Circuit partitioning using mean field annealing

نویسندگان

  • Tevfik Bultan
  • Cevdet Aykanat
چکیده

Mean eld annealing (MFA) algorithm, proposed for solving combinatorial optimization problems, combines the characteristics of neural networks and simulated annealing. Previous works on MFA resulted with successful mapping of the algorithm to some classic optimization problems such as traveling salesperson problem, scheduling problem, knapsack problem and graph partitioning problem. In this paper, MFA is formulated for the circuit partitioning problem using the so called net-cut model. Hence, the de ciencies of using the graph representation for electrical circuits are avoided. An e cient implementation scheme, which decreases the complexity of the proposed algorithm by asymptotical factors is also developed. Comparative performance analysis of the proposed algorithm with two well-known heuristics, simulated annealing and Kernighan-Lin, indicates that MFA is a successful alternative heuristic for the circuit partitioning problem.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Simulated Annealing based VLSI Circuit Partitioning for Delay Minimization

In this work two way partitioning of a circuit represented as a graph, is made using simulated annealing procedure and delay between the partitions is minimized. The various parameters used in the annealing process like initial temperature, cooling rate, and the threshold, given as a number of calculations , are changed and its influence on the delay between the partitions is discussed. Procedu...

متن کامل

Convolution, Deconvolution, and Mean Field Annealing Suitable for Analog Vlsi - Circuits and Systems II: Analog and Digital Signal Processing, IEEE Transactions on

We formulate several standard digital image processing operations as circuits suitable for implementation in real-time analog VLSI, including nonlinear piecewise-constant image restoration using mean field annealing as a global optimization technique. We report test results from an imaging chip that performs user-controlled convolution of the image. We use simulated results for mean field annea...

متن کامل

Circuit Partitioning Using Atabu

Tabu Search is a simple combinatorial optimization strategy that has been applied with great success in applications ranging from graph coloring to scheduling and space planning. This paper describes the application of the Tabu Searchh1] heuristic to the circuit partitioning problem. Results obtained indicate that in most cases Tabu Search yields netlist partitions with 10% fewer cut nets than ...

متن کامل

A Mixed Heuristic for Circuit Partitioning

As general-purpose parallel computers are increasingly being used to speed up different VLSI applications, the development of parallel algorithms for circuit testing, logic minimization and simulation, HDL-based synthesis, etc. is currently a field of increasing research activity. This paper describes a circuit partitioning algorithm which mixes Simulated Annealing (SA) and Tabu Search (TS) heu...

متن کامل

Multiprocessor Scheduling Using Mean-Field Annealing

This paper presents our work on the static task scheduling model using the mean-field annealing (MFA) technique. Mean-field annealing is a technique of thermostatic annealing that takes the statistical properties of particles as its learning paradigm. It combines good features from the Hopfield neural network and simulated annealing, to overcome their weaknesses and improve on their performance...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • Neurocomputing

دوره 8  شماره 

صفحات  -

تاریخ انتشار 1995