• 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