DocumentCode
2555895
Title
Lighting control system using an Actor - Critic type learning algorithm
Author
Hiroyasu, Tomoyuki ; Nakamura, Akiyuki ; Yoshimi, Masato ; Miki, Mitsunori ; Yokouchi, Hisatake
Author_Institution
Fac. of Life & Med. Sci., Doshisha Univ., Kyoto, Japan
fYear
2010
fDate
15-17 Dec. 2010
Firstpage
140
Lastpage
145
Abstract
A novel lighting control system using the Actor- Critic algorithm was developed, in which users can set the brightness of the system through sensory operation, such as “much brighter” or “slightly darker”. During development, this system must learn two states, i.e., the demands of the user and the brightness around the user. The Actor - Critic algorithm was applied for this purpose, and a simplified algorithm was developed. The effectiveness and usefulness of the proposed algorithm are discussed here through numerical simulations.
Keywords
learning (artificial intelligence); lighting control; actor-critic type learning algorithm; lighting control system; sensory operation; Computers; Variable speed drives; Actor-Critic; Lighting; Reinforcement learning; Sensory scale;
fLanguage
English
Publisher
ieee
Conference_Titel
Nature and Biologically Inspired Computing (NaBIC), 2010 Second World Congress on
Conference_Location
Fukuoka
Print_ISBN
978-1-4244-7377-9
Type
conf
DOI
10.1109/NABIC.2010.5716381
Filename
5716381
Link To Document