Research Scientist, ICT Centre
Scientific and Industrial Research Organization (CSIRO), Australia
2001 Ph.D., The Australian National University, Australia
1996 M.S., the Northwestern Polytechnic
1994 B.S., the Northwestern Polytechnic
J. Wall, J. Li, S. West, A Machine Learning Approach for Fault Detection in
Multi-variable Systems, ATES in conjunction with Tenth Conference on Autonomous
Agents and Multi-Agent Systems (AAMAS) AAMAS 2011, Taipei, Taiwan, May 2011.
Dehestani, S. Su, Y. Guo, H. Nguyen, S. Ling, Intelligent Fault Detection and
Isolation of HVAC System Based on Online Support Vector Machine, 3rd
International Conference on Machine Learning and Computing (ICMLC 2011),
Singapore, February 26-28, 2011
Y. Guo, J. Li and S. West, “A Dynamic Machine Learning-based Technique for
Automated Fault Detection in HVAC Systems”, ASHRAE Annual Conference, June
25-29, 2011, Montreal.
R. Li, A Multi-Agent Machine Learning Framework for Intelligent Energy Demand
Management. Developments in Intelligent Agent Technologies and Multi-Agent
Systems: Concepts and Applications. pp. 198-212. October 2010.
S. Huang, L. Wang, B. Celler, A. Savkin, Y. Guo, and T. Cheng, Optimizing Heart
Rate Regulation for Safe Exercise, Annals of Biomedical Engineering, Vol. 38,
No. 3, March 2010, pp. 758–768.
G. Poulton, P. Corke, G.J. Bishop-Hurley, T. Wark and D.L. Swain. "Using
accelerometer, high sample rate GPS and magnetometer data to develop a cattle
movement and behaviour model", Ecological Modelling. Volume 220, Issue 17,
September 2009, Pages 2068-2075.
A. Zeman, and R. Li, "A Reinforcement Learning Approach to Setting
Multi-Objective Goals for Energy Demand Management", International Journal
of Agent Technologies and Systems, 1(2), 55-70, 2009.
T. Wark, P. Corke, P. Sikka, L. Klingbeil, Y. Guo, C.
Crossman, P. Valencia, D. Swain and G. Bishop-Hurley. "Transforming
agriculture through pervasive wireless sensor networks", IEEE Pervasive
Computing, Vol 6(2), pp. 50-57, 2007.
S.W. Su, L. Wang, B.G. Celler, A.V. Savkin and Y. Guo.
Identification and Control for Heart Rate Regulation during Treadmill Exercise, IEEE
Transaction on Biomedical Engineering. July 2007.
Y. Guo, G. James, and G. Poulton. “Physically Realistic Self-assembly
Simulation System”. In A. Abraham, C. Grosan, and V. Ramos (Eds.), Stigmergic
Optimization, Series: Studies in Computational Intelligence, Vol. 31,
Springer-Verlag, ISBN: 3-540-34689-9, pages 117-130, Hardcover, 2006.
G. Poulton, P. Valencia, and G. James, Designing self-assembly for
2-dimensional building blocks, In: Sven A. Brueckner, et al. (Eds.),
Engineering Self-Organising Systems: Nature-Inspired Approaches to Software
Engineering, LNAI 2977, pp. 75-89, Springer, 2004.
P. Bartlett, J. Shawe-Taylor, and R.. Williamson, Covering numbers for support
vector machines, IEEE Trans. on Information Theory, Vol 48(1), pp. 239-250,
C. Crossman, W. Hu, Y. Guo, P. Valencia, P. Sikka, P. Corke, C. Lee, J.
Henshall, K. Prayaga, J. O'Grady, M. Reed, A. Fisher: The design and evaluation
of a mobile sensor/actuator network for autonomous animal control. IPSN 2007:
206-215, April 2007
P. Corke, G. Poulton, T. Wark, G. Bishop-Hurley, and D. Swain. Animal Behaviour
Understanding using Wireless Sensor Networks. IEEE International
Workshop on Practical Issues in Building Sensor Network Applications (SenseApp2006). Florida,
USA, November 2006.
V. Gerasimov, and G. Poulton. Vision-Based Drivable Surface Detection in
Autonomous Ground Vehicles. IEEE/RSJ International Conference on
Intelligent Robots and Systems (IROS2006). Beijing, China, October 2006.
L. Wang, B. Celler, A. Savkin, and Y. Guo. Modelling and Control for Heart Rate
Regulation during Treadmill Exercise. IEEE 2006 International
Conference of the Engineering in Medicine and Biology Society (EMBC2006). New
J. Li and G. James “Evolutionary Optimisation of Distributed Energy Resources”
The 18th Australian Joint Conference on Artificial Intelligence (AI’05), UTS,
Sydney, Australia, 5-9 Dec 2005, pp. 1086-1091.
Y. Guo, G. Poulton, Critical damage reporting in intelligent sensor networks,
17th Australian Joint Conference on Artificial Intelligence (AI
2004), pp. 26-38, Cairns Australia, December 2004.
G. Poulton, G. James, P. Valencia, V. Gerasimov, and J. Li, Designing
stable structures in a multi-agent self-assembly system, the 2004 IEEE/WIC/ACM
International Conference on Intelligent Agent Technology (IAT 2004), pp
405-408, Beijing, China, September 2004.
Gerasimov, Y. Guo, G. James, G. Poulton, P. Valencia, Multi-agent self-assembly
simulation environment, 3rd International Joint Conference on
Autonomous Agents and Multi-Agent Systems (AAMAS-2004), pp. 1382-1383, New
York, July 2004.
Poulton, Y. Guo, P. Valencia, G. James, M. Prokopenko, and P. Wang, Designing
enzymes in a multi-agent system based on a genetic algorithm, The 8th Conference
on Intelligent Autonomous Systems (IAS-8), pp. 253-262, Amsterdam Netherlands,
G. Poulton, P. Valencia, and G. James, Designing self-assembly for 2-
dimensional building blocks, First International Workshop on Engineering
Self-Organising Applications (ESOA 2003), pp. 45-52, Melbourne, Australia, July
G. Poulton, J. Li, M. Hedley, and R. Qiao, Soft margin AdaBoost for face pose
classification, International Conference on Acoustics, Speech, & Signal
Processing (ICASSP), vol. 3, pp. 221-224, HongKong, China, April, 2003.