TY - JOUR
T1 - Reinforcement learning and convolutional neural network system for firefighting rescue robot
AU - Yu, Tien Kun
AU - Chieh, Yang Ming
AU - Samani, Hooman
N1 - Funding Information:
The authors gratefully acknowledge the financial support of the 0inistry of Science and Technology of Taiwan through grant 02ST 106-2221-E-05 -01 .
Publisher Copyright:
© The Authors, published by EDP Sciences.
PY - 2018/4/18
Y1 - 2018/4/18
N2 - In this paper, we combine the machine learning and neural network to build some modules for the fire rescue robot application. In our research, we build the robot legs module with Q-learning. We also finish the face detection with color sensors and infrared sensors. It is usual that image fusion is done when we want to use two kinds of sensors. Kalman filter is chosen to meet our requirement. After we finish some indispensable steps, we use sliding windows to choose our region of interest to make the system's calculation lower. The least step is convolutional neural network. We design a seven layers neural network to find the face feature and distinguish it or not.
AB - In this paper, we combine the machine learning and neural network to build some modules for the fire rescue robot application. In our research, we build the robot legs module with Q-learning. We also finish the face detection with color sensors and infrared sensors. It is usual that image fusion is done when we want to use two kinds of sensors. Kalman filter is chosen to meet our requirement. After we finish some indispensable steps, we use sliding windows to choose our region of interest to make the system's calculation lower. The least step is convolutional neural network. We design a seven layers neural network to find the face feature and distinguish it or not.
UR - http://www.scopus.com/inward/record.url?scp=85046364606&partnerID=8YFLogxK
U2 - 10.1051/matecconf/201816103028
DO - 10.1051/matecconf/201816103028
M3 - Conference article
AN - SCOPUS:85046364606
SN - 2261-236X
VL - 161
JO - MATEC Web of Conferences
JF - MATEC Web of Conferences
M1 - 3028
T2 - 13th International Conference on Electromechanics and Robotics "Zavalishin's Readings", ER(ZR) 2018
Y2 - 18 April 2018 through 21 April 2018
ER -