Title :
Time-Varying Cellular Neural Networks Analogue Realization
Author :
Al-Ani, Nasser Kamiss ; Addel, Noor Aldin ; Kharbully, Laith Khalid
Author_Institution :
Coll. of Inf. Eng., Al Nahrain Univ., Baghdad
Abstract :
A design method and implementation of a programmable cellular neural network for optimization and image processing applications is presented. The time-varying cell gain (TVCNN) "hardware annealing" is also embedded in the network. The test of such a system showed highly efficient in finding globally the optimal solutions for cellular neural networks. The cell gain as an annealing control signal is implemented by using a continuously adjustable MOS amplifier. The adjustable amplifier that used for this function combines an active input and a regulated cascade output. The proposal design method of TVCNN will be implemented by applying both the voltage-mode and current-mode concepts to have an idea of cost and speed in our implementation decision. Experimental simulation shows that the proposed approach is effective for real-time signal and image processing using standard CMOS technology. It offers a high accuracy over an input range. The analytical formulas for determination the values of designable parameters as a transistor sizes and component values are illustrated by an example of optimization task.
Keywords :
CMOS analogue integrated circuits; cellular neural nets; integrated circuit design; neural chips; programmable circuits; CMOS technology; adjustable MOS amplifier; current-mode concept; hardware annealing control signal; image processing application; optimization application; programmable cellular neural network design; time-varying cell gain; time-varying cellular neural network analogue realization; voltage-mode concept; Annealing; CMOS technology; Cellular neural networks; Design methodology; Design optimization; Image processing; Neural network hardware; Proposals; System testing; Voltage; Analogue Realization; CNN; Parallel System;
Conference_Titel :
Modeling & Simulation, 2008. AICMS 08. Second Asia International Conference on
Conference_Location :
Kuala Lumpur
Print_ISBN :
978-0-7695-3136-6
Electronic_ISBN :
978-0-7695-3136-6
DOI :
10.1109/AMS.2008.199