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
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