DocumentCode :
2164643
Title :
An approach for transistor implementation of neural networks and its various prospects and limitations
Author :
Sur, Chiranjib ; Mal, A.K.
Author_Institution :
Dept. of Electron. & Commun. Eng., Nat. Inst. of Technol., Durgapur, India
Volume :
4
fYear :
2010
fDate :
26-28 Feb. 2010
Firstpage :
13
Lastpage :
17
Abstract :
In signal processing neural network is a very efficient tool for implementing both linear and non-linear transfer function. But the system may not be so economic. On the other hand, the semiconductor device used may be unnecessary hefty for a small commercial application. So it would be sensible to implement it with transistor. Parameters need to be calculated by the traditional learning method used and then when it is done the work is to formulate the transfer function and then implement the transfer function with a analog circuit containing transistor, resistors, capacitors, inductors, and sometimes op-amps etc. The work may become quite hectic incase of formulation of highly complex neural network system. In such case the process can be made easy by calculating the parameters using a program based system. In the demonstration the system used are elementary and the same procedure repeatedly used can lead to highly complex and several layered neural network system.
Keywords :
neural nets; semiconductor devices; transfer functions; transistors; commercial application; highly complex neural network system; layered neural network system; linear transfer function; nonlinear transfer function; program based system; semiconductor device; signal processing neural network; traditional learning method; transistor implementation; Analog circuits; Capacitors; Inductors; Learning systems; Neural networks; Operational amplifiers; Resistors; Semiconductor devices; Signal processing; Transfer functions; DSP processor; breakdown voltage; commercial appliances; cutin voltage; neural network; non-linear;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer and Automation Engineering (ICCAE), 2010 The 2nd International Conference on
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-5585-0
Electronic_ISBN :
978-1-4244-5586-7
Type :
conf
DOI :
10.1109/ICCAE.2010.5451796
Filename :
5451796
Link To Document :
بازگشت