• DocumentCode
    1891053
  • Title

    A new CMAC neural network architecture and its ASIC realization

  • Author

    Hsu, Yuan-Pao ; Hwang, Kao-Shing ; Pao, Chien-Yuan ; Wang, Jinn-Shyan

  • Author_Institution
    Dept. of Electr. Eng., Nat. Chung Cheng Univ., Chia-Yi, Taiwan
  • fYear
    2000
  • fDate
    9-9 June 2000
  • Firstpage
    481
  • Lastpage
    484
  • Abstract
    A new VLSI architecture of the CMAC neural network, called CCMAC, which is composed of an embedded content addressable memory (CAM) is proposed. The CCMAC can determine whether the addressing content resides in the memory or not faster. If a match doesn´t occur, the activated address is stored in a vacant cell of the CAM. With this mechanism, memory utilization rate can be improved to 100% and control noise can be suppressed. Moreover, the associated mask function, which is triggered while the CAM is full, can improve control performance. Comparison between CCMAC and a conventional CMAC is examined on the truck backer-upper control simulation. A CMAC ASIC chip has been implemented using a 0.6-/spl mu/m CMOS technology under 3.3- or 2.5-V supply voltages after obtaining design trade-off. The chip contains 0.33-million transistors and operates at 20 MH for a 2.5-V supply with only 10-mW power dissipation.
  • Keywords
    CMOS digital integrated circuits; VLSI; application specific integrated circuits; cerebellar model arithmetic computers; content-addressable storage; integrated circuit design; neural chips; 0.6 micron; 10 mW; 2.5 V; 3.3 V; ASIC realization; CCMAC; CMAC neural network architecture; CMOS technology; VLSI architecture; activated address; control noise; design trade-off; embedded content addressable memory; mask function; memory utilization rate; power dissipation; truck backer-upper control simulation; vacant cell; Application specific integrated circuits; CADCAM; CMOS technology; Computer aided manufacturing; Control systems; Function approximation; Neural networks; Signal processing algorithms; Very large scale integration; Voltage;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Design Automation Conference, 2000. Proceedings of the ASP-DAC 2000. Asia and South Pacific
  • Conference_Location
    Yokohama, Japan
  • Print_ISBN
    0-7803-5973-9
  • Type

    conf

  • DOI
    10.1109/ASPDAC.2000.835147
  • Filename
    835147