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
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;
Conference_Titel :
Nature and Biologically Inspired Computing (NaBIC), 2010 Second World Congress on
Conference_Location :
Fukuoka
Print_ISBN :
978-1-4244-7377-9
DOI :
10.1109/NABIC.2010.5716381