistical models using the wavelet transform, Department of Electrical Engineering and Computer Science, MSc, MIT, 1991.
    • S.A. Golden, Identifying multiscale statistical models using the wavelet transform, Department of Electrical Engineering and Computer Science, vol. MSc, MIT, 1991.
  • 63
    • 85024429815 scopus 로고
    • A new approach to linear filtering and prediction problems
    • Kalman R.E. A new approach to linear filtering and prediction problems. Trans. ASME - J. Basic Eng. 82 Series D (1960) 35-45
    • (1960) Trans. ASME - J. Basic Eng. , vol.82 , Issue.Series D , pp. 35-45
    • Kalman, R.E.1
  • 64
    • 0015035795 scopus 로고
    • System identification - a survey
    • Åström K.J., and Eykhoff P. System identification - a survey. Automatica 7 (1971) 123-162
    • (1971) Automatica , vol.7 , pp. 123-162
    • Åström, K.J.1    Eykhoff, P.2
  • 66
    • 0036685920 scopus 로고    scopus 로고
    • New and old trends in chemometrics. How to deal with the increasing data volumes in r&d&p (research development and production) - with examples from pharmaceutical research and process modelling
    • Wold S., Berglung A., and Kettaneh N. New and old trends in chemometrics. How to deal with the increasing data volumes in r&d&p (research development and production) - with examples from pharmaceutical research and process modelling. J. Chemom. 16 (2002) 377-386
    • (2002) J. Chemom. , vol.16 , pp. 377-386
    • Wold, S.1    Berglung, A.2    Kettaneh, N.3
  • 67
    • 0033652276 scopus 로고    scopus 로고
    • Modeling of dynamic systems using latent variable and subspace methods
    • Shi R., and MacGregor J.F. Modeling of dynamic systems using latent variable and subspace methods. J. Chemom. 14 (2000) 423-439
    • (2000) J. Chemom. , vol.14 , pp. 423-439
    • Shi, R.1    MacGregor, J.F.2
  • 68
    • 0023952731 scopus 로고
    • The use of biased least-squares estimators for parameters in discrete-time pulse-response models
    • Ricker N.L. The use of biased least-squares estimators for parameters in discrete-time pulse-response models. Ind. Eng. Chem. Res. 27 (1988) 343-350
    • (1988) Ind. Eng. Chem. Res. , vol.27 , pp. 343-350
    • Ricker, N.L.1
  • 69
    • 0031234736 scopus 로고    scopus 로고
    • Modeling and control of multivariable processes: dynamic pls approach
    • Lakshminarayanan S., Shah S.L., and Nandakumar K. Modeling and control of multivariable processes: dynamic pls approach. AIChE J. 43 9 (1997) 2307-2322
    • (1997) AIChE J. , vol.43 , Issue.9 , pp. 2307-2322
    • Lakshminarayanan, S.1    Shah, S.L.2    Nandakumar, K.3
  • 70
    • 0027675844 scopus 로고
    • Partial least squares modelling as successive singular value decompositions
    • Kaspar M.H., and Ray W.H. Partial least squares modelling as successive singular value decompositions. Comput. Chem. Eng. 17 10 (1993) 985-989
    • (1993) Comput. Chem. Eng. , vol.17 , Issue.10 , pp. 985-989
    • Kaspar, M.H.1    Ray, W.H.2
  • 71
    • 2842543935 scopus 로고    scopus 로고
    • Identification of finite impulse response models: methods and robustness issues
    • Dayal B.S., and MacGregor J.F. Identification of finite impulse response models: methods and robustness issues. Ind. Eng. Chem. Res. 35 (1996) 4078-4090
    • (1996) Ind. Eng. Chem. Res. , vol.35 , pp. 4078-4090
    • Dayal, B.S.1    MacGregor, J.F.2
  • 74
    • 0033559992 scopus 로고    scopus 로고
    • Identification of state models using principal component analysis
    • Hartnett M.K., Lightbody G., and Irwin G.W. Identification of state models using principal component analysis. Chemom. Intell. Lab. Syst. 46 (1999) 181-196
    • (1999) Chemom. Intell. Lab. Syst. , vol.46 , pp. 181-196
    • Hartnett, M.K.1    Lightbody, G.2    Irwin, G.W.3
  • 75
    • 0036568990 scopus 로고    scopus 로고
    • Identification of multivariable, linear, dynamic models: comparing regression and subspace techniques
    • Juricek B.C., Seborg D.E., and Larimore W.E. Identification of multivariable, linear, dynamic models: comparing regression and subspace techniques. Ind. Eng. Chem. Res. 41 (2002) 2185-2203
    • (2002) Ind. Eng. Chem. Res. , vol.41 , pp. 2185-2203
    • Juricek, B.C.1    Seborg, D.E.2    Larimore, W.E.3
  • 76
    • 0033888152 scopus 로고    scopus 로고
    • Subspace state space system identification for industrial processes
    • Favoureel W., De Moor B., and Overschee P.V. Subspace state space system identification for industrial processes. J. Process Control 10 (2000) 149-155
    • (2000) J. Process Control , vol.10 , pp. 149-155
    • Favoureel, W.1    De Moor, B.2    Overschee, P.V.3
  • 77
    • 0029517196 scopus 로고
    • A unifying theorem for three subspace system identification algorithms
    • Overschee P.V., and De Moor B. A unifying theorem for three subspace system identification algorithms. Automatica 31 12 (1995) 1853-1864
    • (1995) Automatica , vol.31 , Issue.12 , pp. 1853-1864
    • Overschee, P.V.1    De Moor, B.2
  • 80
    • 36149038970 scopus 로고
    • A stochastic approach to paper surface characterization and printability criteria
    • Kapoor S.G., and Wu S.M. A stochastic approach to paper surface characterization and printability criteria. J. Phys. D: Appl. Phys. 11 (1978) 83-96
    • (1978) J. Phys. D: Appl. Phys. , vol.11 , pp. 83-96
    • Kapoor, S.G.1    Wu, S.M.2
  • 81
    • 0018680918 scopus 로고
    • Predicting printability of gravure and embossed papers by time series analysis
    • Kapoor S.G., and Wu S.M. Predicting printability of gravure and embossed papers by time series analysis. J. Phys. D: Appl. Phys. 12 (1979) 2005-2017
    • (1979) J. Phys. D: Appl. Phys. , vol.12 , pp. 2005-2017
    • Kapoor, S.G.1    Wu, S.M.2
  • 82
    • 0345421566 scopus 로고    scopus 로고
    • Multiresolution Markov models for signal and image processing
    • Willsky A.S. Multiresolution Markov models for signal and image processing. Proc. IEEE 90 8 (2002) 1396-1458
    • (2002) Proc. IEEE , vol.90 , Issue.8 , pp. 1396-1458
    • Willsky, A.S.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.