Derong Liu's Journal Papers (Incomplete list)
For more info, please see
or, email me at derongliu@foxmail.com
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- S. Wang and D. Liu, "A truthful
multi-channel double auction mechanism for heterogeneous
spectrums," Wireless Personal Communications, accepted for publication.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
-
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.
- 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.
- 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.
- 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.
- 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
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- D. Liu,
"Approximate dynamic programming for self-learning control,"
Acta Automatica Sinica,
vol.31, no.1, pp.13-18, Jan. 2005.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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