Pitt | Swanson Engineering
Mao, Zhi-Hong
Electrical and Computer Engineering, Bioengineering Department
Mao, Zhi-Hong
Faculty
Associate Professor
Office: 1204 Benedum Hall
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Research Interests: Networked control in neural systems, transportation systems, electric power systems, and economic systems.

PhD in Electrical and Medical Engineering, Massachusetts Institute of Technology, 2005

SM in Aeronautics and Astronautics, Massachusetts Institute of Technology, 2000

MEng in Intelligent Control and Pattern Recognition, Tsinghua University, 1998

BS in Applied Mathematics, Tsinghua University, 1995

BEng in Automatic Control, Tsinghua University, 1995

Control of networked and large-scale dynamical systems

Human-in-the-loop control systems

(2015) William Kepler Whiteford Faculty Fellowship (renewed), Swanson School of Engineering, University of Pittsburgh.

(2013) Outstanding Service Award as Associate Editor, IEEE Transactions on Intelligent Transportation Systems.

(2012) William Kepler Whiteford Faculty Fellowship, Swanson School of Engineering, University of Pittsburgh.

(2010) Andrew P. Sage Best Transactions Paper Award, IEEE Systems, Man and Cybernetics Society.

(2010) Faculty Early Career Development Award, National Science Foundation.

(2009) Outstanding Educator Award, Swanson School of Engineering, University of Pittsburgh.

(2007) Faculty Honor Roll Award for Outstanding Teaching in Electrical and Computer Engineering.

(2003) Medical Engineering and Medical Physics Fellowship, Harvard-MIT Division of Health Sciences and Technology.

(2001) Zakhartchenko Fellowship, Massachusetts Institute of Technology.

(2000) David and Beatrice Yamron Fellowship, Harvard-MIT Division of Health Sciences and Technology.

(2000) The Most Productive Author in the Area of Aircraft Traffic in IEEE Transactions on Intelligent Transportation Systems.

Amrhein, A., Stanchina, W.E., Reed, G.F., Mao, Z.H., and Khanna, R., 2013, "An analytical model for evaluating the influence of device parasitics on Cdv/dt induced false turn-on in SiC MOSFETs," To appear in Applied Power Electronics Conference (APEC 2013).

Liu, B., Hu, M., Huang, T., Li, H., Mao, Z.H., Zhang, W., and Chen, Y., 2013, "Digital-assisted noise-eliminating training for memristor crossbar-based analog neuromorphic computing engine," To appear in 50th Design Automation Conference (DAC 2013).

Lupu, M.F., Sun, M., Xia, R., and Mao, Z.H., 2013, "Rate of information transmission in human manual control of an unstable system," To appear in IEEE Transactions on Human-Machine Systems.

Nixon, K., Chen, X., Mao, Z.H., Li, K., and Chen, Y., 2013, "Mobile user classification and authorization based on gesture usage recognition," To appear in 18th Asia and South Pacific Design Automation Conference (ASP-DAC 2013).

Nixon, K., Chen, Y., Mao, Z.H., and Li, K., 2013, "User classification and authentication for MOBILE device based on gesture recognition.," To appear in in In Network Science and Cybersecurity, R. Pino, ed., Springer.

Xu, Q., Gao, Z., Wang, H., He, J., Mao, Z.H., and Sun, M., 2013, "Batteries not included: a mat-based wireless power transfer system for implantable medical devices as a moving target," To appear in IEEE Microwave Magazine.

Xu, Q., Wang, H., Gao, Z., Mao, Z.H., He, J., and Sun, M., 2013, "A novel mat-based system for position-varying wireless power transfer to biomedical implants," To appear in IEEE Transactions on Magnetics.

Bai, Y., Li, C., Yue, Y., Jia, W., Li, J., Mao, Z.H., and Sun, M., 2012, "Designing a wearable computer for lifestyle evaluation," 38th Annual Northeast Bioengineering Conference (NEBEC 2012), pp. 93-94, Philadelphia, PA, USA.

Chang, C.C., Kuo, T.Y., Lo, Y.C., Lee, H.N., Askey, D., and Mao, Z.H., 2012, "User-satisfaction based bandwidth allocation for transmission of multiple sources of human perceptual data," Journal of the Franklin Institute, vol.349, no.3, pp. 879-890.

Huang, S., Feron, E., and Mao, Z.H., 2012, "Optimal configuration for intersecting flows of aircraft.," 15th International IEEE Conference on Intelligent Transportation Systems (ITSC 2012), pp. 1447-1452, Anchorage, Alaska, USA.

Kim, H., Har, D.S., Mao, Z.H., Sun, M., and Lee, H.N., 2012, "Efficient joint source-channel decoding of multi-state Markov sequences," IET Communications, vol.6, no.9, pp. 1038-1044.

Ma, Y., Yang, J., Hui, L., Li, Y., Mao, Z.H., and Sun, M., 2012, "Novel hand motion tracking system," Journal of Xidian University (in Chinese), vol.39, no.1, pp. 79-85.

Reed, G.F., Grainger, B.M., Sparacino, A.R., Taylor, E., and Mao, Z.H., 2012, "Ship to grid: medium-voltage DC concepts in theory and practice," IEEE Power and Energy Magazine, vol.10, no.6, pp. 70-79.

Reed, G.F., Grainger, B.M., Sparacino, A.R., Taylor, E.J., Korytowski, M.J., and Mao, Z.H., 2012, "Medium voltage DC technology developments, applications, and trends," CIGRE US National Committee (USNC) 2012 Grid of the Future Symposium, Kansas City, MO, USA.

Sun, M., Mao, Z.H., and Lupu, M.F., 2012, "Information rate of human manual control in unstable systems," 20th European Signal Processing Conference (EUSIPCO 2012), pp. 1811-1815, Bucharest, Romania.

Wang, H., Mao, Z.H., Xu, Q., and Sun, M., 2012, "Relay effect on wireless power transfer using resonant coupling," 38th Annual Northeast Bioengineering Conference (NEBEC 2012), pp. 428-429, Philadelphia, PA, USA.

Wang, W., Sun, M., Mao, Z.H., and Vinjamuri, R., 2012, "Application of linear and nonlinear dimensionality reduction methods; chapter 6," in In Principal Component Analysis, P. Sanguansat, ed., In Tech-Open Access Publisher, pp. 107-128.

Xia, R., and Mao, Z.H., 2012, "Progression of motor symptoms in Parkinson's disease.," Neuroscience Bulletin, vol.28, no.1, pp. 39-48.

Zhang, F., Liu, J., Mao, Z.H., and Sun, M., 2012, "Mid-range wireless power transfer and its application to body sensor networks," Open Journal of Applied Sciences, vol.2, no.1, pp. 35-46.

Hand, T., Mao, Z.H., and Feron, E., 2011, "Stability of spatially distributed, intersecting aircraft flows under sequential conflict resolution schemes.," 2011 American Control Conference (ACC 2011), pp. 2168-2173, San Francisco, CA, USA.

Li, L., Zhang, H., Jia, W., Mao, Z.H., You, Y., and Sun, M., 2011, "Indirect activity recognition using a target-mounted camera.," 4th International Congress on Image and Signal Processing (CISP 2011), pp. 487-491, Shanghai, China.

Lupu, M.F., Feron, E., and Mao, Z.H., 2011, "Influence of aircraft maneuver preference variability on airspace usage," IEEE Transactions on Intelligent Transportation Systems, vol.12, no.4, pp. 1446-1461.

Lupu, M.F., Sun, M., and Mao, Z.H., 2011, "Bandwidth limitations in human control tasks," 2nd IASTED (International Association of Science and Technology for Development) International Conference on Robotics (Robo 2011), 6 pages, Pittsburgh, PA, USA.

Lupu, M.F., Sun, M., and Mao, Z.H., 2011, "Information capacity of human manual control of unstable systems," NSF Engineering Research and Innovation Conference, Atlanta, GA, USA.

Ma, Y., Mao, Z.H., Jia, W., Li, C., Yang, J., and Sun, M., 2011, "Magnetic hand tracking for human-computer interface," IEEE Transactions on Magnetics, vol.47, no.5, pp. 970-973.

Sun, Y., Hawrylak, P.J., Mao, Z.H., and Mickle, M.H., 2011, "A novel software radio defined passive RFID reading system with real-time collision resolution," International Journal of Ad Hoc and Ubiquitous Computing, vol.8, no.4, pp. 261-270.

Vinjamuri, R., Weber, D.J., Mao, Z.H., Collinger, J.L., Degenhart, A.D., Kelly, J.W., Boninger, M.L., Tyler-Kabara, E.C., and Wang, W., 2011, "Toward synergy-based brain-machine interfaces.," IEEE Transactions on Information Technology in Biomedicine, vol.15, no.5, pp. 726-36.

Xu, H., Umez-Eronini, I., Mao, Z.H., and Jones, A.K., 2011, "Towards improving renewable resource utilization with plug-in electric vehicles," 2011 IEEE PES Innovative Smart Grid Technologies (ISGT) Conference, 6 pages, Anaheim, CA, USA.

Zhang, F., Hackworth, S.A., Fu, W., Li, C., Mao, Z.H., and Sun, M., 2011, "Relay effect of wireless power transfer using strongly coupled magnetic resonances," IEEE Transactions on Magnetics, vol.47, no.5, pp. 1478-1481.

Zhang, H., Li, L., Jia, W., Fernstrom, J.D., Sclabassi, R.J., Mao, Z.H., and Sun, M., 2011, "Physical activity recognition based on motion in images acquired by a wearable camera," Neurocomputing, vol.74, no.12-13, pp. 2184-2192.

Mao, Z.H., Lee, H.N., and Chang, C.C., 2010, "MB iterative decoding algorithm on systematic LDGM codes: performance evaluation," Signal Processing [A publication of the European Association for Signal Processing (EURASIP)], vol.90, no.1, pp. 373-377.

Chang, C.C., Mao, Z.H., and Lee, H.N., 2010, "A fast BER evaluation method for LDGM codes," Journal of the Franklin Institute, vol.347, no.7, pp. 1368-1373.

Lee, H.N., Chung, S.Y., Fragouli, C., and Mao, Z.H., 2010, "Network coding for wireless networks," EURASIP Journal on Wireless Communications and Networking, vol.2010, 2 pages, Article ID 359475, doi: 10.1155/2010/359475.

Lupu, M.F., Feron, E., and Mao, Z.H., 2010, "Traffic complexity of intersecting flows of aircraft under variations of pilot preferences in maneuver choice," 49th IEEE Conference on Decision and Control (CDC 2010), pp. 1189-1194, Atlanta, GA, USA.

Lupu, M.F., Sun, M., Askey, D., Xia, R., and Mao, Z.H., 2010, "Human strategies in balancing an inverted pendulum with time delay," 32nd International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2010), pp. 5246-5249, Buenos Aires, Argentina.

Ma, Y., Mao, Z.H., Jia, W., Li, C., Yang, J., and Sun, M., 2010, "Magnetic hand tracking for human-computer interface," 14th Biennial IEEE Conference on Electromagnetic Field Computation (CEFC 2010), 1 page, Chicago, IL, USA.

Ma, Y., Jia, W., Li, C., Yang, J., Mao, Z.H., and Sun, M., 2010, "Magnetic hand motion tracking system for human-machine interaction," Electronics Letters, vol.46, no.9, pp. 621-623.

Mahmood, M.H., Chang, C.C., Jung, D., Mao, Z.H., Lim, H., and Lee, H.N., 2010, "Throughput behavior of link adaptive 802.11 DCF with MUD capable access node," AEU International Journal of Electronics and Communications, vol.64, no.11, pp. 1031-1041.

Nie, J., Fernstrom, J.D., Sclabassi, R.J., Fernstrom, M.H., Wei, Z., Li, L., Zhang, W., Jia, W., Mao, Z.H., and Sun, M., 2010, "Automatic detection of dining plates in digital video," IEEE 36th Annual Northeast bioengineering conference, 2 pages, New York City, NY, USA.

Reed, G., Mao, Z.H., Jones, A.K., and O'Connor, R., 2010, "Improving renewable resource utilization through integrated generation management," 2010 IEEE PES General Meeting, 6 pages, Mineapolis, MN, USA.

Reed, G.F., Grainger, B.M., Bassi, H., Taylor, E., Mao, Z.H., and Jones, A.K., 2010, "Analysis of high capacity power electronic technologies for integration of green energy management," IEEE PES Transmission and Distribution Conference and Exposition, 10 pages, New Orleans, La, USA.

Sun, Y., Hawrylak, P.J., Mao, Z.H., and Mickle, M.H., 2010, "Collision resolution in ISO 18000-6c passive RFID.," Applied Computational Electromagnetics Society (ACES); Special Issue: Computational and Experimental Techniques for RFID Systems and Applications, vol.25, no.3, pp. 239-262.

Vinjamuri, R., Sun, M., Chang, C.C., Lee, H.N., Sclabassi, R.J., and Mao, Z.H., 2010, "Dimensionality reduction in control and coordination of the human hand," IEEE Transactions on Biomedical Engineering, vol.57, no.2, pp. 284-295.

Vinjamuri, R., Sun, M., Chang, C.C., Lee, H.N., Sclabassi, R.J., and Mao, Z.H., 2010, "Temporal postural synergies of the hand in rapid grasping tasks," IEEE Transactions on Information Technology in Biomedicine, vol.14, no.4, pp. 986-994.

Xia, R., Radovic, M., Threlkeld, A.J., and Mao, Z.H., 2010, "System identification and modeling approach to characterizing rigidity in Parkinson's disease: neural and non-neural contributions.," 4th International Conference on Bioinformatics and Biomedical Engineering (iCBBE 2010), 4 pages, Chengdu, China.

Zhang, L.J., and Shan, Z., 2010, "An optimal-control based decision-making model and consulting methodology for services enterprises," IEEE Transactions on engineering Management, vol.57, no.4, pp. 607-619.

Mao, Z.H., Lee, H.N., Sclabassi, R.J., and Sun, M., 2009, "Information capacity of the thumb and the index finger in communication," IEEE Transactions on Biomedical Engineering, vol.56, no.5, pp. 1535-1545.

Gelenbe, E., Mao, Z.H., and Li, Y.D., 2009, "Deterministic computation with random G-networks; chapter 4," in In Fundamental Concepts in Computer Science, E. Gelenbe, and J.P. Kahane, eds., Imperial College Press, pp. 71-96.

Vinjamuri, R., Crammond, D.J., Kondziolka, D., Lee, H.N., and Mao, Z.H., 2009, "Extraction of sources of tremor in hand movements of patients with movement disorders.," IEEE Transactions on Information Technology in Biomedicine, vol.13, no.1, pp. 49-56.

Vinjamuri, R., Sun, M., and Mao, Z.H., 2009, "A framework for extracting kinematic synergies of hand movement," NSF Engineering Research and Innovation Conference, Honolulu, HI, USA.

Vinjamuri, R., Sun, M., Weber, D., Wang, W., Crammond, D., and Mao, Z.H., 2009, "Quantizing and characterizing the variance of hand postures in a novel transformation task.," 31st International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2009), pp. 5312-5315, Minneapolis, MN, USA.

Yang, J.H., Mao, Z.H., Tijerina, L., Pilutti, T., Coughlin, J., and Feron, E., 2009, "Detection of driver fatigue caused by sleep deprivation," IEEE Transactions on Systems, Man, and Cybernetics-Part A, vol.39, no.4, pp. 694-705.

Zhang, L.J., Mao, Z.H., and Zhou, N., 2009, "Design quality analytics of traceability enablement in service-oriented solution design environment," 7th IEEE International Conference on Web Services (ICWS 2009), pp. 944-951, Los Angeles, CA, USA.

Jo, S., and Mao, Z.H., 2008, "Basal ganglionic learning applied to control of an underactuated system; chapter 7," in In Neurocomputing Research Developments, H.A. Svensson, ed., Nova Science Publisher, pp. 181-200.

Treleaven, K., and Mao, Z.H., 2008, "Conflict resolution and traffic complexity of multiple intersecting flows of aircraft," IEEE Transactions on Intelligent Transportation Systems, vol.9, no.4, pp. 633-643.

Vinjamuri, R., Crammond, D., Kondziolka, D., and Mao, Z.H., 2008, "Extraction of neural sources from kinematic profiles of hand movement," NSF Engineering Research and Innovation Conference, Knoxville, TN, USA.

Vinjamuri, R., Sun, M., Crammond, D., Sclabassi, R., and Mao, Z.H., 2008, "Inherent bimanual postural synergies in hands.," 30th International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2008), pp. 5093-5096, Vancouver, British Columbia, Canada.

Vinjamuri, R., Sun, M., Sclabassi, R., and Mao, Z.H., 2008, "Temporal variation of postural synergies of the human hand during grasping," 16th International Conference on Mechanics in Medicine and Biology, Pittsburgh, PA.

Mao, Z.H., and Massaquoi, S.G., 2007, "Dynamics of winner-take-all competition in recurrent neural networks with lateral inhibition.," IEEE Transactions on Neural Networks, vol.18, no.1, pp. 55-69.

Mao, Z.H., Dugail, D., and Feron, E., 2007, "Space partition for conflict resolution of intersecting flows of mobile agents," IEEE Transactions on Intelligent Transportation Systems, vol.8, no.3, pp. 512-527.

Vinjamuri, R., Mao, Z.H., Sclabassi, R., and Sun, M., 2007, "Time-varying synergies in velocity profiles of finger joints of the hand during reach and grasp," 29th International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2007) in conjunction with the biennial Conference of the French Society of Biological and Medical Engineering, pp. 4846-4849, Lyon, France.

Vinjamuri, R., Mao, Z.H., Sclabassi, R., and Sun, M., 2006, "A novel architecture for the design of prosthetic and robotic hands," IEEE 32nd Northeast bioengineering conference, pp. 163-164, Easton, PA, USA.

Vinjamuri, R., Mao, Z.H., Sclabassi, R., and Sun, M., 2006, "Limitations of surface EMG signals of extrinsic muscles in predicting postures of human hand.," 28th International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2006), pp. 5491-5494, New York City, NY, USA.

Yang, J.H., Mao, Z.H., Pilutti, T., Feron, E., and Tijerina, L., 2006, "Detection of human drowsiness in simulated driving: experimental design and preliminary results," The 4th Annual STISIM Drive User Group Meeting, Cambridge, MA, USA.

Mao, Z.H., Dugail, D., Feron, E., and Bilimoria, K., 2005, "Stability of intersecting aircraft flows using heading change maneuvers for conflict avoidance," IEEE Transactions on Intelligent Transportation Systems, vol.6, no.4, pp. 357-369.

Jo, S., Yin, J., and Mao, Z.H., 2005, "Random neural networks with state-dependent firing neurons," IEEE Transactions on Neural Networks, vol.16, no.4, pp. 980-983.

Gelenbe, E., Mao, Z.H., and Li, Y.D., 2004, "Function approximation by random neural networks with a bounded number of layers.," Differential Equations and Dynamical Systems, vol.12, no.1 and 2, pp. 143-170.

Glenbe, E., Mao, Z.H., and Li, Y.D., 2003, "Function approximation by random neural networks with a bounded number of layers.," 17th European Simulation Multiconference, pp. 5-24, Nottingham, UK.

Mao, Z.H., and Feron, E., 2001, "Stability and performance of intersecting aircraft flows under sequential conflict resolution," 2001 American Control Conference (ACC 2001), pp. 722-729, Arlington, VA, USA.

Mao, Z.H., Feron, E., and Bilimoria, K., 2001, "Stability and performance of intersecting aircraft flows under decentralized conflict avoidance rules.," IEEE Transactions on Intelligent Transportation Systems, vol.2, no.2, pp. 101-109.

Dugail, D., Mao, Z.H., and Feron, E., 2001, "Stability of intersecting aircraft flows under centralized and decentralized conflict avoidance rules," AIAA Guidance, Navigation, and Control Conference, Montreal, Canada, 7 pages.

Frazzoli, E., Mao, Z.H., Oh, J.H., and Feron, E., 2001, "Resolution of conflicts involving many aircraft via semidefinite programming," AIAA Journal of Guidance, Control and Dynamics, vol.24, no.1, pp. 79-86.

Mao, Z.H., Feron, E., and Bilimoria, K., 2000, "Stability of intersecting aircraft flows under decentralized conflict avoidance rules.," AIAA Guidance, Navigation and Control Conference, 11 pages, Denver, CO, USA.

Lee, H.Q., Mao, Z.H., Feron, E., and Bilimoria, K., 2000, "Comparison of centralized and decentralized conflict resolution strategies for multiple-aircraft problems.," AIAA Guidance, Navigation, and Control Conference, 10 pages, Denver, CO, USA.

Gelenbe, E., Mao, Z.H., and Li, Y.D., 1999, "Approximation by random networks with bounded number of layers.," IEEE Workshop on Neural Networks for Signal Processing, pp. 166-175, Madison, WI, USA.

Gelenbe, E., Mao, Z.H., and Li, Y.D., 1999, "Function approximation with spiked random networks.," IEEE Transactions on Neural Networks, vol.10, no.1, pp. 3-9.

Mao, Z.H., and Lin, Y., 1998, "Extended random neural network model and its probability structure features," Journal of Tsinghua University, vol.38, no.3, pp. 100-103.

Mao, Z.H., Li, Y.D., and Sun, Z., 1998, "Fuzzy systems approximation by frames (SISO case)," Fuzzy Sets and Systems, vol.100, pp. 373-375.

Mao, Z.H., Zhang, X., and Li, Y.D., 1998, "On universal approximation capability of fuzzy systems," Science in China (Series E, English version), vol.41, no.1, pp. 6-12.

Gelenbe, E., Mao, Z.H., and Li, Y.D., 1998, "Approximation with spiked random networks," 37th IEEE Conference on Decision and Control (CDC 1998), pp. 523-528, Tampa, FL, USA.

Zhang, T., Mao, Z.H., and Xia, S., 1998, "A method to extract numeral string overlapping borders," Chinese Information Journal, vol.12, no.2, pp. 25-30.

Mao, Z.H., Li, Y.D., and Zhang, X., 1997, "Approximation capability of fuzzy systems using translations and dilations of one fixed function as membership functions," IEEE Transactions on Fuzzy Systems, vol.5, no.3, pp. 468-473.

Zhang, L.J., Mao, Z.H., and Li, Y.D., 1997, "Mathematical analysis of mutation operator in genetic algorithms and its improved strategy," Journal of Electronics, vol.14, no.2, pp. 154-158.

Zhang, L.J., Mao, Z.H., and Li, Y.D., 1995, "Mathematical analysis of crossover operator in genetic algorithm and its improved strategy," IEEE International Conference on Evolutionary Computing, pp. 412-417, Australia.

Zhang, L.J., Mao, Z.H., and Li, Y.D., 1995, "Mathematical analysis of mutation operator in genetic algorithms and its improved strategy," International Conference on Neural Information Processing, pp. 267-270, China.

Zhang, L.J., Mao, Z.H., and Li, Y.D., 1994, "An improved genetic algorithm based on combinatorial theory and fuzzy reasoning and its applications.," International Conference on Neural Information Processing, pp. 180-185, Korea.

Lee, H.N., Askey, D., Mao, Z.H., and Chang, C., 2011, "User-satisfaction based bandwidth allocation for transmission of multiple sources of human perceptual data," 1st International Conference on Engineering and Technology Innovation, Kenting, Taiwan.

Ma, Y., Jia, W., Li, C., Yang, J., Mao, Z.H., and Sun, M., 2010, "A magnetic hand motion tracking system for human-machine interaction," 11th Joint MMM (Magnetism and Magnetic Materials)-Intermag Conference; (Digest), Washington, DC, USA.

Weber, D., Collinger, J., Degenhart, A., Kelly, J., Tyler-Kabara, E., Boninger, M., Mao, Z.H., Wang, W., and Vinjamuri, R., 2010, "Towards synergy based brain machine interfaces.," NSF Engineering Research and Innovation Conference, Atlanta, GA, USA.

Ngo, T.M., Mao, Z.H., and Massaquoi, S.G., 2006, "Procedural learning of fourth order sequential dependencies," Society for Neuroscience Annual Meeting, Atlanta, GA, USA.

Mao, Z.H., and Massaquoi, S.G., 2005, "A multi-input multi-output adaptive switching (MIMOAS) model of frontocortical and basal ganglionic interaction in procedural learning," Society for Neural Control of Movement Annual Meeting, Key Biscayne, FL, USA.

Mao, Z.H., and Massaquoi, S.G., 2005, "Dynamics of winner-take-all competition in striatal networks and their role in Parkinsonian rest tremor and rigidity," Society for Neuroscience Annual Meeting, Washington, DC, USA.

Mao, Z.H., Lim, E.J., and Massaquoi, S.G., 2002, "A model of "lower" cortico-basal ganglia-thalamocortical circuit function and dysfunction," Society for Neuroscience Annual Meeting, Orlando, FL, USA.

Publication  Role 
IEEE Transactions on Intelligent Transportation Systems Associate Editor
IEEE Transactions on Human-Machine Systems Associate Editor