Ying Guo

Senior Research Scientist

Contact

Location Address:
Corner of Vimiera and Pembroke Roads
Marsfield NSW 2122, Australia
Postal Address:
PO Box 76, Epping NSW 1710, Australia

Tel: 61 2 9372 4708
Fax: 61 2 9372 4161

Science Area

• Machine Learning

Biography

Dr Ying Guo is a Research Scientist at the Autonomous Systems Laboratory in the CSIRO ICT Centre. Her research interest is on Machine learning, Multi-Agent System Design, Complex Systems, and Intelligent Sensor Networks.

She joined CSIRO in November 2001 after having completed a PhD in machine learning area at the Australian National University. She received the B.E. degree in 1994 and the M.Eng. Degree in electrical engineering in 1996.

Since joining CSIRO she has worked on several projects, including HVAC System Management and Fault Detection, Distributed Energy Management and Control (DEMC), Virtual Power Station, Minerals Down Under (anomaly detection part), Robust Outdoor Vision-based Experimental Robots (ROVER), Farming 2020 (animal behaviour modelling part), System for Quick Image Search (SQIS), and Laboratory for Global Response Engineering in a Multi-agent environment (GREMLab).

Academic Qualifications

2001	PhD Australian National University, Information Theory and Machine Learning
1996	ME Northwestern Polytechnic University P.R.China, Digital Signal Processing
1994	BE Northwestern Polytechnic University P.R.China, Electrical Engineering

Recent Professional Experience

2005-Present	Senior Research Scientist, ICT Centre
2001-2005	Research Scientist, ICT Centre

Achievements & Awards

2009	Learning Culture Award, Autonomous Systems Laboratory, CSIRO ICT Centre
2008	One-CSIRO Team Award, Smart Farm Project, CSIRO ICT Centre
2003	the CTIP Divisional Award for Teamwork, The Ageless Aerospace Vehicles project
2004	AJB CEBIT Exhibition Award for the Most Innovative Technology

Summary of Science & Technical Output

Student Supervision

2010-	D. Dehestani, Ph.D. student, UTS.
2008	G. Hu, Summer Vacation Project, UTS.
2006	Y. Lai, Summer Vacation Project, MU.
2005	W. Lu, Summer Vacation Project, UNSW.
2004	C. Murray, Summer Vacation Project, UNSW.

Science Citizenship

1998-	Member, IEEE
2011	Program Committee of ATES 2011(Second International Workshop on Agent, Technologies for Energy Systems).
2010	Organizing Committee of ATES 2010 (First International Workshop on Agent, Technologies for Energy Systems).
2007-2008	Program Committee, Twentieth Australian Joint Conference on Artificial Intelligence
2005-2006	Reviewer, 18th & 19th ACS Australian Joint Conference on Artificial Intelligence
2003-2004	Reviewer, 13th & 14th International Conference on Artificial Neural Networks
2002-2003	Member, ex-CTIP Science Committee
2002-2004	Organiser, the CTIP/ICTC Vacation Scholar Program Committee

Top 10 Publications

Publication details
Y. Guo, 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. (Impact Factor: 2.176)
Ying Guo, Astrid Zeman, and Rongxin 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. (Impact Factor: 2.036)
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. Vol 54(7), pp. 1238-1245, 2007. (Impact Factor: 1.857)
Y. Guo, 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, 2002. (Impact Factor: 2.045)
Guo, Y., Zeman, A., & Li, R. 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.
Y. Guo, R. Li, G. Poulton, and A. Zeman, A Simulator for Self-Adaptive Energy Demand Management, 2nd IEEE International Conference on Self-Adaptive and Self-Organizing Systems (SASO-2008), 64-73, Venice, Italy.
Y. Guo, P. Corke, G. Poulton, T. Wark, G. Bishop-Hurley, D. Swain, "Animal Behaviour Understanding using Wireless Sensor Networks," pp.607-614, Proceedings. 2006 31st IEEE Conference on Local Computer Networks (LCN), 2006, USA.
T., Wark, C., Crossman, W., Hu, Y., Guo, P., Valencia, P., Sikka, P., Corke, C., Lee, J., Henshall, K., Prayaga, J., O'Grady, M., Reed, and A., Fisher, 2007. The design and evaluation of a mobile sensor/actuator network for autonomous animal control. In Proceedings of the 6th international Conference on information Processing in Sensor Networks (Cambridge, Massachusetts, USA, April 25 - 27, 2007). IPSN '07. ACM, New York, NY, 206-215.
Y. Guo, 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.

Number of citations