A study on hybrid model of HMMs and GMMs for mirror neuron system modeling using EEG signals

For our present life anytime, anywhere access to the network can communicate with the ubiquitous computing. it is essential to human life. We should be able to agree that communication will be enabled. For our present life, anytime, anywhere access to the network can communicate with the ubiquitous computing. Such as the ubiquitous era approached, interaction between the user and the computer has become an important issue. In this paper we use EEG signals to extract the user's intention recognition data, which the Mirror Neuron System Based on HMMs and GMMs to model the convergence of the hybrid model is proposed. This is based on a kind of biological signals using EEG signals to the user's intention recognition techniques have been studied. In addition, EEG signals is generated based on the model, using the user intention recognition method have been studied. The proposed model will be applied in the field of neuro robotics.

[1]  J. Mazziotta,et al.  Modulation of motor and premotor activity during imitation of target-directed actions. , 2002, Cerebral cortex.

[2]  Kwee-Bo Sim,et al.  Brain-Computer Interface based on Changes of EEG on Broca's Area , 2009 .

[3]  Kwang-Eun Ko,et al.  Development of Context Awareness and Service Reasoning Technique for Handicapped People , 2008 .

[4]  Roy L. Streit,et al.  Maximum likelihood training of probabilistic neural networks , 1994, IEEE Trans. Neural Networks.

[5]  G. Rizzolatti,et al.  Impairment of actions chains in autism and its possible role in intention understanding , 2007, Proceedings of the National Academy of Sciences.

[6]  Lawrence R. Rabiner,et al.  A tutorial on hidden Markov models and selected applications in speech recognition , 1989, Proc. IEEE.

[7]  G. Rizzolatti,et al.  Action recognition in the premotor cortex. , 1996, Brain : a journal of neurology.

[8]  Qi Cheng,et al.  Human intention recognition in Smart Assisted Living Systems using a Hierarchical Hidden Markov Model , 2008, 2008 IEEE International Conference on Automation Science and Engineering.

[9]  Jee-Hyong Lee,et al.  User Intention-Awareness System for Goal-oriented Context-Awareness Service , 2007, Int. J. Fuzzy Log. Intell. Syst..

[10]  G. Rizzolatti The mirror neuron system and its function in humans , 2005, Anatomy and Embryology.

[11]  G. Rizzolatti,et al.  Motor facilitation during action observation: a magnetic stimulation study. , 1995, Journal of neurophysiology.

[12]  J. Mazziotta,et al.  Cortical mechanisms of human imitation. , 1999, Science.

[13]  G. Rizzolatti,et al.  Mirror neurons and mirror systems in monkeys and humans. , 2008, Physiology.

[14]  G. Rizzolatti,et al.  Object representation in the ventral premotor cortex (area F5) of the monkey. , 1997, Journal of neurophysiology.

[15]  G. Rizzolatti,et al.  I Know What You Are Doing A Neurophysiological Study , 2001, Neuron.