Subscribe Now Subscribe Today
Science Alert
 
Blue
   
Curve Top
Research Journal of Information Technology
  Year: 2009 | Volume: 1 | Issue: 1 | Page No.: 1-16
DOI: 10.3923/rjit.2009.1.16
 
Facebook Twitter Digg Reddit Linkedin StumbleUpon E-mail

Time-Multiplexing CNN Simulation Using Limiting Formulas of RK(7,8)

R. Ponalagusamy and S. Senthilkumar

Abstract:
In this research, a versatile algorithm for simulating CNN arrays and time multiplexing is implemented using numerical integration algorithms. The approach, time-multiplexing simulation, plays a pivotal role in the area of simulating hardware models and testing hardware implementations of CNN. Owing to hardware limitations in practical sense, it is not possible to have a one-one mapping between the CNN hardware processors and all the pixels of the image. The simulator provides a solution by processing the input image block by block, with the number of pixels in a block being the same as the number of CNN processors in the hardware. Simulation results and comparison have also been presented to show the efficiency of the Numerical Integration Algorithms. In this research, RK-eight stage seventh order limiting formulas are implemented and it is found that the RK (7,8) algorithm outperforms well in comparison with the Explicit Euler, RK-Gill, RK-fifth order and RK-sixth order algorithms. A more quantitative analysis has been carried out to clearly visualize the goodness and robustness of the numerical algorithms.
PDF Fulltext XML References Citation Report Citation
How to cite this article:

R. Ponalagusamy and S. Senthilkumar, 2009. Time-Multiplexing CNN Simulation Using Limiting Formulas of RK(7,8). Research Journal of Information Technology, 1: 1-16.

DOI: 10.3923/rjit.2009.1.16

URL: https://scialert.net/abstract/?doi=rjit.2009.1.16

COMMENT ON THIS PAPER
 
 
 

 

 
 
 
 
 
 
 
 
 

 
 
 
 
 

Curve Bottom