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Volumn 61, Issue 4, 2014, Pages 1970-1982

Nonlinear model-predictive control for industrial processes: An application to wastewater treatment process

Author keywords

Multiobjective optimization; nonlinear model predictive control (NMPC); self organizing radial basis function neural network (SORBFNN); wastewater treatment process (WWTP)

Indexed keywords

GRADIENT METHODS; MULTIOBJECTIVE OPTIMIZATION; NONLINEAR SYSTEMS; OPTIMAL CONTROL SYSTEMS; RECLAMATION; WASTEWATER TREATMENT;

EID: 84887289270     PISSN: 02780046     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIE.2013.2266086     Document Type: Article
Times cited : (166)

References (44)
  • 1
    • 84866253159 scopus 로고    scopus 로고
    • Model predictive control of a two-motor drive with five-leg-inverter supply
    • Jan.
    • C. S. Lim, N. A. Rahim, W. P. Hew, and E. Levi, "Model predictive control of a two-motor drive with five-leg-inverter supply," IEEE Trans. Ind. Electron., vol. 60, no. 1, pp. 54-65, Jan. 2013.
    • (2013) IEEE Trans. Ind. Electron. , vol.60 , Issue.1 , pp. 54-65
    • Lim, C.S.1    Rahim, N.A.2    Hew, W.P.3    Levi, E.4
  • 2
    • 84861749565 scopus 로고    scopus 로고
    • Computational complexity certification for real-time MPC with input constraints based on the fast gradient method
    • Jun.
    • R. Stefan, N. J. Colin, and M. Manfred, "Computational complexity certification for real-time MPC with input constraints based on the fast gradient method," IEEE Trans. Autom. Control, vol. 57, no. 6, pp. 1391-1403, Jun. 2012.
    • (2012) IEEE Trans. Autom. Control , vol.57 , Issue.6 , pp. 1391-1403
    • Stefan, R.1    Colin, N.J.2    Manfred, M.3
  • 3
    • 84859701244 scopus 로고    scopus 로고
    • Robust cascaded nonlinear predictive control of a permanent magnet synchronous motor with antiwindup compensator
    • Aug.
    • R. Errouissi, M. Ouhrouche, W. H. Chen, and A. M. Trzynadlowski, "Robust cascaded nonlinear predictive control of a permanent magnet synchronous motor with antiwindup compensator," IEEE Trans. Ind. Electron., vol. 59, no. 8, pp. 3078-3088, Aug. 2012.
    • (2012) IEEE Trans. Ind. Electron. , vol.59 , Issue.8 , pp. 3078-3088
    • Errouissi, R.1    Ouhrouche, M.2    Chen, W.H.3    Trzynadlowski, A.M.4
  • 4
    • 0033876326 scopus 로고    scopus 로고
    • Constrained model predictive control: Stability and optimality
    • DOI 10.1016/S0005-1098(99)00214-9
    • D. Q. Mayne, J. B. Rawlings, C. V. Rao, and P. O. M. Scokaert, "Constrained model predictive control: Stability and optimality," Automatica, vol. 36, no. 6, pp. 789-814, Jun. 2000. (Pubitemid 30587683)
    • (2000) Automatica , vol.36 , Issue.6 , pp. 789-814
    • Mayne, D.Q.1    Rawlings, J.B.2    Rao, C.V.3    Scokaert, P.O.M.4
  • 5
    • 64849107578 scopus 로고    scopus 로고
    • Architectures for distributed and hierarchical model predictive control-A review
    • May
    • R. Scattolini, "Architectures for distributed and hierarchical model predictive control-A review," J. Process Control, vol. 19, no. 5, pp. 723-731, May 2009.
    • (2009) J. Process Control , vol.19 , Issue.5 , pp. 723-731
    • Scattolini, R.1
  • 6
    • 41149117499 scopus 로고    scopus 로고
    • Science and technology for water purification in the coming decades
    • DOI 10.1038/nature06599, PII NATURE06599
    • M. A. Shannon, P. W. Bohn, M. Elimelech, J. G. Georgiadis, B. J. Marinas, and A. M. Mayes, "Science and technology for water purification in the coming decades," Nature, vol. 452, no. 7185, pp. 301-310, Mar. 2008. (Pubitemid 351430783)
    • (2008) Nature , vol.452 , Issue.7185 , pp. 301-310
    • Shannon, M.A.1    Bohn, P.W.2    Elimelech, M.3    Georgiadis, J.G.4    Marias, B.J.5    Mayes, A.M.6
  • 7
    • 84862160601 scopus 로고    scopus 로고
    • Prediction of activated sludge bulking based on a self-organizing RBF neural network
    • Jul.
    • H. G. Han and J. F. Qiao, "Prediction of activated sludge bulking based on a self-organizing RBF neural network," J. Process Control, vol. 22, no. 6, pp. 1103-1112, Jul. 2012.
    • (2012) J. Process Control , vol.22 , Issue.6 , pp. 1103-1112
    • Han, H.G.1    Qiao, J.F.2
  • 8
    • 84857190993 scopus 로고    scopus 로고
    • Model predictive control of dissolved oxygen concentration based on a self-organizing RBF neural network
    • Apr.
    • H. G. Han, J. F. Qiao, and Q. L. Chen, "Model predictive control of dissolved oxygen concentration based on a self-organizing RBF neural network," Control Eng. Practice, vol. 20, no. 4, pp. 465-476, Apr. 2012.
    • (2012) Control Eng. Practice , vol.20 , Issue.4 , pp. 465-476
    • Han, H.G.1    Qiao, J.F.2    Chen, Q.L.3
  • 9
    • 78650003564 scopus 로고    scopus 로고
    • Model predictive control of an activated sludge process: A case study
    • Jan.
    • M. Brien, J.Mack, D. Bennox, and A. Lovett, "Model predictive control of an activated sludge process: A case study," Control Eng. Practice, vol. 19, no. 1, pp. 54-61, Jan. 2011.
    • (2011) Control Eng. Practice , vol.19 , Issue.1 , pp. 54-61
    • Brien, M.1    Mack, J.2    Bennox, D.3    Lovett, A.4
  • 10
    • 35748946028 scopus 로고    scopus 로고
    • Hierarchical dissolved oxygen control for activated sludge processes
    • DOI 10.1016/j.conengprac.2007.04.005, PII S0967066107000792
    • R. Piotrowski, M. A. Brdys, K. Konarczak, K. Duzinkiewicz, and W. Chotkowski, "Hierarchical dissolved oxygen control for activated sludge processes," Control Eng. Practice, vol. 16, no. 1, pp. 114-131, Jan. 2008. (Pubitemid 350047438)
    • (2008) Control Engineering Practice , vol.16 , Issue.1 , pp. 114-131
    • Piotrowski, R.1    Brdys, M.A.2    Konarczak, K.3    Duzinkiewicz, K.4    Chotkowski, W.5
  • 11
    • 84857109831 scopus 로고    scopus 로고
    • ICA and me-A subjective review
    • Apr.
    • O. Gustaf, "ICA and me-A subjective review," Water Res., vol. 46, no. 6, pp. 1585-1624, Apr. 2012.
    • (2012) Water Res. , vol.46 , Issue.6 , pp. 1585-1624
    • Gustaf, O.1
  • 12
    • 74449090973 scopus 로고    scopus 로고
    • A review on anaerobic-aerobic treatment of industrial and municipal wastewater
    • Dec.
    • Y. J. Chan, M. F. Chong, C. L. Law, and D. G. Hassell, "A review on anaerobic-aerobic treatment of industrial and municipal wastewater," Chem. Eng. J., vol. 155, no. 1/2, pp. 1-18, Dec. 2009.
    • (2009) Chem. Eng. J. , vol.155 , Issue.1-2 , pp. 1-18
    • Chan, Y.J.1    Chong, M.F.2    Law, C.L.3    Hassell, D.G.4
  • 13
    • 79952582231 scopus 로고    scopus 로고
    • Robust model predictive control with integral sliding mode in continuous-time sampleddata nonlinear systems
    • Mar.
    • M. Rubagotti, D. M. Raimondo, A. Ferrara, and L. Magni, "Robust model predictive control with integral sliding mode in continuous-time sampleddata nonlinear systems," IEEE Trans. Autom. Control, vol. 56, no. 3, pp. 556-570, Mar. 2011.
    • (2011) IEEE Trans. Autom. Control , vol.56 , Issue.3 , pp. 556-570
    • Rubagotti, M.1    Raimondo, D.M.2    Ferrara, A.3    Magni, L.4
  • 14
    • 77649190775 scopus 로고    scopus 로고
    • Fast model predictive control using online optimization
    • Mar.
    • Y. Wang and S. Boyd, "Fast model predictive control using online optimization," IEEE Trans. Control Syst. Technol., vol. 18, no. 2, pp. 267-278, Mar. 2010.
    • (2010) IEEE Trans. Control Syst. Technol. , vol.18 , Issue.2 , pp. 267-278
    • Wang, Y.1    Boyd, S.2
  • 15
    • 77954600433 scopus 로고    scopus 로고
    • Model predictive control of multilevel cascaded H-bridge inverters
    • Aug.
    • P. Cortes, A. Wilson, S. Kouro, J. Rodriguez, and H. Abu-Rub, "Model predictive control of multilevel cascaded H-bridge inverters," IEEE Trans. Ind. Electron., vol. 57, no. 8, pp. 2691-2699, Aug. 2010.
    • (2010) IEEE Trans. Ind. Electron. , vol.57 , Issue.8 , pp. 2691-2699
    • Cortes, P.1    Wilson, A.2    Kouro, S.3    Rodriguez, J.4    Abu-Rub, H.5
  • 16
    • 78649651739 scopus 로고    scopus 로고
    • Assessment of the integrated urban water quality model complexity through identifiability analysis
    • Aug.
    • G. Freni, G. Mannina, and G. Viviani, "Assessment of the integrated urban water quality model complexity through identifiability analysis," Water Res., vol. 45, no. 1, pp. 37-50, Aug. 2011.
    • (2011) Water Res. , vol.45 , Issue.1 , pp. 37-50
    • Freni, G.1    Mannina, G.2    Viviani, G.3
  • 17
    • 84856112872 scopus 로고    scopus 로고
    • Wastewater quality monitoring system using sensor fusion and machine learning techniques
    • Mar.
    • X. S. Qin, F. R. Gao, and G. H. Chen, "Wastewater quality monitoring system using sensor fusion and machine learning techniques," Water Res., vol. 46, no. 4, pp. 1133-1144, Mar. 2012.
    • (2012) Water Res. , vol.46 , Issue.4 , pp. 1133-1144
    • Qin, X.S.1    Gao, F.R.2    Chen, G.H.3
  • 18
    • 77956533674 scopus 로고    scopus 로고
    • Model reference adaptive control using simultaneous probing, estimation, and control
    • Sep.
    • D. E. Miller and N. Mansouri, "Model reference adaptive control using simultaneous probing, estimation, and control," IEEE Trans. Autom. Control, vol. 55, no. 9, pp. 2014-2029, Sep. 2010.
    • (2010) IEEE Trans. Autom. Control , vol.55 , Issue.9 , pp. 2014-2029
    • Miller, D.E.1    Mansouri, N.2
  • 19
    • 79960925869 scopus 로고    scopus 로고
    • Explicit/multi-parametric model predictive control (MPC) of linear discrete-time systems by dynamic and multi-parametric programming
    • Aug.
    • K. I. Kouramas, N. P. Faisca, C. Panos, and E. N. Pistikopoulos, "Explicit/multi-parametric model predictive control (MPC) of linear discrete-time systems by dynamic and multi-parametric programming," Automatica, vol. 47, no. 8, pp. 1638-1645, Aug. 2011.
    • (2011) Automatica , vol.47 , Issue.8 , pp. 1638-1645
    • Kouramas, K.I.1    Faisca, N.P.2    Panos, C.3    Pistikopoulos, E.N.4
  • 20
    • 84865455144 scopus 로고    scopus 로고
    • Stability of multiobjective predictive control: A utopia-tracking approach
    • Oct.
    • M. Z. Victor and F. T. Antonio, "Stability of multiobjective predictive control: A utopia-tracking approach," Automatica, vol. 48, no. 10, pp. 2627-2632, Oct. 2012.
    • (2012) Automatica , vol.48 , Issue.10 , pp. 2627-2632
    • Victor, M.Z.1    Antonio, F.T.2
  • 22
    • 79954612729 scopus 로고    scopus 로고
    • Adaptive dissolved oxygen control based on dynamic structure neural network
    • Jun.
    • H. G. Han and J. F. Qiao, "Adaptive dissolved oxygen control based on dynamic structure neural network," Appl. Soft Comput., vol. 11, no. 4, pp. 3812-3820, Jun. 2011.
    • (2011) Appl. Soft Comput. , vol.11 , Issue.4 , pp. 3812-3820
    • Han, H.G.1    Qiao, J.F.2
  • 23
    • 77951611501 scopus 로고    scopus 로고
    • A repair algorithm for RBF neural network and its application to chemical oxygen demand modeling
    • Feb.
    • J. F. Qiao and H. G. Han, "A repair algorithm for RBF neural network and its application to chemical oxygen demand modeling," Int. J. Neural Syst., vol. 20, no. 1, pp. 63-74, Feb. 2010.
    • (2010) Int. J. Neural Syst. , vol.20 , Issue.1 , pp. 63-74
    • Qiao, J.F.1    Han, H.G.2
  • 24
    • 48949116212 scopus 로고    scopus 로고
    • Dynamic neural-networkbased model-predictive control of an industrial baker's yeast drying process
    • Jul.
    • U. Yuzgec, Y. Becerikli, and M. Turker, "Dynamic neural-networkbased model-predictive control of an industrial baker's yeast drying process," IEEE Trans. Neural Netw., vol. 19, no. 7, pp. 1231-1242, Jul. 2008.
    • (2008) IEEE Trans. Neural Netw. , vol.19 , Issue.7 , pp. 1231-1242
    • Yuzgec, U.1    Becerikli, Y.2    Turker, M.3
  • 25
    • 80052422915 scopus 로고    scopus 로고
    • A dynamic feedforward neural network based on Gaussian particle swarm optimization and its application for predictive control
    • Sep.
    • M. Han, J. C. Fan, and J. Wang, "A dynamic feedforward neural network based on Gaussian particle swarm optimization and its application for predictive control," IEEE Trans. Neural Netw., vol. 22, no. 9, pp. 1457-1468, Sep. 2011.
    • (2011) IEEE Trans. Neural Netw. , vol.22 , Issue.9 , pp. 1457-1468
    • Han, M.1    Fan, J.C.2    Wang, J.3
  • 26
    • 63249119209 scopus 로고    scopus 로고
    • Neural network based model predictive control for a steel pickling process
    • Apr.
    • P. Kittisupakorn, P. Thitiyasook, M. A. Hussain, and W. Daosud, "Neural network based model predictive control for a steel pickling process," J. Process Control, vol. 19, no. 4, pp. 579-590, Apr. 2009.
    • (2009) J. Process Control , vol.19 , Issue.4 , pp. 579-590
    • Kittisupakorn, P.1    Thitiyasook, P.2    Hussain, M.A.3    Daosud, W.4
  • 27
    • 41349098601 scopus 로고    scopus 로고
    • Adaptive predictive control with recurrent neural network for industrial processes: An applicatio
    • Mar.
    • C. H. Lu and C. C. Tsai, "Adaptive predictive control with recurrent neural network for industrial processes: An application to temperature control of a variable-frequency oil-cooling machine," IEEE Trans. Ind. Electron., vol. 55, no. 3, pp. 1366-1375, Mar. 2008.
    • (2008) IEEE Trans. Ind. Electron. , vol.55 , Issue.3 , pp. 1366-1375
    • Lu, C.H.1    Tsai, C.C.2
  • 28
    • 84859728454 scopus 로고    scopus 로고
    • Model predictive control of unknown nonlinear dynamical systems based on recurrent neural networks
    • Aug.
    • Y. P. Pan and J. Wang, "Model predictive control of unknown nonlinear dynamical systems based on recurrent neural networks," IEEE Trans. Ind. Electron., vol. 59, no. 8, pp. 3089-3101, Aug. 2012.
    • (2012) IEEE Trans. Ind. Electron. , vol.59 , Issue.8 , pp. 3089-3101
    • Pan, Y.P.1    Wang, J.2
  • 29
    • 33846116564 scopus 로고    scopus 로고
    • Nonlinear predictive control using neural nets-based local linearization ARX model - Stability and industrial application
    • DOI 10.1109/TCST.2006.883339
    • H. Peng, K. Nakano, and H. Shioya, "Nonlinear predictive control using neural nets-based local linearization ARX model-stability and industrial application," IEEE Trans. Control Syst. Technol., vol. 15, no. 1, pp. 130-143, Jan. 2007. (Pubitemid 46061030)
    • (2007) IEEE Transactions on Control Systems Technology , vol.15 , Issue.1 , pp. 130-143
    • Peng, H.1    Nakano, K.2    Shioya, H.3
  • 30
    • 79954572280 scopus 로고    scopus 로고
    • Control of polystyrene batch reactors using neural network based model predictive control (NNMPC): An experimental investigation
    • May
    • M. A. Hosen, M. A. Hussain, and F. S. Mjalli, "Control of polystyrene batch reactors using neural network based model predictive control (NNMPC): An experimental investigation," Control Eng. Practice, vol. 19, no. 4, pp. 454-467, May 2011.
    • (2011) Control Eng. Practice , vol.19 , Issue.4 , pp. 454-467
    • Hosen, M.A.1    Hussain, M.A.2    Mjalli, F.S.3
  • 31
    • 79959316684 scopus 로고    scopus 로고
    • Wavelet fuzzy neural networks for identification and predictive control of dynamic systems
    • Jul.
    • C. H. Lu, "Wavelet fuzzy neural networks for identification and predictive control of dynamic systems," IEEE Trans. Ind. Electron., vol. 58, no. 7, pp. 3046-3058, Jul. 2011.
    • (2011) IEEE Trans. Ind. Electron. , vol.58 , Issue.7 , pp. 3046-3058
    • Lu, C.H.1
  • 33
    • 79960127604 scopus 로고    scopus 로고
    • Real-time suboptimal model predictive control using a combination of explicit MPC and online optimization
    • Jul.
    • N. Z. Melanie, N. J. Colin, and M. Manfred, "Real-time suboptimal model predictive control using a combination of explicit MPC and online optimization," IEEE Trans. Autom. Control, vol. 56, no. 7, pp. 1524-1534, Jul. 2011.
    • (2011) IEEE Trans. Autom. Control , vol.56 , Issue.7 , pp. 1524-1534
    • Melanie, N.Z.1    Colin, N.J.2    Manfred, M.3
  • 34
    • 84856217878 scopus 로고    scopus 로고
    • Improving performance in model predictive control: Switching cost functional under average dwell-time
    • Feb.
    • M. A. Muller and F. Allgoer, "Improving performance in model predictive control: Switching cost functional under average dwell-time," Automatica, vol. 48, no. 2, pp. 402-409, Feb. 2012.
    • (2012) Automatica , vol.48 , Issue.2 , pp. 402-409
    • Muller, M.A.1    Allgoer, F.2
  • 35
    • 83255166721 scopus 로고    scopus 로고
    • Ultra-fast stabilizing model predictive control via canonical piecewise affine approximations
    • Dec.
    • B. Alberto, O. Alberto, P. Tomaso, and S. Marco, "Ultra-fast stabilizing model predictive control via canonical piecewise affine approximations," IEEE Trans. Autom. Control, vol. 56, no. 12, pp. 2883-2897, Dec. 2011.
    • (2011) IEEE Trans. Autom. Control , vol.56 , Issue.12 , pp. 2883-2897
    • Alberto, B.1    Alberto, O.2    Tomaso, P.3    Marco, S.4
  • 36
    • 84857789317 scopus 로고    scopus 로고
    • Multiobjective hierarchical control architecture for greenhouse crop growth
    • Mar.
    • A. Ramirez-Arias, F. Rodriguez, J. L. Guzman, and M. Berenguel, "Multiobjective hierarchical control architecture for greenhouse crop growth," Automatica, vol. 48, no. 3, pp. 490-498, Mar. 2012.
    • (2012) Automatica , vol.48 , Issue.3 , pp. 490-498
    • Ramirez-Arias, A.1    Rodriguez, F.2    Guzman, J.L.3    Berenguel, M.4
  • 37
    • 41049095790 scopus 로고    scopus 로고
    • Development and implementation of microbial sensors for efficient process control in wastewater treatment plants
    • Apr.
    • P. Melidis, E. Vaiopoulou, and A. Aivasidis, "Development and implementation of microbial sensors for efficient process control in wastewater treatment plants," Bioprocess Biosyst. Eng., vol. 31, no. 3, pp. 277-282, Apr. 2008.
    • (2008) Bioprocess Biosyst. Eng. , vol.31 , Issue.3 , pp. 277-282
    • Melidis, P.1    Vaiopoulou, E.2    Aivasidis, A.3
  • 38
    • 33751069208 scopus 로고    scopus 로고
    • Integrated urban water modelling with uncertainty analysis
    • DOI 10.2166/wst.2006.611, Urban Drainage 2005
    • G. Mannina, G. Freni, G. Viviani, S. Saegrov, and L. S. Hafskjold, "Integrated urban water modelling with uncertainty analysis," Water Sci. Technol., vol. 54, no. 6/7, pp. 379-386, Apr. 2006. (Pubitemid 44755630)
    • (2006) Water Science and Technology , vol.54 , Issue.6-7 , pp. 379-386
    • Mannina, G.1    Freni, G.2    Viviani, G.3    Saegrov, S.4    Hafskjold, L.S.5
  • 39
    • 70350422321 scopus 로고    scopus 로고
    • Uncertainty in urban stormwater quality modelling: The influence of likelihood measure formulation in the GLUE methodology
    • Dec.
    • G. Freni, G. Mannina, and G. Viviani, "Uncertainty in urban stormwater quality modelling: The influence of likelihood measure formulation in the GLUE methodology," Sci. Total Environ., vol. 408, no. 1, pp. 138-145, Dec. 2009.
    • (2009) Sci. Total Environ. , vol.408 , Issue.1 , pp. 138-145
    • Freni, G.1    Mannina, G.2    Viviani, G.3
  • 40
    • 84864482334 scopus 로고    scopus 로고
    • Identification and modeling of nonlinear dynamical systems using a novel self-organizing RBF-based approach
    • Aug.
    • J. F. Qiao and H. G. Han, "Identification and modeling of nonlinear dynamical systems using a novel self-organizing RBF-based approach," Automatica, vol. 48, no. 8, pp. 1729-1734, Aug. 2012.
    • (2012) Automatica , vol.48 , Issue.8 , pp. 1729-1734
    • Qiao, J.F.1    Han, H.G.2
  • 41
    • 80053202403 scopus 로고    scopus 로고
    • Advantages of radial basis function networks for dynamic system design
    • Dec.
    • H. Yu, T. T. Xie, S. Paszczynski, and B. M. Wilamowski, "Advantages of radial basis function networks for dynamic system design," IEEE Trans. Ind. Electron., vol. 58, no. 12, pp. 5438-5450, Dec. 2012.
    • (2012) IEEE Trans. Ind. Electron. , vol.58 , Issue.12 , pp. 5438-5450
    • Yu, H.1    Xie, T.T.2    Paszczynski, S.3    Wilamowski, B.M.4
  • 42
    • 34047143219 scopus 로고    scopus 로고
    • Comparison of control strategies for nitrogen removal in an activated sludge process in terms of operating costs: A simulation study
    • DOI 10.1016/j.watres.2007.01.029, PII S0043135407000589
    • A. Stare, D. Vrecko, N. Hvala, and S. Strmcnik, "Comparison of control strategies for nitrogen removal in an activated sludge process in terms of operating costs: A simulation study," Water Res., vol. 41, no. 9, pp. 2004-2014, May 2007. (Pubitemid 46528973)
    • (2007) Water Research , vol.41 , Issue.9 , pp. 2004-2014
    • Stare, A.1    Vrecko, D.2    Hvala, N.3    Strmcnik, S.4
  • 43
    • 84857640794 scopus 로고    scopus 로고
    • Application of multivariate virtual reference feedback tuning for wastewater treatment plant control
    • May
    • J. D. Rojas, X. Flores-Alsina, U. Jeppsson, and R. Vilanova, "Application of multivariate virtual reference feedback tuning for wastewater treatment plant control," Control Eng. Practice, vol. 20, no. 5, pp. 499-510, May 2012.
    • (2012) Control Eng. Practice , vol.20 , Issue.5 , pp. 499-510
    • Rojas, J.D.1    Flores-Alsina, X.2    Jeppsson, U.3    Vilanova, R.4
  • 44
    • 0027556823 scopus 로고
    • Control of nonlinear dynamical systems using neural networks: Controllability and stabilization
    • Mar.
    • U. Levin and K. S. Narendra, "Control of nonlinear dynamical systems using neural networks: controllability and stabilization," IEEE Trans. Neural Netw., vol. 4, no. 2, pp. 192-206, Mar. 1993.
    • (1993) IEEE Trans. Neural Netw. , vol.4 , Issue.2 , pp. 192-206
    • Levin, U.1    Narendra, K.S.2


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