Derong Liu's Journal Papers

  1. C. Wang, Q. Wei, D. Zhao, D. Liu, and Z. Xia, "Data-based adaptive dynamic programming for power optimal control of smart grid," Control Engineering, accepted for publication.
  2. C. Wang, D. Liu, Q. Wei, D. Zhao, and Z. Xia, "Iterative adaptive dynamic programming approach of power optimal control for smart grid with energy storage devices," Acta Automatica Sinica, accepted for publication.
  3. D. Liu, H. Li, and D. Wang, "Online synchronous approximate optimal learning algorithm for multi-player non-zero-sum games with unknown dynamics," IEEE Transactions on Systems, Man and Cybernetics: Systems, accepted for publication.
  4. H. Li, D. Liu, D. Wang, and X. Yang, "Integral reinforcement learning for linear continuous-time zero-sum games with completely unknown dynamics," IEEE Transactions on Automation Science and Engineering, accepted for publication.
  5. D. Wang, D. Liu, and H. Li, "Policy iteration algorithm for online robust control of a class of continuous-time nonlinear systems," IEEE Transactions on Automation Science and Engineering, accepted for publication.
  6. Q. Wei and D. Liu, "Data-driven neuro-optimal temperature control of water gas shift reaction using stable iterative adaptive dynamic programming," IEEE Transactions on Industrial Electronics, accepted for publication.
  7. Q. Wei and D. Liu, "Neural-network-based adaptive optimal tracking control scheme for discrete-time nonlinear systems with approximation errors," Neurocomputing, accepted for publication.
  8. Q. Wei and D. Liu, "A novel iterative theta-adaptive dynamic programming for discrete-time nonlinear systems," IEEE Transactions on Automation Science and Engineering, accepted for publication.
  9. Q. Wei and D. Liu, "Adaptive dynamic programming for optimal tracking control of unknown nonlinear systems with application to coal gasification," IEEE Transactions on Automation Science and Engineering, accepted for publication.
  10. Q. Wei and D. Liu, "Stable iterative adaptive dynamic programming algorithm with approximation errors for discrete-time nonlinear systems," Neural Computing and Applications, accepted for publication.
  11. D. Liu and Q. Wei, "Multi-person zero-sum differential games for a class of uncertain nonlinear systems," International Journal of Adaptive Control and Signal Processing, accepted for publication.
  12. S. Wang and D. Liu, "A truthful multi-channel double auction mechanism for heterogeneous spectrums," Wireless Personal Communications, accepted for publication.
  13. Y. Ma and D. Liu, "Optimal multiband joint detection in cognitive radio networks with the Taguchi method," International Journal of Communication Systems, accepted for publication.
  14. Z. Wang and D. Liu, "Stability analysis for a class of systems: From model-based methods to data-driven methods," IEEE Transactions on Industrial Electronics, accepted for publication.
  15. Z. Wang and D. Liu, "Data-based output feedback control using least squares estimation method for a class of nonlinear systems," International Journal of Robust and Nonlinear Control, accepted for publication.
  16. C. Alippi, D. Liu, D. Zhao, and L. Bu, "Detecting and reacting to changes in sensing units: the active classifier case," IEEE Transactions on System, Man, and Cybernetics: Systems, accepted for publication.
  17. B. Wang, D. Zhao, C. Alippi, and D. Liu, "Dual heuristic dynamic programming for nonlinear discrete-time uncertain systems with state delay," Neurocomputing, accepted for publication.
  18. X. Yang, D. Liu, and D. Wang, "Reinforcement learning for adaptive optimal control of unknown continuous-time nonlinear systems with input constraints," International Journal of Control, vol.87, no.3, pp.553-566, Mar. 2014.
  19. D. Liu and Q. Wei, "Policy iterative adaptive dynamic programming algorithm for discrete-time nonlinear systems," IEEE Transactions on Neural Networks and Learning Systems, vol.25, no.3, pp.621-634, Mar. 2014.
  20. D. Liu, D. Wang, and H. Li, "Decentralized stabilization for a class of continuous-time nonlinear interconnected systems using online learning optimal control approach," IEEE Transactions on Neural Networks and Learning Systems, vol.25, no.2, pp.418-428, Feb. 2014.
  21. D. Zhang, D. Liu, and D. Wang, "Approximate optimal solution of the DTHJB equation for a class of nonlinear affine systems with unknown dead-zone constraints," Soft Computing, vol.18, no.2, pp.349-357, Feb. 2014.
  22. Y. Huang and D. Liu, "Neural-network-based optimal tracking control scheme for a class of unknown discrete-time nonlinear systems using iterative ADP algorithm," Neurocomputing, vol.125, pp.46-56, Feb. 2014.
  23. F. Tan, D. Liu, X. Guan, and B. Luo, "Review and perspective of nonlinear systems control based on differential games," Acta Automatica Sinica, vol.40, no.1, pp.1-15, Jan. 2014.
  24. D. Liu, X. Yang, and H. Li, "Adaptive optimal control for a class of continuous-time affine nonlinear systems with unknown internal dynamics," Neural Computing and Applications, vol.23, no.7-8, pp.1843-1850, Dec. 2013.
  25. D. Wang and D. Liu, "Neuro-optimal control for a class of unknown nonlinear dynamic systems using SN-DHP technique," Neurocomputing, vol.121, pp.218-225, Dec. 2013.
  26. D. Zhao, B. Wang and D. Liu, "A supervised actor-critic approach for adaptive cruise control," Soft Computing, vol.17, pp.2089-2099, Nov. 2013.
  27. Z. Wang and D. Liu, "A data-based state feedback control method for a class of nonlinear systems," IEEE Transactions on Industrial Informatics, vol.9, no.4, pp.2284-2292, Nov. 2013.
  28. X. Yang, D. Liu, and Y. Huang, "Neural-network-based online optimal control for uncertain nonlinear continuous-time systems with control constraints," IET Control Theory & Applications, vol.7, no.17, pp.2037-2047, Nov. 2013.
  29. D. Liu, H. Li, and D. Wang, "Data-based self-learning optimal control: Research progress and prospects," Acta Automatica Sinica, vol.39, no.11, pp.1858-1870, Nov. 2013.
  30. D. Liu, Y. Huang, D. Wang, and Q. Wei, "Neural network observer-based optimal control for unknown nonlinear systems using adaptive dynamic programming," International Journal of Control, vol.86, no.9, pp.1554-1566, Sept. 2013.
  31. Q. Wei and D. Liu, "Numerical adaptive learning control scheme for discrete-time nonlinear systems," IET Control Theory & Applications, vol.7, no.11, pp.1472-1486, July 2013.
  32. M. Boaro, D. Fuselli, F. De Angelis, D. Liu, Q. Wei, and F. Piazza, "Adaptive dynamic programming algorithm for renewable energy scheduling and battery management," Cognitive Computation, vol.5, no.2, pp.264-277, June 2013.
  33. Z. Wang and D. Liu, "Data-based stability analysis of a class of nonlinear discrete-time systems," Information Sciences, vol.235, pp.36-44, June 2013.
  34. D. Liu, H. Li, and D. Wang, "Neural-network-based zero-sum game for discrete-time nonlinear systems via iterative adaptive dynamic programming algorithm," Neurocomputing, vol.110, pp.92-100, June 2013.
  35. D. Fuselli, F. De Angelis, M. Boaro, S. Squartini, Q. Wei, D. Liu, and F. Piazza, "Action dependent heuristic dynamic programming for home energy resource scheduling," International Journal of Electrical Power and Energy Systems, vol.48, pp.148-160, June 2013.
  36. D. Liu and Q. Wei, "Finite-approximation-error based optimal control approach for discrete-time nonlinear systems," IEEE Transactions on Cybernetics, vol.43, no.2, pp.779-789, Apr. 2013.
  37. T. Huang and D. Liu, "A self-learning scheme for residential energy system control and management," Neural Computing and Applications, vol.22, no.2, pp.259每269, Feb. 2013.
  38. D. Wang, D. Liu, D. Zhao, Y. Huang, and D. Zhang, "A neural-network-based iterative GDHP approach for solving a class of nonlinear optimal control problems with control constraints," Neural Computing and Applications, vol.22, no.2, pp.219每227, Feb. 2013.
  39. D. Liu, D. Wang, and X. Yang, "An iterative ADP algorithm for optimal control of unknown discrete-time nonlinear systems with constrained inputs," Information Sciences, vol.220, pp.331每342, Jan. 2013.
  40. H. Li and D. Liu, "Optimal control for discrete-time affine nonlinear systems using general value iteration," IET Control Theory & Applications, vol.6, no.18, pp.2725每2736, Dec. 2012.
  41. F. Y. Wang, D. Liu, G. Xiong, C. J. Cheng, and D. Zhao, "Parallel control theory of complex systems and applications," Complex Systems and Complexity Science, vol.9, no.3, pp.1-12, Sept. 2012.
  42. S. Senan, S. Arik, and D. Liu, "New robust stability results for bidirectional associative memory neural networks with multiple time delays," Applied Mathematics and Computation, vol.218, no.23, pp.11472-11482, Aug. 2012.
  43. D. Wang, D. Liu, Q. Wei, D. Zhao, and N. Jin, "Optimal control of unknown nonlinear discrete-time systems based on adaptive dynamic programming approach," Automatica, vol.48, no.8, pp.1825-1832, Aug. 2012.
  44. Q. Wei and D. Liu, "An iterative epsilon-optimal control scheme for a class of discrete-time nonlinear systems with unfixed initial state," Neural Networks, vol.32, no.6, pp.236-244, Aug. 2012.
  45. D. Liu, D. Wang, D. Zhao, Q. Wei, and N. Jin, "Neural-network-based optimal control for a class of unknown discrete-time nonlinear systems using globalized dual heuristic programming," IEEE Transactions on Automation Science and Engineering, vol.9, no.3, pp.628-634, July 2012.
  46. D. Wang, D. Liu, and Q. Wei, "Finite-horizon neuro-optimal tracking control for a class of discrete-time nonlinear systems using adaptive dynamic programming approach," Neurocomputing, vol.78, no.1, pp.14-22, Feb. 2012.
  47. Z. Wang and D. Liu, "Data-based controllability and observability analysis of linear discrete-time systems," IEEE Transactions on Neural Networks, vol.22, no.12, pp.2388每2392, Dec. 2011.
  48. B. Ning, T. Tang, H. Dong, D. Wen, D. Liu, S. Gao, and J. Wang, "An introduction to parallel control and management for high-speed railway systems," IEEE Transactions on Intelligent Transportation Systems, vol.12, no.4, pp.1473-1483, Dec. 2011.
  49. Q. Wei and D. Liu, "Finite horizon optimal control of discrete-time nonlinear systems with unknown dynamics using adaptive dynamic programming," Journal of Control Theory and Applications, vol.9, no.3, pp.381-390, Aug. 2011.
  50. T. Huang, H. Javaherian, and D. Liu, "Nonlinear torque and air-to-fuel ratio control of spark ignition engines using neuro-sliding mode technique," International Journal of Neural Systems, vol.21, no.3, pp.213-224, June 2011.
  51. H. Zhang, Q. Wei, and D. Liu, "An iterative adaptive dynamic programming method for solving a class of nonlinear zero-sum differential games," Automatica, vol.47, no.1, pp.207-214, Jan. 2011.
  52. F. Y. Wang, N. Jin, D. Liu, and Q. Wei, "Adaptive dynamic programming for finite horizon optimal control of discrete-time nonlinear systems with epsilon-error bound," IEEE Transactions on Neural Networks, vol.22, no.1, pp.24-36, Jan. 2011.
  53. F. Tan, D. Liu, X. Guan, and S. Xing, "Trajectory tracking control of nonholonomic mobile robot system based on unfalsified control theory," Control and Decision, vol.25, no.11, pp.1693-1697, Nov. 2010.
  54. Q. Wei, H. Zhang, D. Liu, and Y. Zhao, "An optimal control scheme for a class of discrete-time nonlinear systems with time delays using adaptive dynamic programming," Acta Automatica Sinica, vol.36, no.1, pp.121-129, Jan. 2010.
  55. C. Song, J. Ye, D. Liu, and Q. Kang, "Generalized receding horizon control of fuzzy systems based on numerical optimization algorithm," IEEE Transactions on Fuzzy Systems, vol.17, no.6, pp.1336-1352, Dec. 2009.
  56. F. Tan, X. Guan, and D. Liu, "Consensus protocol in networked multi-agent systems with nonbalanced topology," Control Theory & Applications, vol.26, no.10, pp.1087-1092, Oct. 2009.
  57. H. Zhang, Y. Luo, and D. Liu, "Neural-network-based near-optimal control for a class of discrete-time affine nonlinear systems with control constraints," IEEE Transactions on Neural Networks, vol.20, no.9, pp.1490-1503, Sept. 2009.
  58. D. Zhao, D. Liu, and J. Yi, "An overview on the adaptive dynamic programming based urban city traffic signal optimal control," Acta Automatica Sinica, vol.35, no.6, pp.676-681, June 2009.
  59. F. Y. Wang, H. Zhang, and D. Liu, "Adaptive dynamic programming: an introduction," IEEE Computational Intelligence Magazine, vol.4, no.2, pp.39-47, May 2009.
  60. H. Zhang, Z. Wang, and D. Liu, "Global asymptotic stability and robust stability of a general class of Cohen-Grossberg neural networks with mixed delays," IEEE Transactions on Circuits and Systems-I: Regular Papers, vol.56, no.3, pp.616-629, Mar. 2009.
  61. D. Liu, Z. Pang, and Z. Wang, "Epileptic seizure prediction by a system of particle filter associated with a neural network," EURASIP Journal on Advances in Signal Processing, vol.2009, article ID 638534, 10 pages, 2009. doi:10.1155/2009/638534. open access
  62. Z. Pang, D. Liu, N. Jin, and Z. Wang, "A Monte Carlo particle model associated with neural networks for tracking problems," IEEE Transactions on Circuits and Systems-I: Regular Papers, vol.55, no.11, pp.3421-3429, Dec. 2008.
  63. F. Tan, X. Guan, D. Liu, and X. Luo, "Chaos suppression in the coupled dynamo-system by adjusting the L2 gain," Control Theory & Applications, vol.25, no.6, pp.1016-1020, Dec. 2008.
  64. H. Zhang, Z. Wang, and D. Liu, "Robust stability analysis for interval Cohen-Grossberg neural networks with unknown time varying delays, IEEE Transactions on Neural Networks, vol.19, no.11, pp.1942-1955, Nov. 2008.
  65. F. Tan, X. Guan, and D. Liu, "Consensus protocol for multi-agent continuous systems," Chinese Physics B, vol.17, no.10, pp.3531-3535, Oct. 2008.
  66. D. Liu, H. Javaherian, O. Kovalenko, and T. Huang, "Adaptive critic learning techniques for engine torque and air-fuel ratio control," IEEE Transactions on Systems, Man and Cybernetics-Part B: Cybernetics, vol.38, no.4, pp.988-993, Aug. 2008.
  67. J. Ma, T. Yang, Z.-G. Hou, M. Tan, and D. Liu, "Neurodynamic programming: A case study of the traveling salesman problem," Neural Computing and Applications, special issue on Neural Networks for Control, Robotics and Diagnostics, vol.17, no.4, pp.347-355, Aug. 2008.
  68. H. Zhang, Z. Wang, and D. Liu, "Global asymptotic stability of recurrent neural networks with multiple time varying delays," IEEE Transactions on Neural Networks, vol.19, no.5, pp.855-873, May 2008.
  69. N. Jin and D. Liu, "Wavelet basis function neural networks for sequential learning," IEEE Transactions on Neural Networks, vol.19, no.3, pp.523-528, Mar. 2008.
  70. H. Zhang, Y. Wang, and D. Liu, "Delay-dependent guaranteed cost control for uncertain stochastic fuzzy systems with multiple time delays," IEEE Transactions on Systems, Man and Cybernetics-Part B: Cybernetics, vol.38, no.1, pp.126-140, Feb. 2008.
  71. D. Liu, Z. Pang, and S. R. Lloyd, "A neural network method for detection of obstructive sleep apnea and narcolepsy based on pupil size and EEG," IEEE Transactions on Neural Networks, vol.19, no.2, pp.308-318, Feb. 2008.
  72. G. Zhai, X. Xu, H. Lin, and D. Liu, "Extended Lie algebraic stability analysis for switched systems with continuous-time and discrete-time subsystems," International Journal of Applied Mathematics and Computer Science, vol.17, no.4, pp.447-454, 2007.
  73. S. Ledesma, D. Liu, and D. Hernandez, "Two approximation methods to synthesize the power spectrum of fractional Gaussian noise," Computational Statistics & Data Analysis, special issue on Statiscal Signal Extration and Filtering, vol.52, no.2, pp.1047-1062, Oct. 2007.
  74. H. Zhang, Z. Wang, and D. Liu, "Robust exponential stability of recurrent neural networks with multiple time-varying delays," IEEE Transactions on Circuits and Systems-II: Express Briefs, vol.54, no.8, pp.730-734, Aug. 2007.
  75. H. Zhang, S. Lun, and D. Liu, "Fuzzy H-infinity filter design for a class of nonlinear discrete-time systems with multiple time delays," IEEE Transactions on Fuzzy Systems, vol.15, no.3, pp.453-469, June 2007.
  76. D. Liu and H. Zare, "A multipath interference cancellation technique for WCDMA downlink receivers," International Journal of Communication Systems, vol.20, no.6, pp.661-668, June 2007.
  77. D. Liu, S. Hu, and H. Zhang, "Simultaneous blind separation of instantaneous mixtures with arbitrary rank," IEEE Transactions on Circuits and Systems-I: Regular Papers, vol.53, no.10, pp.2287-2298, Oct. 2006.
  78. D. Liu, X. Xiong, B. DasGupta, and H. Zhang, "Motif discoveries in unaligned molecular sequences using self-organizing neural networks," IEEE Transactions on Neural Networks, vol.17, no.4, pp.919-928, July 2006
  79. H. Zhang, Y. Xie, and D. Liu, "Synchronization of a class of delayed chaotic neural networks with fully unknown parameters," Dynamics of Continuous, Discrete & Impulsive Systems, Series B: Applications & Algorithms, vol.13, no.2, pp.297-308, 2006.
  80. G. Zhai, D. Liu, J. Imae, and T. Kobayashi, "Lie algebraic stability analysis for switched systems with continuous-time and discrete-time subsystems," IEEE Transactions on Circuits and Systems-II: Express Briefs, vol.53, no.2, pp.152-156, Feb. 2006.
  81. D. Liu, Y. Cai, and G. Tu, "A novel packet coding scheme immune to packet collisions for CDMA-based wireless ad hoc networks," IEE Proceedings-Communications, vol.153, no.1, pp.1-4, Feb. 2006.
  82. D. Liu and Y. Cai, "Taguchi method for solving the economic dispatch problem with nonsmooth cost functions," IEEE Transactions on Power Systems, vol.20, no.4, pp.2006-2014, Nov. 2005.
  83. D. Liu, Y. Zhang, and H. Zhang, "A self-learning call admission control scheme for CDMA cellular networks," IEEE Transactions on Neural Networks, vol.16, no.5, pp.1219-1228, Sept. 2005.
  84. H. Zhang, Z. Wang, and D. Liu, "Chaotifying fuzzy hyperbolic model using impulsive and nonlinear feedback control approaches," International Journal of Bifurcation and Chaos, vol.15, no.8, pp.2603-2610, Aug. 2005.
  85. Y. Cai and D. Liu, "Multiuser detection based on the Taguchi method for DS-CDMA systems," IEEE Transactions on Wireless Communications, vol.4, no.4, pp.1594-1607, July 2005.
  86. D. Liu, X. Xiong, Z. G. Hou, and B. DasGupta, "Identification of motifs with insertions and deletions in protein sequences using self-organizing neural networks," Neural Networks, vol.18, no.5-6, pp.835-842, June-July 2005.
  87. S. Hu and D. Liu, "On the global output convergence of a class of recurrent neural networks with time-varying inputs," Neural Networks, vol.18, no.2, pp.171-178, Mar. 2005.
  88. D. Liu and H. Zhang, "A neural dynamic programming approach for learning control of failure avoidance problems," International Journal of Intelligent Control and Systems, vol.10, no.1, pp.21-32, Mar. 2005.
  89. D. Liu, "Approximate dynamic programming for self-learning control," Acta Automatica Sinica, vol.31, no.1, pp.13-18, Jan. 2005.
  90. H. Zhang, Z. Wang, and D. Liu, "Chaotifying fuzzy hyperbolic model using adaptive inverse optimal control approach," International Journal of Bifurcation and Chaos, vol.14, no.10, pp.3505-3517, Oct. 2004.
  91. H. Zhang, H. Liang, and D. Liu, "Two new operators in rough set theory with applications to fuzzy sets," Information Sciences, vol.166, no.1-4, pp.147-165, Oct. 2004.
  92. D. Liu, Y. Zhang, and S. Hu, "Call admission policies based on calculated power control setpoints in SIR-based power-controlled DS-CDMA cellular networks," Wireless Networks, vol.10, no.4, pp.473-483, July 2004.
  93. H. Zare and D. Liu, "A novel modulation and demodulation technique for the downlink of spread spectrum multipath channels," IEEE Communications Letters, vol.8, no.4, pp.208-210, Apr. 2004.
  94. D. Liu, S. Hu, and J. Wang, "Global output convergence of a class of continuous-time recurrent neural networks with time-varying thresholds," IEEE Transactions on Circuits and Systems-II: Express Briefs, vol.51, no.4, pp.161-167, Apr. 2004.
  95. J. Sheng and D. Liu, "An improved maximum likelihood approach to image reconstruction using ordered subsets and data subdivisions," IEEE Transactions on Nuclear Science, vol.51, no.1, pp.130-135, Feb. 2004.
  96. D. Liu and A. Molchanov, "Asymptotic stability of a class of linear discrete systems with multiple independent variables," Circuits, Systems and Signal Processing, vol.22, no.3, pp.307-324, May-June 2003.
  97. D. Liu, T.-S. Chang, and Y. Zhang, "A constructive algorithm for feedforward neural networks with incremental training," IEEE Transactions on Circuits and Systems-I: Fundamental Theory and Applications, vol.49, no.12, pp.1876-1879, Dec. 2002.
  98. D. Liu, M. E. Hohil, and S. H. Smith, "N-bit parity neural networks: New solutions based on linear programming," Neurocomputing, vol.48, no.1-4, pp.477-488, Oct. 2002.
  99. A. Molchanov and D. Liu, "Robust absolute stability of nonlinear time-varying discrete-time systems," IEEE Transactions on Circuits and Systems-I: Fundamental Theory and Applications, vol.49, no.8, pp.1129-1137, Aug. 2002.
  100. D. Liu and A. Molchanov, "Criteria for robust absolute stability of time-varying nonlinear continuous-time systems," Automatica, vol.38, no.4, pp.627-637, Apr. 2002.
  101. D. Liu, E. I. Sara, and W. Sun, "Nested auto-regressive processes for MPEG-encoded video traffic modeling," IEEE Transactions on Circuits and Systems for Video Technology, vol.11, no.2, pp.169-183, Feb. 2001.
  102. I. Salih, S. H. Smith, and D. Liu, "Synthesis approach for bidirectional associative memories based on the perceptron training algorithm," Neurocomputing, vol.35, no.1-4, pp.137-148, Nov. 2000.
  103. S. Ledesma and D. Liu, "Fractional Gaussian noise power spectrum synthesis using linear approximation for generating self-similar network traffic," ACM Computer Communication Review, vol.30, no.2, pp.4-17, Apr. 2000.
  104. H. D. Patino and D. Liu, "Neural network-based model reference adaptive control system," IEEE Transactions on Systems, Man, and Cybernetics-Part B: Cybernetics, vol.30, no.1, pp.198-204, Feb. 2000.
  105. M. E. Hohil, D. Liu, and S. H. Smith, "Solving the N-bit parity problem using neural networks," Neural Networks, vol.12, no.9, pp.1321-1323, Nov. 1999.
  106. Z. Lu and D. Liu, "A new synthesis procedure for a class of cellular neural networks with space-invariant cloning template," IEEE Transactions on Circuits and Systems-II: Analog and Digital Signal Processing, vol.45, no.12, pp.1601-1605, Dec. 1998.
  107. D. Liu, "Lyapunov stability of two-dimensional digital filters with overflow nonlinearities," IEEE Transactions on Circuits and Systems-I: Fundamental Theory and Applications, vol.45, no.5, pp.574-577, May 1998.
  108. D. Liu and Z. Lu, "A new synthesis approach for feedback neural networks based on the perceptron training algorithm," IEEE Transactions on Neural Networks, vol.8, no.6, pp.1468-1482, Nov. 1997.
  109. D. Liu, "Cloning template design of cellular neural networks for associative memories," IEEE Transactions on Circuits and Systems-I: Fundamental Theory and Applications, vol.44, no.7, pp.646-650, July 1997.
  110. A. N. Michel and D. Liu, "Theory and applications of sparsely interconnected feedback neural networks," Neural, Parallel and Scientific Computations, vol.4, no.3, pp.305-324, Sept. 1996.
  111. D. Liu and A. N. Michel, "Robustness analysis and design of a class of neural networks with sparse interconnecting structure," Neurocomputing, vol.12, no.1, pp.59-76, June 1996.
  112. D. Liu and A. N. Michel, "Stability analysis of systems with partial state saturation nonlinearities," IEEE Transactions on Circuits and Systems-I: Fundamental Theory and Applications, vol.43, no.3, pp.230-232, Mar. 1996.
  113. A. N. Michel, D. Liu, and K. Wang, "Stability analysis of a class of systems with parameter uncertainties and with state saturation nonlinearities," International Journal of Robust and Nonlinear Control, vol.5, no.5, pp.505-519, Aug. 1995.
  114. A. N. Michel, K. Wang, D. Liu, and H. Ye, "Qualitative limitations incurred in implementations of recurrent neural networks," IEEE Control Systems Magazine, vol.15, no.3, pp.52-65, June 1995.
  115. K. Wang, A. N. Michel, and D. Liu, "Necessary and sufficient conditions for the Hurwitz and Schur stability of interval matrices," IEEE Transactions on Automatic Control, vol.39, no.6, pp.1251-1255, June 1994.
  116. D. Liu and A. N. Michel, "Sparsely interconnected neural networks for associative memories with applications to cellular neural networks," IEEE Transactions on Circuits and Systems-II: Analog and Digital Signal Processing, vol.41, no.4, pp.295-307, Apr. 1994.
  117. D. Liu and A. N. Michel, "Stability analysis of state-space realizations for two-dimensional filters with overflow nonlinearities," IEEE Transactions on Circuits and Systems-I: Fundamental Theory and Applications, vol.41, no.2, pp.127-137, Feb. 1994.
  118. D. Liu and A. N. Michel, "Cellular neural networks for associative memories," IEEE Transactions on Circuits and Systems-II: Analog and Digital Signal Processing, vol.40, no.2, pp.119-121, Feb. 1993.
  119. D. Liu and A. N. Michel, "Null controllability of systems with control constraints and state saturation," Systems & Control Letters, vol.20, no.2, pp.131-139, Feb. 1993.
  120. D. Liu and A. N. Michel, "Asymptotic stability of discrete-time systems with saturation nonlinearities with applications to digital filters," IEEE Transactions on Circuits and Systems-I: Fundamental Theory and Applications, vol.39, no.10, pp.798-807, Oct. 1992.
  121. D. Liu and A. N. Michel, "Asymptotic stability of systems operating on a closed hypercube," Systems & Control Letters, vol.19, no.4, pp.281-285, Oct. 1992.
  122. D. Liu and Z. Ye, "A hyperstable scheme for designing discrete model reference adaptive control system," Information and Control, vol.19, no.4, pp.14每20, Aug. 1990.


Author: Derong Liu Established: September 19, 1995