Title :
Spiking analog neuron circuit design, analysis, and simulation
Author :
Fujii, R.H. ; Nemoto, R. ; Satou, N.
Author_Institution :
Univ. of Aizu, Aizu-Wakamatsu, Japan
Abstract :
A transistor-level analog circuit design of a spiking neuron is proposed. The circuit was simulated using using BSIM3 0.8 μm geometry MOS transistor parameters provided by MOSIS. Most of the circuits work in the MOS sub-threshold region of operation to achieve very low power consumption. Supply voltage was set at 2.8 V As examples of neural networks, feed-forward and feed-back neural networks capable of recognizing black and white patterns were simulated using a transistor level circuit simulator Static power dissipation of the proposed neuron was estimated to be approximately 180 pW for the dendrite and 56 pW for the soma. In the dynamic mode, energy consumption was estimated to be 5.1 pJ (dendrite) and 1.2 pJ (soma) per activation. An analog HDL simulator was also used to simulate neural network behavior for the larger neural network examples
Keywords :
MOS analogue integrated circuits; analogue processing circuits; circuit simulation; feedforward neural nets; low-power electronics; neural chips; recurrent neural nets; 0.8 micron; 1.2 pJ; 180 pW; 2.8 V; 5.1 pJ; 56 pW; BSIM3; MOS sub-threshold region; MOS transistor parameters; MOSIS; dendrite; dynamic mode; energy consumption; feedback neural networks; feedforward neural networks; low power consumption; soma; spiking analog neuron circuit; transistor-level analog circuit; Analog circuits; Analytical models; Circuit analysis; Circuit simulation; Circuit synthesis; Energy consumption; Feedforward neural networks; Neural networks; Neurons; Solid modeling;
Conference_Titel :
Circuits and Systems, 2001. MWSCAS 2001. Proceedings of the 44th IEEE 2001 Midwest Symposium on
Conference_Location :
Dayton, OH
Print_ISBN :
0-7803-7150-X
DOI :
10.1109/MWSCAS.2001.986216