Title :
Optimization of circuit partitioning in VLSI through classification algorithms
Author :
Sumithradevi, K.A. ; Vijayalakshmi, M.N.
Author_Institution :
Dept. of MCA, R.V. Coll. of Eng., Bangalore, India
Abstract :
In order to build complex digital logic circuits it is often essential to sub-divide multi million transistors design into manageable pieces. Circuit partitioning in VLSI, is one of the major area of research. There are many existing diverse algorithm to partition the circuit into sub circuits. This paper aims at circuit partitioning using two classification algorithms Decision Tree Algorithm and K-Nearest Neighbors Algorithm. These two algorithms were tested on a 3-bit Priority Encoder and a 4×2 SRAM sample circuits and implemented using VHDL. The tested result shows that the K-Nearest Neighbor algorithm yields better subcircuits than the Decision Tree Algorithm.
Keywords :
SRAM chips; VLSI; circuit optimisation; hardware description languages; logic circuits; logic partitioning; sample and hold circuits; SRAM sample circuits; VHDL; VLSI; circuit partitioning; classification algorithms; complex digital logic circuits; decision tree algorithm; k-nearest neighbors algorithm; multimillion transistors design; optimization; priority encoder; Circuit Partitioning; Decision Tree Classification Algorithms; K-Nearest Neighbor algorithm;
Conference_Titel :
TENCON 2010 - 2010 IEEE Region 10 Conference
Conference_Location :
Fukuoka
Print_ISBN :
978-1-4244-6889-8
DOI :
10.1109/TENCON.2010.5686154