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Dr. Wenxin Liu Professor,
Department of Electrical and Computer Engineering, Lehigh University Director, Smart Microgrid and Renewable
Technology (SMRT) Research Laboratory Office:
Room 218, Packard Laboratory Address: 19 West Memorial
Drive, Bethlehem, PA 18015 Fax: 610-758-6279 Email: wel814@lehigh.edu |
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APPOINTMENTS ·
Professor,
Department of Electrical and Computer Engineering, Lehigh
University, 05/2022-Present ·
Associate
Professor, Department of Electrical and Computer Engineering, Lehigh
University, 10/2018-04/2022 ·
Assistant
Professor, Department of Electrical and Computer Engineering, Lehigh
University, 08/2014-09/2018 ·
Assistant
Professor, Klipsch School of Electrical and Computer Engineering, New Mexico
State University, 08/2009-07/2014 ·
Assistant
Scholar Scientist, Center for Advanced Power Systems, Florida State
University, 06/2005-07/2009 EDUCATION ·
Ph.D.,
Electrical Engineering, Missouri University of Science and Technology
(formerly University of Missouri at Rolla), USA, 05/2005 ·
M.S.,
Control Theory and Applications, National Research Center of Automation,
Northeastern University, China, 03/2000 ·
B.S.,
Industrial Automation, Northeastern University, China, 07/1996 RESEARCH INTERESTS ·
Control ·
Power
Systems ·
Power
Electronics ·
Deep
Reinforcement Learning SPONSORED PROJECTS 1.
Principal
Investigator, “A bi-level deep reinforcement learning based optimal
control scheme design and experimentation for PEPDS,” Office of Naval Research, 10/2024-09/2029 2.
Principal
Investigator, “Modeling and control of hydrogen generation integrated DC
microgrid,” Idaho National Laboratory,07/2021-12/2022 3.
Principal
Investigator, “Distributed real-time optimal power flow control of
PEPDS,” Office of Naval Research, 04/2021-03/2025 4.
Principal
Investigator, “Effective coordination of highly heterogeneous subsystems in a
PEPDS,” Office of Naval Research, 04/2021-03/2025 5.
Principal
Investigator, “LEGO-like development of complex power electronic systems:
research and demonstration,” Office of Naval Research,
05/2018-04/2021 6.
Principal
Investigator, “Modeling and control of microgrids consisted of multiple
parallel-connected distributed energy resources,” Office of Naval
Research, 09/2016-08/2020 7.
Principal
Investigator, “DURIP: Interface upgrade to enable advanced controls of power
systems and power electronics,” Office of Naval Research,
07/2016-07/2017 8.
Investigator,
“Module 5.3: Large-scale network security testing based on an advanced
multi-agent system” in “An Interdisciplinary approach to integratable,
composable and evolvable cybersecurity in energy delivery systems (Phase
I),” Department of Energy, 2015-2017 9.
Co-Investigator
with Prof. Mooi Choo Chuah, “Module 1.3: Identifying unidentifiable attack”
in “An Interdisciplinary approach to integratable, composable and evolvable
cybersecurity in energy delivery systems (Phase I),” Department of
Energy, 2015-2017 10. Principal Investigator, “Advanced controls of systems of
inverters from component-level to system-level,” Office of Naval
Research, 10/2015-09/2016 11. Principal Investigator, “BRIGE: A fully distributed
multi-agent system based energy management solution for microgrids,” National
Science Foundation, 08/2011-07/2015 12. Principal Investigator, “Cooperative optimization and
control for better pulsed power load accommodation,” Office of Naval
Research, 01/2013-09/2015 13. Principal investigator, “DURIP: Experimental platform for
distributed microgrids control solutions,” Office of Naval Research,
08/2012-07/2013 14. Principal Investigator, “A novel fully distributed control
solution for naval shipboard power systems,” Office of Naval Research,
06/2012-05/2013 15. Principal Investigator, “Stable fully distributed multi-agent
based load management algorithm for microgrids,” California Energy
Commission, 10/2011-09/2012 EDITORIAL POSITIONS ·
Editor, IEEE
Transactions on Industrial Informatics, 2017-2023. LINK ·
Editor, IEEE
Transactions on Power Systems, 2019-2023. LINK ·
Editor, IEEE
Power Engineering Letters, 2019-2022. LINK ·
Editor, IEEE
Transactions on Smart Grid, 2016-2021. LINK ·
Editor, Journal
of Electrical Engineering & Technology, 2018-present. LINK ·
Guest
Editor with Josep Guerrero and Jang-Mok Kim, Special Section on
“Systems of Power Converters: Design, Modeling, Control, and
Implementation,” IEEE Transactions on Industrial Informatics. LINK ·
Guest
Editor with Il-Yop Chung and Hao Xu, Special Issue on “Advanced Operation and
Control Smart Microgrids,” Energies. LINK HONORS ·
Best Editor
Award, Journal of Electrical
Engineering and Technology, 2019 ·
Class of
'61 Professorship, Lehigh University, 2019-2021 ·
Ambassador, OP4200 RCP/HIL System, OPAL-RT Technologies, 2018-Present ·
P.C. Rossin
Assistant Professorship, P.C.
Rossin College of Engineering and Applied Science, Lehigh University,
2016-2018 ·
Early
Career Award, University Research Council, New
Mexico State University, 2013 ·
Dean's Excellence
Award, College of Engineering, New
Mexico State University, 2012 ·
ConocoPhillips
Faculty Fellow, College of Engineering, New
Mexico State University, 2011-2012 ·
Dean's
Fellowship, College of Engineering and
Computing, University of Missouri-Rolla, 2001-2004 ·
Finalist of
Best Paper Award, IEEE International Conference on
Information and Automation, Ningbo, Zhejiang, China, July 31-August 4, 2016 ·
Finalist of
Best Paper Award, The 5th Annual IEEE International
Conference on Cyber Technology in Automation, Control and Intelligent Systems, Shenyang,
China, June 8-12, 2015 BOOK ·
Y. Xu, W.
Zhang, W. Liu, and W. Yu, “Distributed Energy Management of Electrical
Power Systems (IEEE Press Series on Power Engineering),” Wiley-IEEE
Press, ISBN-13: 978-1119534884, ISBN-10: 1119534887, January 2021. LINK. SELECTED JOURNAL PUBLICATIONS 1.
Z. Fan, Z.
Tu, and W. Liu, “Online multi-agent deep reinforcement learning platform for
distributed real-time dynamic control of power systems,” Neural Computing and Applications (Under Review). 2.
W. Zhang, J.
Peng, Y. Luo, W. Liu, T.L. Westover, and M.J. Casteel, “Optimal control of
SOEC-based hydrogen production systems for demand response using deep reinforcement
learning in smart grids,” IEEE
Transactions on Energy Conversion (In Press). 3.
Z. Tu, Z.
Fan, W. Zhang, and W. Liu, “Development of deep reinforcement learning
co-simulation platforms for power system control,” IEEE Transaction on Automation Science and Engineering (In press).
LINK 4.
Z. Fan, W.
Zhang, and W. Liu, “Data-efficient deep reinforcement learning based optimal
generation control in DC microgrids,” IEEE
System Journal, vol. 18, no. 1, pp. 426-437, March 2024. LINK 5.
Z. Tu, J.
Peng, B. Fan, L. Liu, and W. Liu, “Optimal output-constrained control of MVDC
shipboard power systems for pulsed power load accommodation,” IET Smart Grid , vol. 7, no. 1, pp.
51-62, February 2024. LINK 6.
Z. Fan, W.
Zhang, and W. Liu, “Multi-agent deep reinforcement learning based distributed
optimal generation control of DC microgrids,” IEEE Transactions on
Smart Grid, vol. 14, no. 5. pp. 3337-3351, September 2023. LINK 7.
Z. Tu, W.
Zhang, and W. Liu, “Deep reinforcement learning control for pulsed power load
online deployment in dc shipboard integrated power system,” IEEE
Transactions on Power Systems vol. 33, no. 4, pp. 3557-3567, July
2023. LINK 8.
W. Zhang,
Z. Tu, and W. Liu, “Optimal charging control of energy storage systems for
pulse power load using deep reinforcement learning in a shipboard integrated
power system,” IEEE Transactions on Industrial Informatics, vol.
19, no. 5, pp. 6349-6363, May 2023. LINK 9.
Z. Tu, W.
Zhang, and W. Liu, “Deep reinforcement learning based optimal control of dc
shipboard power systems for pulsed power load accommodation,” IEEE
Transactions on Smart Grid, vol. 14, no. 1, pp. 29-40, January
2023. LINK 10. Z. Tu, B. Fan, J. Khazaei, W. Zhang, and W. Liu, “An
optimal reset control-based load frequency control method for islanded
microgrids,” IEEE Transactions on Sustainable Energy, vol. 13,
no. 4, pp. 2239-2249, October 2022. LINK 11. J. Peng, B. Fan, and W. Liu, “Penalty-based distributed
optimal control of DC microgrids with enhanced current regulation
performances,” IEEE Transactions on Circuits and Systems I: Regular
Papers, vol. 69, no. 7, pp. 3026-3036, July 2022. LINK 12. B. Fan, J. Peng, Q. Yang, and W. Liu, “Distributed control
of DC microgrids with improved ZIP load adaptability,” IEEE
Transactions on Systems, Man, and Cybernetics: Systems, vol. 52, no. 7,
pp. 4623-4633, July 2022. LINK 13. H. Wang, X. Wen, Y. Xu, B. Zhou, J. Peng, and W. Liu,
“Operating state reconstruction in cyber physical smart grid for automatic
attack filtering,” IEEE Transactions on Industrial Informatics,
vol. 18, no. 5, pp. 2909-2922, May 2022. LINK 14. J. Peng, B. Fan, Z. Tu, W. Zhang, and W. Liu, “Distributed
periodic event-triggered optimal control of dc microgrids based on virtual
incremental cost,” IEEE/CAA Journal of Automatica Sinica, vol. 9,
no. 4, pp. 624-634, Apr. 2022. LINK 15. J. Peng, B. Fan, Q. Yang, and W. Liu, “Fully distributed
discrete-time control of DC microgrids with ZIP loads,” IEEE Systems
Journal, vol. 16, no. 1, pp 155-165, March 2022. LINK 16. Z. Tu, B. Fan, W. Zhang, J. Peng, and W. Liu, “Optimal
state-constrained control of dc shipboard power system for online pulsed
power load accommodation,” IEEE Transactions on Smart Grid, vol.
13, no. 1, pp. 96-105, January 2022. LINK 17. Z. Fan, B. Fan, J. Peng, and W. Liu, “Operation loss
minimization targeted distributed optimal control of DC microgrids,” IEEE
Systems Journal, vol. 15, no. 4, pp. 5186-5196, December 2021. LINK 18. Z. Fan, B. Fan, W. Zhang, and W. Liu,
“Distributed control of DC microgrids for optimal coordination of
conventional and renewable generators,” IEEE Transactions on Smart
Grid, vol. 12, no. 6, pp. 4607-4615, November 2021. LINK 19. J. Khazaei, Z. Tu, A. Asrari, and W. Liu, “Feedback
linearization control of converters with LCL filter for
weak AC grid integration,” IEEE Transactions on Power
Systems, vol. 36, no. 4, pp. 3740-3750, July 2021. LINK 20. J. Peng, B. Fan, Q. Yang, and W. Liu, “Distributed
event-triggered control of DC microgrids,” IEEE Systems
Journal, vol. 15, no. 2, pp. 2504-2514, June 2021. LINK 21. J. Peng, B. Fan, and W. Liu, “Voltage-based distributed
optimal control for generation cost minimization and bounded bus voltage
regulation in DC microgrids,” IEEE Transactions on Smart Grid,
vol. 12, no. 1, pp. 106-116, January 2021. LINK 22. J. Peng, B. Fan, H. Xu, and W. Liu, “Discrete-time
self-triggered control for DC microgrids with data dropouts and communication
delays,” IEEE Transactions on Smart Grid, vol. 11, no. 6, pp.
4626-4636, November 2020. LINK 23. J. Khazaei, Z. Tu, and W. Liu, “Small-signal modeling and
analysis of virtual inertia-based PV systems,” IEEE Transactions on
Energy Conversion, vol. 35, no. 2, pp. 1129-1138, June
2020. LINK 24. B. Fan, S. Guo, J. Peng, Q. Yang, W. Liu, and L. Liu, “A
consensus-based algorithm for power sharing and voltage regulation in DC
microgrids,” IEEE Transactions on Industrial Informatics, vol.
16, no. 6, pp. 3987-3996, June 2020. LINK 25. J. Duan, H. Xu, W. Liu, J. Peng, and H.
Jiang, “Zero-sum game based cooperative control for onboard pulsed power
load accommodation,” IEEE Transactions on Industrial Informatics,
vol. 16, no. 1, pp. 238-247, January 2020. LINK 26. B. Fan, J. Peng, Q. Yang, and W. Liu, “Distributed periodic
event-triggered algorithm for current sharing and voltage regulation in DC
microgrids,” IEEE Transactions on Smart Grid, vol. 11, no. 1, pp.
577-589, January 2020. LINK 27. B. Fan, S. Guo, Q. Yang, and W. Liu, “Decentralized
adaptive control design for single-phase parallel-inverter systems,” IET
Renewable Power Generation, vol. 13, no. 15, pp. 2752-2761, November
2019. LINK 28. C. Wang, J. Duan, B. Fan, Q. Yang, and W. Liu,
“Decentralized high-performance control of DC microgrids,” IEEE
Transactions on Smart Grid, vol. 10, no. 3, pp. 3355-3363, May
2019. LINK 29. B. Fan, J. Peng, J. Duan, Q. Yang, and W. Liu, “Distributed
control of multiple-bus microgrid with paralleled distributed
generators,” IEEE/CAA Journal of Automatica Sinica, vol. 6, no.
3, pp. 1-9, May 2019. LINK 30. C. Wang, K. Zhang, J. Xiong, Y. Xue, and W. Liu, “A
coordinated compensation strategy for module-mismatch of CHB-PV systems based
on improved LS-PWM and reactive power injection,” IEEE Transactions
on Industrial Electronics, vol. 66, no. 4, pp. 2825-2836, April
2019. LINK 31. J. Duan, C. Wang, H. Xu, W. Liu, Y. Xue, J. Peng, and
H. Jiang, “Distributed control of inverter-interfaced microgrids based
on consensus algorithm with improved transient performance,” IEEE
Transactions on Smart Grid, vol. 10, no. 2, pp. 1303-1312, March
2019. LINK 32. J. Peng, B. Fan, J. Duan, Q. Yang, and W. Liu, “Adaptive
decentralized output-constrained control of single-bus DC microgrids,” IEEE/CAA
Journal of Automatica Sinica, vol. 6, no. 2, pp. 424-432, March
2019. LINK 33. W. Liu, J. Kim, C. Wang, W. Im, L. Liu, and H. Xu, “Power
converters based advanced experimental platform for integrated study of power
and controls,” IEEE Transactions on Industrial Informatics, vol.
14, no. 11, pp. 4940-4952, November 2018. LINK 34. J. Duan, H. Xu, and W. Liu, “Q-learning based damping
control of wide-area power systems under cyber uncertainties,” IEEE
Transactions on Smart Grid, vol. 9, no. 6, pp. 6408-6418, November
2018. LINK 35. Y. Xu, Z. Li, J. Zhang, Z. Fei, and W. Liu, “Real-time
compressive sensing based control strategy for a multi-area power
system,” IEEE Transactions on Smart Grid, vol. 9, no. 5, pp.
4293-4302, September 2018. LINK 36. B. Fan, C. Wang, Q. Yang, W. Liu, and G. Wang, “Performance
guaranteed control of flywheel energy storage system for pulsed power load
accommodation,” IEEE Transactions on Power Systems, vol. 33, no.
4, pp. 3994-4004, July 2018. LINK 37. C. Wang, K. Zhang, J. Xiong, Y. Xue, and W. Liu, “An
efficient modulation strategy for cascaded photovoltaic systems suffering
from module-mismatch,” IEEE Journal of Emerging and Selected Topics
in Power Electronics, vol. 6, no. 2, pp. 941-954, June 2018. LINK 38. J. Duan, C. Wang, H. Xu, W. Liu, J. Peng, and H. Jiang,
“Distributed control of inverter-interfaced microgrids with bounded transient
line currents,” IEEE Transactions on Industrial Informatics, vol.
14, no. 5, pp. 2052-2061, May 2018. LINK 39. Y. Xu, J. Hu, W. Gu, and W. Liu, “Real-time distributed
control of battery energy storage systems for security constrained
DC-OPF,” IEEE Transactions on Smart Grid, vol. 9, no. 3, pp.
1580-1589, May 2018. LINK 40. G. Wang, X. Zhang, H. Wang, J. Peng, H. Jiang, Y. Liu, Z.
Xu, and W. Liu, “Robust planning of electric vehicle charging facilities with
advanced evaluation method,” IEEE Transactions on Industrial
Informatics, vol. 14, no. 3, pp. 866-876, March 2018. LINK 41. W. Zhang, Y. Xu, S. Li, M. Zhou, and W. Liu, “A distributed
dynamic programming-based solution for load management in smart grids,” IEEE
Systems Journal, vol. 12, no. 1, pp. 402-413, March 2018. LINK 42. H. Wang, H. Yi, J. Peng, G. Wang, Y. Liu, H. Jiang, and W.
Liu, “Deterministic and probabilistic forecasting of photovoltaic power based
on deep convolutional neural network,” Energy Conversion and
Management, vol. 153, 409-422, December 2017. LINK 43. H. Wang, R. Zhang, J. Peng, G. Wang, Y. Liu, H. Jiang, and
W. Liu, “GPNBI-inspired MOSFA for Pareto operation optimization of integrated
energy system,” Energy Conversion and Management, vol. 151, pp.
524-537, November 2017. LINK 44. W. Liu, J. Guerrero, and J. Kim, “Guest editorial special
section on systems of power converters: design, modeling, control, and
implementation,” IEEE Transactions on Industrial Informatics,
vol. 13, no. 5, pp. 2631-2633, October 2017. LINK 45. W. Im, C. Wang, W. Liu, L. Liu, and J. Kim, “Distributed
virtual inertia based control of multiple photovoltaic systems in autonomous
microgrid,” IEEE/CAA Journal of Automatica Sinica, vol. 4, no. 3,
pp. 512-519, July 2017. LINK 46. W. Zhang, Y. Ma, W. Liu, S. Ranade, and Y. Luo,
“Distributed optimal active power dispatch under constraints for smart
grids,” IEEE Transactions on Industrial Electronics, vol 64, no.
6, pp. 5084-5094, June 2017. LINK 47. J. Duan, H. Xu, and W. Liu, “Event-triggered and
self-triggered wide-area damping control designs under uncertainties,” Transactions
of the Institute of Measurement and Control, vol. 40, no. 7, pp.
2259-2269, April 2017. LINK 48. W. Zhang, W. Liu, C. Zang, and L. Liu, “Multi-agent system
based integrated solution for topology identification and state
estimation,” IEEE Transactions on Industrial Informatics, vol.
13, no. 2, pp. 714-724, April 2017. LINK 49. W. Im, C. Wang, L. Tan, W. Liu, and L. Liu, “Cooperative
controls for pulsed power load accommodation in a shipboard power
system,” IEEE Transactions on Power Systems, vol. 31, no. 6, pp.
5181-5189, November 2016. LINK 50. L. Tan, Q. Yang, W. Im, and W. Liu, “Adaptive critic design
based cooperative control for pulsed power loads accommodation in shipboard
power system,” IET Generation, Transmission & Distribution,
vol. 10, no. 11, pp. 2739-2747, 2016. LINK 51. Y. Ma, W. Zhang, W. Liu, and Q. Yang, “Fully distributed
social welfare optimization with line flow constraint consideration,” IEEE
Transactions on Industrial Informatics, vol. 11, no. 6, pp. 1532-1541,
December 2015. LINK 52. W. Zhang, Y. Xu, W. Liu, C. Zang, and H. Yu, “Distributed
online optimal energy management for smart grids,” IEEE Transactions
on Industrial Informatics, vol. 11, no. 3, pp. 717-727, June 2015. LINK 53. Y. Xu, W. Zhang, and W. Liu, “Distributed dynamic
programming based approach for economic dispatch in smart grids,” IEEE
Transactions on Industrial Informatics, vol. 11, no. 1, pp. 166-175,
February 2015. LINK 54. W. Zhang, W. Liu, X. Wang, L. Liu, and F. Ferrese, “Online
optimal generation control based on constrained distributed gradient
algorithm,” IEEE Transactions on Power Systems , vol. 30,
no. 1, pp. 35-45, January 2015. LINK 55. L. Liu, H. Li, Y. Xue, and W. Liu, “Decoupled active and
reactive power control for large scale grid-connected photovoltaic systems
using cascaded modular multilevel converters,” IEEE Transactions on
Power Electronics, vol. 30, no. 1, pp. 176-187, January 2015. LINK 56. L. Liu, H. Li, Y. Xue, and W. Liu, “Reactive power
compensation and optimization strategy for grid-interactive cascaded
photovoltaic systems,” IEEE Transactions on Power Electronics,
vol. 30, no. 1, pp. 188-202, January 2015. LINK 57. W. Zhang, W. Liu, X. Wang, L. Liu, and F. Ferrese,
“Distributed multiple agent system based online optimal reactive power
control for smart grids,” IEEE Transactions on Smart Grid, vol.
5, no. 5, pp. 2421-2431, September 2014. LINK 58. Y. Xu, W. Zhang, W. Liu, X. Wang, F. Ferrese, C. Zang, and
H. Yu. “Distributed subgradient-based coordination of multiple renewable
generators in a microgrid,” IEEE Transactions on Power Systems,
vol. 29, no. 1, pp. 23-33, January 2014. LINK 59. W. Zhang, Y. Xu, W. Liu, F. Ferrese, and L. Liu, “Fully
distributed coordination of multiple DFIGs in a microgrid for load
sharing,” IEEE Transactions on Smart Grid, vol. 4, no. 2, pp.
806-815, June 2013. LINK 60. Y. Xu, W. Zhang, W. Liu, and F. Ferrese, “Multiagent based
reinforcement learning for optimal reactive power dispatch,” IEEE
Transactions on Systems, Man, and Cybernetics, Part C: Applications and
Reviews, vol. 42, no. 6, pp. 1742-1751, November 2012. LINK 61. W. Liu, L. Liu, I. Chung, D.A. Cartes, and W. Zhang,
“Modeling and detecting the stator winding fault of permanent magnet
synchronous motors,” Simulation Modeling Practice and Theory,
vol. 27, pp. 1-16, September 2012. LINK 62. Y. Xu, W. Liu, and J. Gong, “Multi-agent based load
shedding algorithm for power systems,” IEEE Transactions on Power
Systems, vol. 26, no. 4, pp. 2006-2014, November 2011. LINK 63. I. Chung, W. Liu, K. Schoder, and D.A. Cartes, “Integration
of a bi-directional DC-DC converter model into a real-time system simulation
of a shipboard medium voltage DC System,” Electric Power Systems
Research, vol. 81, no. 4, pp. 1051-1059, April 2011. LINK 64. Y. Xu and W. Liu, “Novel multi agent based load restoration
algorithm for microgrids,” IEEE Transactions on Smart Grid, vol.
2, no. 1, pp. 140-149, March 2011. LINK 65. I. Chung, W. Liu, D.A. Cartes, S. Cho, and H. Kang,
“Controller optimization for bidirectional power flow in medium-voltage DC
power systems,” Journal of Electrical Engineering & Technology,
vol. 6, no. 6, pp. 750-759, 2011. LINK 66. I. Chung, W. Liu, D.A. Cartes, and S. Moon, “Control
parameter optimization for multiple distributed generators in a microgrid
using particle swarm optimization,” European Transactions on Electrical
Power, vol. 21, no. 2, pp. 1200-1216, March 2011. LINK 67. W. Liu, L. Liu, I. Chung, and D.A. Cartes, “Real-time
particle swarm optimization based parameter identification applied to
permanent magnetic synchronous machine,” Applied Soft Computing,
vol. 11, no. 2, pp. 2556-2564, March 2011. LINK 68. J. Gong, V.V. Prabhu, and W. Liu, “Simulation-based
performance comparison between assembly lines and assembly cells with
real-time distributed arrival time control system,” International
Journal of Production Research, vol. 49, no. 5, pp. 1241-1253, March
2011. LINK 69. W. Liu, I. Chung, L. Liu, S. Leng, and D.A. Cartes,
“Real-time particle swarm optimization based current harmonic
cancellation,” Engineering Applications of Artificial Intelligence,
vol. 24, no. 1, pp. 132–141, February 2011. LINK 70. I. Chung, W. Liu, D.A. Cartes, E.G. Collins, and S. Moon,
“Control methods for inverter-interfaced distributed generators in a
microgrid system,” IEEE Transactions on Industry Applications,
vol. 46, no 3, pp. 1078-1088, May/June 2010. LINK 71. L. Liu, W. Liu, D.A. Cartes, and I. Chung, “Slow coherency
and angle modulated particle swarm optimization based islanding of large
scale power systems,” Advanced Engineering Informatics, vol. 23,
no. 1, pp. 45-56, January 2009. LINK 72. L. Liu, W. Liu, and D.A. Cartes, “Particle swarm
optimization based parameter identification applied to permanent magnetic
synchronous machine,” Engineering Applications of Artificial
Intelligence, vol. 21, no. 7, pp. 1092-1100, October 2008. LINK 73. W. Liu, J. Sarangapani, G.K. Venayagamoorthy, L. Liu, D.C.
Wunsch II, M.L. Crow, and D.A. Cartes, “Decentralized neural network-based
excitation control of large-scale power systems,” International
Journal of Control, Automation, and Systems, vol. 5, no. 5, pp. 526-538,
October 2007. LINK 74. W. Liu, G.K. Venayagamoorthy, and D.C. Wunsch II, “A
heuristic dynamic programming based power system stabilizer for a
turbogenerator in a single machine power system,” IEEE Transactions
on Industry Applications, vol. 41, no. 5, pp. 1377-1385, September
2005. LINK 75. L. Tang, W. Liu, and J. Liu, “A neural network model and
algorithm for the hybrid flow shop scheduling problem in a dynamic
environment,” Journal of Intelligent Manufacturing, vol. 16, no.
3, pp. 361-370, June 2005. LINK 76. W. Liu, G.K. Venayagamoorthy, and D.C. Wunsch II, “Design
of an adaptive neural network based power system stabilizer,” Neural
Networks, vol. 16, no. 5-6, pp. 891-898, July 2003. LINK TEACHING EXPERIENCE ·
ECE 136:
Electromechanics, fall 2015, fall 2016, fall 2017, fall 2018, fall 2019, fall
2020, fall 2021 ·
ECE/CREG
257: Senior Lab I, fall 2018, fall 2019 ·
ECE/CREG
258: Senior Lab II, spring 2019, spring 2020, spring 2021 ·
ECE
350/450: Power Electronics, spring 2017 ·
ECE 350:
Introduction of Electrical Machines, spring 2023, spring 2024 ·
ECE
321/421: Introduction of Power Systems, fall 2014, spring 2018, fall 2020,
spring 2022, fall 2023 ·
ECE
329/429: Power System Modeling & Computation, spring 2015, spring 2016 ·
EE 109: The
Engineering of How Things Work, fall 2011, fall 2012 (at New Mexico State
University) ·
EE 391:
Introduction to Electric Power Engineering, spring 2012, spring 2013, fall
2013, spring 2014 (at New Mexico State University) ·
EE 493/543:
Power Systems III, spring 2010, spring 2013 (at New Mexico State University) ·
EE 531:
Power Network Modeling & Computation, fall 2009 (Distance Education-DE),
fall 2010, fall 2011 (DE), spring 2014 (at New Mexico State University) ·
EE 532:
Power System Stability and Transients, spring 2011 (at New Mexico State
University) ·
EML 3014:
Dynamic Systems, spring 2007 (at Florida State University) |
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Last
updated: 09/12/2024