Title :
Estimation of Walking Speed for Controlling Vehicle Using Neural Signals from Primary Motor Cortex of Rat
Author :
Fukayama, O. ; Morishita, Y. ; Suzuki, T. ; Mabuchi, K.
Author_Institution :
Graduate Sch. of Information Sci. & Technol., Tokyo Univ.
Abstract :
A prototype of a small vehicle controlled by the neural signals from the primary motor cortex of a rat´s brain that we named ´RatCar´ system has been developed. We implanted wire electrodes in the regions of a rat´s brain that control the hind limbs to chronically record its neural signals. Next, we assumed a linear model to estimate the walking speed of a rat by the weighted firing rates in the primary motor cortex. Then, with this information, we determined the approximate straight-line movement of the vehicle corresponding to the walking behavior of a rat. Although the movement is still limited, it suggested the possibility for our model-based approach to control the system. An overview of our system and the methods used to process the neural signals are described in this paper. It also contains a mapping of the functional localization in the primary motor cortex, a chronically reliable measurement, and an evaluation of our model that estimates the walking speed from the neural signals
Keywords :
bioelectric potentials; biomedical electrodes; brain; gait analysis; medical signal processing; neurophysiology; RatCar system; functional localization; hind limbs; neural signal control; primary motor cortex; rat brain; walking speed; weighted firing rates; wire electrodes; Brain modeling; Control system synthesis; Control systems; Electrodes; Legged locomotion; Prototypes; Signal mapping; Signal processing; Vehicles; Wire;
Conference_Titel :
Neural Engineering, 2005. Conference Proceedings. 2nd International IEEE EMBS Conference on
Conference_Location :
Arlington, VA
Print_ISBN :
0-7803-8710-4
DOI :
10.1109/CNE.2005.1419654