
Derong Liu, Ph.D.,
1994, University of Notre Dame
Contents
Director, Computational Intelligence
Laboratory
Laboratory: (312) 413-2407
Department Office: (312) 413-1301
2005-present, Director of Graduate Studies, Department of Electrical and Computer Engineering, UIC
2006-present, Full Professor,
University of Illinois at Chicago
2002-2006, Associate Professor,
University of Illinois at Chicago
1999-2002, Assistant Professor,
University of Illinois at Chicago
1995-1999, Assistant Professor,
Stevens Institute of Technology
1993-1995, Staff Fellow,
General Motors Research
and Development Center
1987-1990, Instructor,
Graduate School of
Chinese Academy of Sciences
1982-1984, Product Design Engineer,
China North Industries Corporation
- Fellow,
Institute of Electrical and Electronics
Engineers (IEEE), 2005
- University Scholar, University of Illinois, 2006-2009
- Faculty
Early Career Development (CAREER) Award,
National Science Foundation, 1999
- Harvey
N. Davis Distinguished Teaching Award,
Stevens Institute of
Technology, 1997
- Michael J. Birck Fellowship in Electrical Engineering, University of
Notre Dame, 1990
- Listed in Who's Who in America (58th Edition, 2004)
- Listed in Who's Who in Science and Engineering (5th Edition, 2000-2001)
- Member, Eta Kappa Nu, since 1992
Prior Research Accomplishments:
- National
Science Foundation (Principal Investigator),
Finite
Horizon Discrete-Time Adaptive Dynamic Programming,
2006-2009.
- National Science Foundation (Co-Principal
Investigator),
SENSORS:
Approximate Dynamic Programming for Dynamic Scheduling and Control in Sensor Networks, 2005-2008.
- National Science Foundation (Principal
Investigator),
Neural
Dynamic Programming for Automotive Engine Control,
2004-2007.
- General Motors
(Principal Investigator),
Adaptive Critic-Based Powertrain Control System Design,
2003-present.
- National Science Foundation (Principal Investigator),
Power
Control and Call Admission Policies for
Multiclass Traffic in SIR-Based
Power-Controlled DS-CDMA Cellular Networks,
2002-2005.
- Campus
Research Board (Principal Investigator),
Call
Admission Policies for SIR-Based Power-Controlled
CDMA Systems, 2002.
- National Science Foundation (Principal Investigator),
CAREER:
Neural
Network-Based Adaptive Critic Designs for
Broadband Network Traffic Control,
1999-2003
- National Science Foundation (Principal Investigator),
A
Qualitative Study of Time-Lagged Recurrent Networks,
1998-2001
- Blonder Broadcasting Corporation (Principal Investigator),
Digital Video Coding and Compression for HDTV and 3DTV,
1997-1999
- AdCom Member,
IEEE Computational Intelligence Society,
2006-2008 (elected).
- Chair, Chicago Chapter of IEEE Computational Intelligence Society,
2005-present
- Editor
IEEE Computational Intelligence Society Electronic Letter, 2004-present
- Letters Editor
IEEE Transactions on Neural Networks, 2006-present
- Associate Editor
Automatica, 2006-present
- Associate Editor
IEEE Circuits and Systems Magazine, 2008-present
- Associate Editor
IEEE Computational Intelligence Magazine, 2006-present
- Associate Editor
Control and Decision (in Chinese),
2005-present
- Associate Editor
IEEE Transactions on Neural Networks, 2004-2006
- Associate Editor
IEEE Transactions on Signal Processing, 2001-2003
- Associate Editor
IEEE Transactions on Circuits and Systems-I:
Fundamental Theory and Applications, 1997-1999
- Member, Conference Editorial Board
IEEE Control Systems Society, 1995-2000
- General Chair
IEEE
International Conference on Networking, Sensing and Control,
2008
(Sanya, China)
4th International Symposium on Neural Networks, 2007
(Nanjing, China)
- Program Chair
International Joint Conference on Neural Networks, 2008 
(Hong Kong)
IEEE
International Symposium on Approximate Dynamic Programming and Reinforcement Learning,
2007
(Honolulu, HI)
IEEE
International Conference on Networking, Sensing and Control,
2006
(Ft. Lauderdale, FL)
21st
IEEE International Symposium on
Intelligent Control, 2006
(Munich, Germany)
Workshop on
Contemporary Issues in Systems Stability and
Control with Applications, 2003
(Notre Dame, IN)
- Program Co-Chair
International Conference on Sensing, Computing and Automation, 2006
(Chongqing, China)
- Registration Chair
World Congress on Computational Intelligence, 2006
(Vancouver, Canada)
- Plenary Sessions Chair
International Symposium on Neural Networks,
2006
(Chengdu, China)
- Special Sessions Chair
International Symposium on Neural Networks,
2005
(Chongqing, China)
- Publicity Chair/Co-Chair
13th International Conference on Neural Information Processing, 2006
(Hong Kong)
20th IEEE International Symposium on
Intelligent Control, 2005
(Cyprus)
13th
Mediterrenean Conference on Control and Automation, 2005
(Cyprus)
International
Symposium on Neural Networks, 2004
(Dalian, China)
INNS-IEEE
International Joint Conference on Neural Networks, 2004
(Budapest, Hungary)
INNS-IEEE
International Joint Conference on Neural Networks, 2003
(Portland, OR)
- Exhibits Chair
IEEE Intelligent Vehicles Symposium, 2005
(Las Vegas, NV)
IEEE
International Conference on Networking, Sensing and Control,
2005
(Tucson, AZ)
- Publications Chair
18th
IEEE International Symposium on Intelligent Control, 2003
(Houston, TX)
- Local Arrangements Chair
6th
IEEE Conference on Control Applications, 1997
(Hartford, CT)
- Member, Organizing Committee
International Symposium on
Artificial Intelligence, Beijing, China, 2006
- Member, Steering Committee
International Symposium on Neural Networks, 2006
(Chengdu, China)
- Member, Program Committees
2007: IASTED International
Conference on Computational Intelligence (Banff, Canada)
2007: 6th
International Conference on Control and Automation (Guangzhou, China)
2006: 6th International
Conference on Intelligent System Design and Applications
(Jinan, China)
2006: International
Conference on Intelligent Computing (Kunming, China)
2006: INNS-IEEE International Joint Conference on Neural Networks
(Vancouver, Canada)
2006: International Conference on Communications, Circuits and Systems (Guilin, China)
2006: 6th World Congress on Intelligent Control and Automation (Dalian, China)
2005: 4th IASTED
International Conference on Communications, Internet, and Information Technology
(Cambridge, MA)
2005: 14th
IEEE International Conference on
Computer Communications and Networks (San Diego, CA)
2005: 5th
International Conference on Technology and Automation
(Thessaloniki, Greece)
2005: International Conference on Natural
Computation (Changsha, China)
2005: International Conference on Intelligent
Computing (Hefei, China)
2004: 3rd IASTED
International Conference on Communications, Internet, and Information Technology
(St. Thomas, US Virgin Islands)
2004: 4th IASTED International
Conference on Circuits, Signals, and Systems (Clearwater, FL)
2004: 13th
IEEE International Conference on
Computer Communications and Networks (Chicago, IL)
2004: IEEE
Symposium on Neural Networks (Dalian, China)
2004: INNS-IEEE
International Joint Conference on Neural Networks
(Budapest, Hungary)
2004: International
Conference on Communications, Circuits and Systems (Chengdu, China)
2003: 12th
IEEE International Conference on
Computer Communications and Networks (Dallas, TX)
2003: 3rd IASTED International
Conference on Circuits, Signals, and Systems
(Cancun, Mexico)
2003: 4th International
Conference on Control and Automation
(Montreal, Canada)
2002: 11th
IEEE International Conference on
Computer Communications and Networks
(Miami, FL)
2002: 5th
IFIP/IEEE International Conference on Management
of Multimedia Networks and Services
(Santa Barbara, CA)
2002: 5th
Asia-Pacific Conference on Control and Measurement
(Lijiang, China)
2002: International
Conference on Control and Automation
(Xiamen, China)
2002: INNS-IEEE
International Joint Conference on Neural Networks
(Honolulu, HI)
2002: 7th
International Workshop on
Stability and Oscillations of Nonlinear Control Systems
(Moscow, Russia)
2001: 40th
IEEE Conference on Decision and Control
(Orlando, FL)
2001: 4th
IFIP/IEEE International Conference on Management
of Multimedia Networks and Services
(Chicago, IL)
2001: 16th
IEEE International Symposium on Intelligent Control
(Mexico City, Mexico)
2000: 39th
IEEE Conference on Decision and Control
(Sydney, Australia)
1999: 14th
IEEE International Symposium on Intelligent Control
(Cambridge, MA)
1996: 11th
IEEE International Symposium on Intelligent Control
(Dearborn, MI)
Technical Committees:
At University of Illinois at Chicago:
- Departmental Advisory Committee (2001-2002, 2004-2005)
- Departmental Computer Committee (2000-present)
- Departmental Graduate Committee (1999-2000, 2004-present)
- Departmental Grievance Committee (2001-2003)
- Departmental Promotion and Tenure Commmittee (2002-present)
- Departmental Student Scholarship Committee (2000-2001)
- Departmental Undergraduate Committee (1999-2000, 2001-2003)
- Departmental Web Committee (2003-2004)
- Board of Trustees Enrollment Committee (1997-1999)
- Committee on Committees (1998-1999)
- Computer Knowledge and Infrastructure Committee (1997-1998)
- Departmental Graduate Admissions Committee (1995-1999)
- Departmental Ph.D. Qualifying Exam Committee (1995-1999)
- Departmental Undergraduate Computer Engineering Curriculum Committee (1997-1998)
- Graduate Curriculums Committee (1996-1999)
- Undergraduate Promotions Committee (1996-1998)
Current Students:
- Ting Huang, Ph.D. Student
(Aug. 2004 - present)
- Ning Jin, Ph.D. Student
(Jan. 2005 - present)
- Zhuo Wang, Ph.D. Student
(Aug. 2006 - present)
Former Graduate Students:
- Xiaoxu Xiong, Ph.D., May 2006
- Ying Cai, Ph.D., September 2005
- Myron E. Hohil
(co-supervised), Ph.D., May 1998
- Saqning Hu, Ph.D., Feb. 2006
- John C. Kiss, Ph.D., May 1996
- Sergio Ledesma, Ph.D., December 2000
- Zanjun Lu,
Ph.D., December 1999
- Zhongyu Pang, Ph.D., December 2007
- Endre I. Sara, Ph.D., December 1999
- Yi Zhang, Ph.D., May 2004
- Sthitaprajna Acharya, M.S., December 2000
- Gayathri Kalyanaraman, M.S., May 2003
- Olesia Kovalenko, M.S., September 2005
- Priyagayatry Krishnaswamy, M.S., May 2003
- Saumya Tripathi, M.S., December 2000
- Vijay Vemuri, M.S., December 2000
Books and Theses
- F.-Y. Wang and D. Liu, Editors,
Networked Control Systems:
Theory and Applications,
London, UK: Springer, 2008.
- A. N. Michel, L. Hou, and D. Liu,
Stability of Dynamical Systems: Continuous, Discontinuous and
Discrete Systems,
Boston, MA: Birkhauser, 2007.
- D. Liu, S. Fei, Z.-G. Hou, H. Zhang, and C. Sun, Editors,
Advances in Neural Networks - ISNN2007,
Berlin: Springer, 2007.
- H. Zhang and D. Liu,
Fuzzy Modeling and Fuzzy
Control,
Boston, MA: Birkhauser, 2006.
- F.-Y. Wang and D. Liu, Editors,
Advances in Computational
Intelligence: Theory and Applications,
Singapore: World Scientific, 2006.
- D. Liu and P. J. Antsaklis, Editors,
Stability
and Control of Dynamical Systems with Applications,
Boston, MA: Birkhauser, 2003.
- A. N. Michel and D. Liu,
Qualitative
Analysis and Synthesis of Recurrent Neural Networks,
New York: Marcel Dekker,
2002.
(This book has been translated into Chinese by H. Zhang, C. Ji, and
Z. Wang and has been published by the Science Press, 2004.)
- D. Liu
and A. N. Michel,
Dynamical
Systems with Saturation Nonlinearities: Analysis and Design,
New York: Springer-Verlag, 1994.
- D. Liu,
Qualitative Theory of Dynamical Systems with Saturation
Nonlinearities. Ph.D. Dissertation,
University of Notre Dame, Notre Dame,
Indiana, 1994 (Advisor:
Anthony N. Michel).
- D. Liu,
Discrete-Time Model Reference Adaptive Control Systems with Applications.
M.S. Thesis,
Institute of Automation,
Chinese Academy of Sciences, Beijing, China, 1987
(Advisor: Zhengming Ye).
Book Chapters, Book Reviews, and Guest Editorials
- B. DasGupta, D. Liu, and H. Siegelmann,
"Neural networks,"
in Handbook of Approximation Algorithms and Metaheuristics,
T. F. Gonzalez, Editor, Chapman & Hall/CRC, 2007, pp.20.1-20.15.
- D. Liu and X. Xiong,
"Motif discoveries in DNA and protein sequences using self-organizing
neural networks,"
in Advances
in Computational Intelligence: Theory and Applications,
F.-Y. Wang and D. Liu, Editors,
Singapore: World Scientific, 2006, pp. 271-302.
- H. Zhang, Z. Wang, and D. Liu,
"Chaotification of the fuzzy hyperbolic model,"
in Integration of Fuzzy Logic and Chaos Theory,
Z. Li, W. A. Halang, and G. Chen, Editors, Springer, 2006, pp.229-257.
- D. Liu,
"Stability,"
in Electrical
Engineering Handbook,
W.-K. Chen, Editor-in-Chief,
New York: Elsevier Academic Press, 2005, pp.1027-1035.
- J. Si, L. Yang, and D. Liu,
"Direct neural dynamic programming,"
in Handbook
of Learning and Approximate Dynamic Programming:
Scaling Up to the Real World,
J. Si, A. Barto, W. Powell, and D. Wunsch, Editors,
New York: John Wiley & Sons, 2004, pp.123-149.
- D. Liu, Y. Zhang, and S. Hu,
"Power control and call admission control for DS-CDMA cellular networks,"
in Stability
and Control of Dynamical Systems
with Applications, D. Liu and P. J. Antsaklis, Editors,
Boston, MA: Birkhauser, 2003, pp.405-426.
- S. Hu and D. Liu,
Review of the book
Nonlinear H2/H-infinity constrained feedback control: A practical
design approach using neural networks
(M. Abu-Khalaf, J. Huang, and
F. L. Lewis; New York: Springer-Verlag, 2006, 203 pages),
IEEE Transactions on Automatic Control, accepted for publication.
- D. Liu and S. Hu,
Review of the book
Adaptive Approximation based Control: Unifying Neural, Fuzzy and
Traditional Adaptive Approximation Approaches
(J. A. Farrell and M. M. Polycarpou; New York: John Wiley, 2006, 440 pages),
International Journal of Robust and Nonlinear Control,
vol.18, no.1, pp.111-112, Jan. 2008.
- D. Liu, Review of the book
The Mathematics of Internet Congestion Control
(R. Srikant; Boston, MA: Birkhauser, 2004, 164 pages),
IEEE Transactions on Automatic Control,
vol.50, no.1, pp.134-135, Jan. 2005.
- D. Liu, Review of the book
Control of Linear Systems with Regulation and Input Constraints
(A. Saberi, A. A. Stoorvogel, and P. Sannuti;
New York: Springer, 1999, 463 pages),
IEEE Transactions on Automatic Control,
vol.49, no.1, pp.156-157, Jan. 2004.
- D. Liu, Review of the book
Control Systems with Actuator Saturation: Analysis and Design
(T. Hu and Z. Lin;
Boston, MA: Birkhauser, 2001, 408 pages),
IEEE Transactions on Automatic Control,
vol.48, no.6, pp.1116-1117, June 2003,
and
International Journal of Robust and Nonlinear Control,
vol.14, no.9-10, pp.925-927, June-July 2004.
- D. Liu and H. Zhang, Review of the book
Fuzzy Control
(K. M. Passino and S. Yurkovich;
Reading, MA: Addison Wesley, 1998, 475 pages),
Automatica, vol.39, no.6, pp.1115-1116, June 2003.
- D. Liu, Review of the book
Neural Networks for Modeling and Control of Dynamic
Systems: A
Practitioner's Handbook
(M. Norgaard, O. Ravn, N. K. Poulsen, and L. K. Hansen;
London: Springer-Verlag, 2000, 246 pages),
Automatica, vol.38, no.9, pp.1625-1626, Sept. 2002.
- D. Liu, H. Zhang, and S. Hu,
"Neural networks: Algorithms and applications,"
Guest Editorial,
Neurcomputing,
special issue on Neural Networks, vol.71, no.4-6, pp.471-473, Jan. 2008.
- F.-Y. Wang, D. Liu, S. X. Yang, and L. Li,
"Networking, sensing, and control for networked control systems: Architectures, algorithms, and applications,"
Guest Editorial,
IEEE Transactions on Systems, Man,
and Cybernetics-Part C: Applications and Reviews,
vol.37, no.2, pp.157-159, Mar. 2007.
Journal Publications
- D. Liu,
N, Jin, F.-Y. Wang, and Z.-G. Hou,
"Adaptive dynamic programming with $\epsilon$-error bound for
nonlinear discrete-time systems using neural networks,"
IEEE Transactions on Neural Networks, submitted and under review.
- C. Song, J. Ye, D. Liu, and Q. Kang,
"Numerical optimization algorithm for fuzzy systems and application to controller design," IEEE Transactions on Fuzzy Systems,
submitted and under review.
- Q. Kang, D. Liu, and Q. Wu,
"Convergence analysis and approximate dynamic optimization for discrete
particle swarm optimization systems,"
IEEE Transactions on Evolutionary Computation,
submitted and under review.
- T. Huang, H. Javaherian, and D. Liu,
"Nonlinear torque and air-to-fuel ratio control of spark
ignition engines using neuro-sliding mode technique,"
IEEE Transactions on Systems, Man and Cybernetics-Part B: Cybernetics,
submitted and under review.
- D. Liu, Z. Pang, and Z. Wang,
"Epileptic seizure prediction by using particle filters associated with neural
networks," IEEE Transactions on Neural Networks,
submitted and under review.
- 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, submitted and under review.
- 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, submitted and
under review.
- H. Zhang, D. Yang, and D. Liu,
"Decentralized robust variable sampling control for large-scale T-S fuzzy systems,"
Automatica, submitted and under review.
-
H Zhang, Y. Wang, D. Liu, and S. Hu,
"Delay-dependent stabilization of
Markovian jump stochastic systems with mode-dependent mixed delays,"
Automatica, submitted and under review.
- 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,
accepted for publication.
- 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,
accepted for publication.
- 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 Stephen 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,
"Subtle signal 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 autoregressive 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.14-20, Aug. 1990.
(in Chinese)
Derong Liu's Biographical Sketch
short version
Derong Liu (S'91-M'94-SM'96-F'05)
received the B.S. degree in mechanical engineering from the
East China Institute of Technology (now
Nanjing University
of Science and Technology), Nanjing, China, in 1982,
the M.S. degree in electrical engineering from the
Institute of Automation,
Chinese Academy of Sciences,
Beijing, China, in 1987, and the Ph.D. degree in
electrical engineering
from the University of Notre Dame,
Notre Dame, IN, in 1994.
From 1982 to 1984, Dr. Liu was a Product Design Engineer with
China North
Industries Corporation, Jilin, China.
From 1987 to 1990, he was an Instructor with the
Graduate School of the
Chinese Academy of Sciences,
Beijing, China.
From 1993 to 1995, he was a Staff Fellow with
General Motors Research
and Development Center, Warren, MI.
From 1995 to 1999, he was an Assistant Professor in the
Department of
Electrical and Computer Engineering,
Stevens
Institute of Technology, Hoboken, NJ.
He joined the
University of Illinois at Chicago
in 1999, where he is now a Full Professor
of electrical and computer
engineering
and of
computer science.
Since 2005, he has been Director of Graduate Studies in the Department of Electrical
and Computer Engineering, University of Illinois at Chicago.
He is coauthor (with
A.
N. Michel) of Dynamical
Systems with Saturation Nonlinearities: Analysis and Design
(New York: Springer-Verlag, 1994), (with
A.
N. Michel)
Qualitative
Analysis and Synthesis of Recurrent Neural Networks
(New York: Marcel Dekker, 2002),
(with H. G. Zhang) Fuzzy
Modeling and Fuzzy Control
(Boston: Birkhauser, 2006),
and (with
A.
N. Michel and Ling Hou)
Stability of Dynamical Systems: Continuous, Discontinuous and Discrete Systems
(Boston: Birkhauser, 2007).
He is coeditor
(with P.
J. Antsaklis) of
Stability
and Control of Dynamical Systems with Applications (Boston, MA:
Birkhauser, 2003),
(with F. Y. Wang) Advances
in Computational Intelligence: Theory and Applications
(Singapore: World Scientific, 2006), and
(with S. M. Fei, Z. G. Hou, H. G. Zhang, and C. Y. Sun)
Advances in Neural Networks - ISNN2007
(Berlin, Germany: Springer-Verlag, 2007).
Dr. Liu is an Associate Editor of Automatica.
He was General Chair for the
2007 International
Symposium on Neural Networks (Nanjing, China). He
was a member of the
Conference
Editorial Board of the IEEE Control Systems Society (1995-2000) and
an Associate Editor of
the IEEE Transactions on Circuits and Systems-I: Fundamental Theory and
Applications (1997-1999),
the IEEE Transactions on Signal Processing (2001-2003), and
the IEEE Transactions on Neural Networks (2004-2006).
Since 2004, he has been the Editor of
the IEEE Computational Intelligence Society's Electronic Letter.
Since 2006, he has been the Letters Editor of
the IEEE Transactions on Neural Networks and
an Associate Editor of the IEEE Computational Intelligence Magazine.
He is General Chair for the
2008 IEEE International
Conference on Networking, Sensing and Control
(Sanya, China).
He is Program Chair for the
2008 International Joint Conference
on Neural Networks; the
2007 IEEE International Symposium on
Approximate Dynamic Programming and Reinforcement Learning; the
21st IEEE International
Symposium on Intelligent Control (2006); and the
2006 International Conference on
Networking, Sensing and Control.
He is an elected AdCom member of the IEEE
Computational Intelligence Society (2006-2008), Chair of the
Chicago Chapter of the IEEE Computational Intelligence Society,
Chair of the Technical Committee on Neural Networks
of the IEEE Computational Intelligence Society,
and
Past Chair of the Technical Committee on Neural Systems and Applications
of the IEEE Circuits and Systems Society.
He received the
Michael
J. Birck Fellowship from the University of Notre Dame (1990), the
Harvey
N. Davis
Distinguished Teaching Award from Stevens Institute of Technology (1997), the
Faculty Early Career Development
(CAREER)
award from the National Science Foundation (1999),
and the University Scholar Award from University of Illinois (2006-2009).
He is a member of Eta Kappa Nu and a Fellow of the IEEE.
Author: Derong Liu Established: September 19, 1995
E-Mail: dliu@ece.uic.edu Last Update: July 12, 2008