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Volumn 22, Issue 12 PART 1, 2011, Pages 1941-1951

Nonlinear system identification by gustafson-kessel fuzzy clustering and supervised local model network learning for the drug absorption spectra process

Author keywords

(un)supervised learning; Gustafson Kessel fuzzy clustering; local model networks; nonlinear system identification

Indexed keywords

CLUSTER CENTERS; COVARIANCE MATRICES; DATA CLUSTERS; DRUG ABSORPTION; GUSTAFSON-KESSEL; IDENTIFICATION ALGORITHMS; INCREMENTAL METHOD; ITERATIVE IDENTIFICATION; LEARNING PROCEDURES; LOCAL LINEAR MODELS; LOCAL MODEL; LOCAL MODEL NETWORKS; LOCAL REGION; NON-LINEAR SYSTEM IDENTIFICATION; NON-LINEARITY; NONLINEAR MODEL IDENTIFICATION;

EID: 83855163521     PISSN: 10459227     EISSN: None     Source Type: Journal    
DOI: 10.1109/TNN.2011.2170093     Document Type: Article
Times cited : (54)

References (51)
  • 2
    • 57049184761 scopus 로고    scopus 로고
    • Non-linear model predictive control for models with local information and uncertainties
    • Dec.
    • K. Azman and J. Kocijan, "Non-linear model predictive control for models with local information and uncertainties," Trans. Inst. Meas. Control, vol. 30, no. 5, pp. 371-396, Dec. 2008.
    • (2008) Trans. Inst. Meas. Control , vol.30 , Issue.5 , pp. 371-396
    • Azman, K.1    Kocijan, J.2
  • 3
    • 79958790412 scopus 로고    scopus 로고
    • Predictive control of the heat exchanger using local model network Thessaloniki, Greece
    • Jun.
    • J. Novak and V. Bobal, "Predictive control of the heat exchanger using local model network," in Proc. 17th Medit. Conf. Control Autom., Thessaloniki, Greece, Jun. 2009, pp. 657-662.
    • (2009) Proc. 17th Medit. Conf. Control Autom. , pp. 657-662
    • Novak, J.1    Bobal, V.2
  • 4
    • 50649103703 scopus 로고    scopus 로고
    • Nonlinear predictive control based on local model networks for air management in diesel engines
    • Dec.
    • S. Garcia-Nieto, M. Martinez, X. Blasco, and J. Sanchis, "Nonlinear predictive control based on local model networks for air management in diesel engines," Control Eng. Practice, vol. 16, no. 12, pp. 1399-1413, Dec. 2008.
    • (2008) Control Eng. Practice , vol.16 , Issue.12 , pp. 1399-1413
    • Garcia-Nieto, S.1    Martinez, M.2    Blasco, X.3    Sanchis, J.4
  • 5
    • 0036955877 scopus 로고    scopus 로고
    • A nonlinear PID controller for CSTR using local model networks
    • Shanghai, China Jun.
    • R. Gao, A. O'Dywer, and E. Coyle, "A nonlinear PID controller for CSTR using local model networks," in Proc. IEEE 4th World Congr. Intell. Control Autom., vol. 4. Shanghai, China, Jun. 2002, pp. 3278-3282.
    • (2002) Proc.IEEE 4th World Congr. Intell. Control Autom. , vol.4 , pp. 3278-3282
    • Gao, R.1    O'Dywer, A.2    Coyle, E.3
  • 6
    • 5144230863 scopus 로고    scopus 로고
    • Finding fault-fault diagnosis on the wheels of a mobile robot using local model neural networks
    • Sep.
    • E. N. Skoundrianos and S. G. Tzafestas, "Finding fault-fault diagnosis on the wheels of a mobile robot using local model neural networks," IEEE Robot. Autom. Mag., vol. 11, no. 3, pp. 83-90, Sep. 2004.
    • (2004) IEEE Robot. Autom. Mag. , vol.11 , Issue.3 , pp. 83-90
    • Skoundrianos, E.N.1    Tzafestas, S.G.2
  • 7
    • 77949876871 scopus 로고    scopus 로고
    • Multi-site damage localization in anisotropic plate-like structures using an active guided wave structural health monitoring system
    • J. Moll, R. T. Schulte, B. Hartmann, C.-P. Fritzen, and O. Nelles, "Multi-site damage localization in anisotropic plate-like structures using an active guided wave structural health monitoring system," Smart Mater. Struct., vol. 19, no. 4, pp. 45022-45037, 2010.
    • (2010) Smart Mater. Struct. , vol.19 , Issue.4 , pp. 45022-45037
    • Moll, J.1    Schulte, R.T.2    Hartmann, B.3    Fritzen, C.-P.4    Nelles, O.5
  • 8
    • 78751584915 scopus 로고    scopus 로고
    • Identification of nonlinear aerodynamic derivatives using classical and extended local model networks
    • Jan.-Feb.
    • S. Seher-Weiss, "Identification of nonlinear aerodynamic derivatives using classical and extended local model networks," Aerosp. Sci. Tech-nol., vol. 15, no. 1, pp. 33-44, Jan.-Feb. 2011.
    • (2011) Aerosp. Sci. Tech-nol. , vol.15 , Issue.1 , pp. 33-44
    • Seher-Weiss, S.1
  • 10
    • 0024701488 scopus 로고
    • Unsupervised optimal fuzzy clustering
    • Jul.
    • I. Gath and A. B. Geva, "Unsupervised optimal fuzzy clustering," IEEE Trans. Pattern Anal. Mach. Intell., vol. 11, no. 7, pp. 773-780, Jul. 1989.
    • (1989) IEEE Trans. Pattern Anal. Mach. Intell. , vol.11 , Issue.7 , pp. 773-780
    • Gath, I.1    Geva, A.B.2
  • 12
    • 0030402958 scopus 로고    scopus 로고
    • Local basis function networks for identification of a turbocharger
    • Exeter, U.K Sep.
    • O. Nelles, S. Sinsel, and R. Isermann, "Local basis function networks for identification of a turbocharger," in Proc. UKACC Int. Conf. Control, vol. 1. Exeter, U.K., Sep. 1996, pp. 7-12.
    • (1996) Proc. UKACC Int. Conf. Control , vol.1 , pp. 7-12
    • Nelles, O.1    Sinsel, S.2    Isermann, R.3
  • 13
    • 57749111737 scopus 로고    scopus 로고
    • Radial basis function networks GPU-based implementation
    • Dec.
    • A. Brandstetter and A. Artusi, "Radial basis function networks GPU-based implementation," IEEE Trans. Neural Netw., vol. 19, no. 12, pp. 2150-2154, Dec. 2008.
    • (2008) IEEE Trans. Neural Netw. , vol.19 , Issue.12 , pp. 2150-2154
    • Brandstetter, A.1    Artusi, A.2
  • 14
    • 52949150838 scopus 로고    scopus 로고
    • Nonlinear system identification: From multiple-model networks to Gaussian processes
    • Oct.
    • G. Gregorcic and G. Lightbody, "Nonlinear system identification: From multiple-model networks to Gaussian processes," Eng. Appl. Artif. Intell., vol. 21, no. 7, pp. 1035-1055, Oct. 2008.
    • (2008) Eng. Appl. Artif. Intell. , vol.21 , Issue.7 , pp. 1035-1055
    • Gregorcic, G.1    Lightbody, G.2
  • 15
    • 34548605410 scopus 로고    scopus 로고
    • Local model network identification with Gaussian processes
    • DOI 10.1109/TNN.2007.895825
    • G. Gregorcic and G. Lightbody, "Local model network identification with Gaussian processes," IEEE Trans. Neural Netw., vol. 18, no. 5, pp. 1404-1423, Sep. 2007. (Pubitemid 47408540)
    • (2007) IEEE Transactions on Neural Networks , vol.18 , Issue.5 , pp. 1404-1423
    • Gregorcic, G.1    Lightbody, G.2
  • 16
    • 0032123629 scopus 로고    scopus 로고
    • A hybrid linear/nonlinear training algorithm for feedforward neural networks
    • PII S1045922798044531
    • S. McLoone, M. Brown, G. Irwin, and G. Lightbody, "A hybrid linear/nonlinear training algorithm for feedforward neural networks," IEEE Trans. Neural Netw., vol. 9, no. 4, pp. 669-684, Jul. 1998. (Pubitemid 128750028)
    • (1998) IEEE Transactions on Neural Networks , vol.9 , Issue.4 , pp. 669-684
    • McLoone, S.1    Brown, M.D.2    Irwin, G.3    Lightbody, G.4
  • 17
    • 0035112212 scopus 로고    scopus 로고
    • A hybrid learning scheme combining em and MASMOD algorithms for fuzzy local linearization modeling
    • Jan.
    • Q. Gan and C. J. Harris, "A hybrid learning scheme combining EM and MASMOD algorithms for fuzzy local linearization modeling," IEEE Trans. Neural Netw., vol. 12, no. 1, pp. 43-53, Jan. 2001.
    • (2001) IEEE Trans. Neural Netw. , vol.12 , Issue.1 , pp. 43-53
    • Gan, Q.1    Harris, C.J.2
  • 18
    • 37249029174 scopus 로고    scopus 로고
    • A hybrid forward algorithm for RBF neural network construction
    • DOI 10.1109/TNN.2006.880860
    • J.-X. Peng, K. Li, and D.-S. Huang, "A hybrid forward algorithm for RBF neural network construction," IEEE Trans. Neural Netw., vol. 17, no. 6, pp. 1439-1451, Nov. 2006. (Pubitemid 44824258)
    • (2006) IEEE Transactions on Neural Networks , vol.17 , Issue.6 , pp. 1439-1451
    • Peng, J.-X.1    Li, K.2    Huang, D.-S.3
  • 19
  • 20
    • 84974743850 scopus 로고
    • Fuzzy model identification based on cluster estimation
    • S. L. Chiu, "Fuzzy model identification based on cluster estimation," J. Intell. Fuzzy Syst., vol. 2, no. 3, pp. 267-278, 1994.
    • (1994) J. Intell. Fuzzy Syst. , vol.2 , Issue.3 , pp. 267-278
    • Chiu, S.L.1
  • 21
    • 77953617726 scopus 로고    scopus 로고
    • Cluster validity index for estimation of fuzzy clusters of different sizes and densities
    • K. R. Zalik, "Cluster validity index for estimation of fuzzy clusters of different sizes and densities," Pattern Recognit., vol. 43, no. 10, pp. 3374-3390, 2010.
    • (2010) Pattern Recognit. , vol.43 , Issue.10 , pp. 3374-3390
    • Zalik, K.R.1
  • 22
    • 79551625451 scopus 로고    scopus 로고
    • LDA-based clustering algorithm and its application to an unsupervised feature extraction
    • Feb.
    • C.-H. Li, B.-C. Kuo, and C.-T. Lin, "LDA-based clustering algorithm and its application to an unsupervised feature extraction," IEEE Trans. Fuzzy Syst., vol. 19, no. 1, pp. 152-163, Feb. 2011.
    • (2011) IEEE Trans. Fuzzy Syst. , vol.19 , Issue.1 , pp. 152-163
    • Li, C.-H.1    Kuo, B.-C.2    Lin, C.-T.3
  • 23
    • 77951276538 scopus 로고    scopus 로고
    • A robust fuzzy local information C-means clustering algorithm
    • May
    • S. Krinidis and V. Chatzis, "A robust fuzzy local information C-means clustering algorithm," IEEE Trans. Image Process., vol. 19, no. 5, pp. 1328-1337, May 2010.
    • (2010) IEEE Trans. Image Process. , vol.19 , Issue.5 , pp. 1328-1337
    • Krinidis, S.1    Chatzis, V.2
  • 24
    • 60549106246 scopus 로고    scopus 로고
    • Density-weighted fuzzy C-means clustering
    • Feb.
    • R. J. Hathaway and Y. Hu, "Density-weighted fuzzy C-means clustering," IEEE Trans. Fuzzy Syst., vol. 17, no. 1, pp. 243-252, Feb. 2009.
    • (2009) IEEE Trans. Fuzzy Syst. , vol.17 , Issue.1 , pp. 243-252
    • Hathaway, R.J.1    Hu, Y.2
  • 25
    • 79551622290 scopus 로고    scopus 로고
    • A robust automatic merging possibilistic clustering method
    • Feb.
    • M.-S. Yang and C.-Y. Lai, "A robust automatic merging possibilistic clustering method," IEEE Trans. Fuzzy Syst., vol. 19, no. 11, pp. 26-41, Feb. 2011.
    • (2011) IEEE Trans. Fuzzy Syst. , vol.19 , Issue.11 , pp. 26-41
    • Yang, M.-S.1    Lai, C.-Y.2
  • 26
    • 67149143365 scopus 로고    scopus 로고
    • Factor analysis latent subspace modeling and robust fuzzy clustering using t-distributions
    • Jun.
    • S. Chatzis and T. Varvarigou, "Factor analysis latent subspace modeling and robust fuzzy clustering using t-distributions," IEEE Trans. Fuzzy Syst., vol. 17, no. 3, pp. 505-517, Jun. 2009.
    • (2009) IEEE Trans. Fuzzy Syst. , vol.17 , Issue.3 , pp. 505-517
    • Chatzis, S.1    Varvarigou, T.2
  • 27
    • 14644429109 scopus 로고    scopus 로고
    • A novel fuzzy clustering algorithm based on a fuzzy scatter matrix with optimality tests
    • DOI 10.1016/j.patrec.2004.09.016, PII S0167865504002405
    • K.-L. Wu, J. Yu, and M.-S. Yang, "A novel fuzzy clustering algorithm based on a fuzzy scatter matrix with optimality tests," Pattern Recognit. Lett., vol. 26, no. 5, pp. 639-652, Apr. 2005. (Pubitemid 40319628)
    • (2005) Pattern Recognition Letters , vol.26 , Issue.5 , pp. 639-652
    • Wu, K.-L.1    Yu, J.2    Yang, M.-S.3
  • 28
    • 72149122625 scopus 로고    scopus 로고
    • Kernel-based fuzzy clustering and fuzzy clustering: A comparative experimental study
    • Feb.
    • D. Graves and W. Pedrycz, "Kernel-based fuzzy clustering and fuzzy clustering: A comparative experimental study," Fuzzy Sets Syst., vol. 161, no. 4, pp. 522-543, Feb. 2010.
    • (2010) Fuzzy Sets Syst. , vol.161 , Issue.4 , pp. 522-543
    • Graves, D.1    Pedrycz, W.2
  • 30
    • 52349123583 scopus 로고    scopus 로고
    • Axes-oblique partitioning strategies for local model networks
    • Munich, Germany Oct.
    • O. Nelles, "Axes-oblique partitioning strategies for local model networks," in Proc. Int. Symp. Intell. Control, Munich, Germany, Oct. 2006, pp. 2378-2383.
    • (2006) Proc. Int. Symp. Intell. Control , pp. 2378-2383
    • Nelles, O.1
  • 31
    • 34548483642 scopus 로고    scopus 로고
    • Hybrid fuzzy model-based predictive control of temperature in a batch reactor
    • DOI 10.1016/j.compchemeng.2007.01.003, PII S0098135407000051
    • G. Karer, G. Muic, I. ̌krjanc, and B. Zupancic, "Hybrid fuzzy model-based predictive control of temperature in a batch reactor," Comput. Chem. Eng., vol. 31, no. 12, pp. 1552-1564, Dec. 2007. (Pubitemid 47379831)
    • (2007) Computers and Chemical Engineering , vol.31 , Issue.12 , pp. 1552-1564
    • Karer, G.1    Music, G.2    Skrjanc, I.3    Zupancic, B.4
  • 32
    • 77956075942 scopus 로고    scopus 로고
    • Comparison of em algorithm and particle swarm optimisation for local model network training
    • Singapore, Jun.
    • C. Hametner and S. Jakubek, "Comparison of EM algorithm and particle swarm optimisation for local model network training," in Proc. IEEE Conf. Cybern. Intell. Syst., Singapore, Jun. 2010, pp. 267-272.
    • (2010) Proc.IEEE Conf. Cybern. Intell. Syst , pp. 267-272
    • Hametner, C.1    Jakubek, S.2
  • 33
    • 0036057928 scopus 로고    scopus 로고
    • Genetic algorithms for local model and local controller network design
    • Anchorage, AK May
    • S. K. Sharma, S. McLoone, and G. W. Irwin, "Genetic algorithms for local model and local controller network design," in Proc. Amer. Control Conf., vol. 2. Anchorage, AK, May 2002, pp. 1693-1698.
    • (2002) Proc. Amer. Control Conf. , vol.2 , pp. 1693-1698
    • Sharma, S.K.1    McLoone, S.2    Irwin, G.W.3
  • 34
    • 45449126257 scopus 로고
    • Structure identification of fuzzy model
    • Oct.
    • M. Sugeno and G. T. Kang, "Structure identification of fuzzy model," Fuzzy Sets Syst., vol. 28, no. 1, pp. 15-33, Oct. 1988.
    • (1988) Fuzzy Sets Syst. , vol.28 , Issue.1 , pp. 15-33
    • Sugeno, M.1    Kang, G.T.2
  • 35
    • 0029247140 scopus 로고
    • Identification of non-linear system structure and parameters using regime decomposition
    • Feb.
    • T. A. Johansen, "Identification of non-linear system structure and parameters using regime decomposition," Automatica, vol. 31, no. 2, pp. 321-326, Feb. 1995.
    • (1995) Automatica , vol.31 , Issue.2 , pp. 321-326
    • Johansen, T.A.1
  • 36
    • 0003214475 scopus 로고    scopus 로고
    • Side-effects of normalising basis functions in local model networks
    • R. Murray-Smith and T. A. Johansen, Eds. London, U.K.: Taylor & Francis
    • R. Shorten and R. Murray-Smith, "Side-effects of normalising basis functions in local model networks," in Multiple Model Approaches to Modelling and Control, R. Murray-Smith and T. A. Johansen, Eds. London, U.K.: Taylor & Francis, 1997.
    • (1997) Multiple Model Approaches to Modelling and Control
    • Shorten, R.1    Murray-Smith, R.2
  • 37
    • 0030291740 scopus 로고    scopus 로고
    • An overview of fuzzy modeling for control
    • DOI 10.1016/0967-0661(96)00175-X, PII S096706619600175X
    • R. Babu-ka and H. B. Verbruggen, "An overview of fuzzy modeling for control," Control Eng. Practice, vol. 4, no. 11, pp. 1593-1606, Nov. 1996. (Pubitemid 126380589)
    • (1996) Control Engineering Practice , vol.4 , Issue.11 , pp. 1593-1606
    • Babuska, R.1    Verbruggen, H.B.2
  • 38
    • 83855164807 scopus 로고
    • A fractal radial basis function neural net for modeling
    • Robot. Comput. Vis.
    • R. Murray-Smith, "A fractal radial basis function neural net for modeling," in Proc. Int. Conf. Autom., Robot. Comput. Vis., vol. 1. 1992, pp. 1-6.
    • (1992) Proc. Int. Conf. Autom , vol.1 , pp. 1-6
    • Murray-Smith, R.1
  • 39
    • 19044395213 scopus 로고    scopus 로고
    • On multiobjective identification of Takagi-Sugeno fuzzy model parameters
    • Barcelona, Spain
    • T. A. Johansen and R. Babu-ka, "On multiobjective identification of Takagi-Sugeno fuzzy model parameters," in Proc. 15th IFAC World Congr., Barcelona, Spain, 2002, pp. 847-860.
    • (2002) Proc. 15th IFAC World Congr , pp. 847-860
    • Johansen, T.A.1    Babu-ka, R.2
  • 42
    • 0001724820 scopus 로고    scopus 로고
    • Local learning in local model networks
    • R. Murray-Smith and T. A. Johansen, Eds. London, U.K.: Taylor & Francis
    • R. Murray-Smith and T. Johansen, "Local learning in local model networks," in Multiple Model Approaches to Modelling and Control, R. Murray-Smith and T. A. Johansen, Eds. London, U.K.: Taylor & Francis, 1997.
    • (1997) Multiple Model Approaches to Modelling and Control
    • Murray-Smith, R.1    Johansen, T.2
  • 43
    • 0003715787 scopus 로고
    • A local model network approach to nonlinear modeling
    • Ph.D. dissertation Univ. Strathclyde, Glasgow, U.K.
    • R. Murray-Smith, "A local model network approach to nonlinear modeling," Ph.D. dissertation, Dept. Comput. Sci., Univ. Strathclyde, Glasgow, U.K., 1994.
    • (1994) Dept. Comput. Sci
    • Murray-Smith, R.1
  • 44
    • 22544432531 scopus 로고    scopus 로고
    • Noise-robust soft clustering of gene expression time-course data
    • DOI 10.1142/S0219720005001375, PII S0219720005001375
    • M. E. Futschik and B. Carlisle, "Noise-robust soft clustering of gene expression time-course data," J. Bioinf. Comput. Biol., vol. 3, no. 4, pp. 965-988, Aug. 2005. (Pubitemid 41015297)
    • (2005) Journal of Bioinformatics and Computational Biology , vol.3 , Issue.4 , pp. 965-988
    • Futschik, M.E.1    Carlisle, B.2
  • 45
    • 74049099470 scopus 로고    scopus 로고
    • Segmentation of breast cancer fine needle biopsy cytological images using fuzzy clustering
    • J. Koronacki, Z. W. Ras, S. T. Wierzchon, and J. Kacprzyk, Eds. Berlin, Germany: Springer-Verlag
    • M. Kowal and J. Korbicz, "Segmentation of breast cancer fine needle biopsy cytological images using fuzzy clustering," in Advances in Machine Learning I, Studies in Computational Intelligence, J. Koronacki, Z. W. Ras, S. T. Wierzchon, and J. Kacprzyk, Eds. Berlin, Germany: Springer-Verlag, 2010.
    • (2010) Advances in Machine Learning I, Studies in Computational Intelligence
    • Kowal, M.1    Korbicz, J.2
  • 46
    • 79957441015 scopus 로고    scopus 로고
    • An efficient hyperellipsoidal clustering algorithm for resource-constrained environments
    • Mar.
    • M. Moshtaghi, S. Rajasegarar, C. Leckie, and S. Karunasekera, "An efficient hyperellipsoidal clustering algorithm for resource-constrained environments," Pattern Recognit., vol. 44, no. 9, pp. 2197-2209, Mar. 2011.
    • (2011) Pattern Recognit. , vol.44 , Issue.9 , pp. 2197-2209
    • Moshtaghi, M.1    Rajasegarar, S.2    Leckie, C.3    Karunasekera, S.4
  • 47
    • 69549085191 scopus 로고    scopus 로고
    • Supervised hierarchical clustering (SUHICLUST) for nonlinear system identification
    • Nashville, TN, Mar.-Apr.
    • B. Hartmann, O. Nelles, I. Škrjanc, and A. Sodja, "Supervised hierarchical clustering (SUHICLUST) for nonlinear system identification," in Proc. IEEE Symp. Comput. Intell. Control Autom., Nashville, TN, Mar.-Apr. 2009, pp. 41-48.
    • (2009) Proc.IEEE Symp. Comput. Intell. Control Autom , pp. 41-48
    • Hartmann, B.1    Nelles, O.2    Škrjanc, I.3    Sodja, A.4
  • 48
    • 80051654585 scopus 로고    scopus 로고
    • Global supervised and local unsupervised learning in local model networks
    • Saint-Malo, France Jul.
    • B. Hartmann, O. Nelles, I. Škrjanc, and A. Sodja, "Global supervised and local unsupervised learning in local model networks," in Proc. IFAC Symp. Syst. Ident., Saint-Malo, France, Jul. 2009, pp. 1517-1522.
    • (2009) Proc. IFAC Symp. Syst. Ident , pp. 1517-1522
    • Hartmann, B.1    Nelles, O.2    Škrjanc, I.3    Sodja, A.4
  • 49
    • 67649452127 scopus 로고    scopus 로고
    • Identification of neurofuzzy models using GTLS parameter estimation
    • Man, Cybern., Part B: Cybern. Oct.
    • S. Jakubek and C. Hametner, "Identification of neurofuzzy models using GTLS parameter estimation," IEEE Trans. Syst., Man, Cybern., Part B: Cybern., vol. 39, no. 5, pp. 1121-1133, Oct. 2009.
    • (2009) IEEE Trans. Syst , vol.39 , Issue.5 , pp. 1121-1133
    • Jakubek, S.1    Hametner, C.2
  • 50
    • 33846077024 scopus 로고    scopus 로고
    • Sparse model identification using a forward orthogonal regression algorithm aided by mutual information
    • DOI 10.1109/TNN.2006.886356
    • S. A. Billings and H.-L. Wei, "Sparse model identification using a forward orthogonal regression algorithm aided by mutual information," IEEE Trans. Neural Netw., vol. 18, no. 1, pp. 306-310, Jan. 2007. (Pubitemid 46062937)
    • (2007) IEEE Transactions on Neural Networks , vol.18 , Issue.1 , pp. 306-310
    • Billings, S.A.1    Wei, H.-L.2
  • 51
    • 14844366594 scopus 로고    scopus 로고
    • The thermodynamic dissociation constants of losartan, paracetamol, phenylephrine and quinine by the regression analysis of spectrophotometric data
    • DOI 10.1016/j.aca.2004.11.007, PII S000326700401445X
    • M. Meloun, T. Syrovy, and A. Vrana, "The thermodynamic dissociation constants of losartan, paracetamol, phenylephrine and quinine by the regression analysis of spectrophotometric data," Anal. Chim. Acta, vol. 533, no. 1, pp. 97-110, Mar. 2005. (Pubitemid 40354280)
    • (2005) Analytica Chimica Acta , vol.533 , Issue.1 , pp. 97-110
    • Meloun, M.1    Syrovy, T.2    Vrana, A.3


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