By Bernd Mahr, Huanye Sheng
The 2008 TUB-SJTU joint workshop on “Autonomous structures – Self-Organization, administration, and keep an eye on” used to be hung on October 6, 2008 at Shanghai Jiao Tong collage, Shanghai, China. The workshop, subsidized by way of Shanghai Jiao Tong collage and Technical college of Berlin introduced jointly scientists and researchers from either universities to offer and talk about the newest development on self sufficient platforms and its functions in different parts. self reliant structures are designed to combine machines, computing, sensing, and software program to create clever structures able to interacting with the complexities of the genuine international. self sufficient platforms signify the actual embodiment of computer intelligence. issues of curiosity comprise, yet will not be constrained to concept and modeling for self reliant structures; association of self sufficient platforms; studying and conception; complicated structures; multi-agent platforms; robotics and regulate; purposes of self sustaining structures.
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Extra info for Autonomous Systems Self-Organization, Management, and Control: Proceedings of the 8th International Workshop held at Shanghai Jiao Tong University, Shanghai, China, October 6-7, 2008
9. R. Herbrich, T. Graepel, C. I. Williams. Bayes Point Machines. Journal of Machine Learning Research, 1(4):245–278, 2001. 10. P. Rujan. Playing Billiards in Version Space. Neural Computation, 9(1):99–122, 1997. 11. G. Wahba. Spline Models for Observational Data, volume 59 of CBMS-NSF Regional Conference Series in Applied Mathematics. SIAM, Philadelphia, 1990. 12. R. Herbrich. Learning Kernel Classifiers–Theory and Algorithms. Adaptive Computation and Machine Learning. MIT Press, 2002. 13. -F.
B. Mahr, H. V. -W. Fu et al. g. the increase in slow activity and decrease in fast activity while the subject falls asleep. However, usual quantitative approach shows inter-subject variability of key parameters denoting decreased alertness . In previous works, audio or visual stimulus is used and the subject is required to give some responses . Reaction time performance is the measurement for vigilance. In this mode, supervised learning methods such as artificial neural network (ANN) can be used to classify different states of vigilance.
The subject’s task was to control the hammer to hit the rat by imagined movement EEG according to position of the rat (see Fig. 2). , left hand, right hand and feet) were used to move the hammer toward the target (left, right, and center) and to hit the rat. The duration time of motor imagery varied from 1 to 5 s. The hitting process corresponding to the online classification results were presented as feedback for second. Therefore, each trial consisted of preparing for 1 s, imagination for 1–5 s, and hitting action (feedback) that lasted for 1 s.