Temperature measurement and equilibrium dynamics of simulated annealing placements

نویسندگان

  • Jonathan Rose
  • Wolfgang Klebsch
  • Jürgen Wolf
چکیده

One way to alleviate the heavy computation required by simulated annealing placement algorithms is to replace a significant fraction of the higher or middle temperatures with a faster heuristic, and then follow it with simulated annealing. A crucial issue in this approach is the determination of the starting temperature for the simulated annealing phase-a temperature should be chosen that causes an appropriate amount of optimization to he done, but makes good use of the structure provided by the heuristic. This paper presents a method for measuring the temperature of an existing placement. The approach is based on the measurement of the probability distribution of the change in cost function, P ( A C ) , and makes the assumption that the placement is in simulated annealing equilibrium at some temperature. The temperature of placements produced both by a simulated annealing and a min-cut placement algorithm are measured, and good agreement with known temperatures is obtained. The P( A C ) distribution is also used to give an interesting view of the equilibrium dynamics of simulated annealing.

منابع مشابه

Self-Annealing Dynamics in a Multistable System

A new type of dynamical behavior of a multistable system is reported. We found that a simple non-equilibrium system can reduce its effective temperature autonomously at a global minimum if the residual frustration at a global minimum is small enough, which highlights an unexpected feature of non-equilibrium multistable

متن کامل

Simulation of a Box Annealing Unit

In this paper the heating process in a box annealing unit is simulated and the effect of various parameters involved in the process is examined. For this purpose, the full Naiver-Stokes equations along with the standard k- turbulence model are solved in the fluid region using the finite volume approach. In the solid area the conduction heat transfer equation is employed using approporate surfac...

متن کامل

A Mushy State Simulated Annealing

It is a long time that the Simulated Annealing (SA) procedure has been introduced as a model-free optimization for solving NP-hard problems. Improvements from the standard SA in the recent decade mostly concentrate on combining its original algorithm with some heuristic methods. These modifications are rarely happened to the initial condition selection methods from which the annealing schedules...

متن کامل

Molecular Dynamics Simulations to Compute the Bulk Response of Amorphous PMMA

The results of molecular dynamics computations and corresponding values of laboratory measurements are compared to assess the efficacy of the numerical method. Details are presented on the modeling process, including the selection of an appropriate force field derived from separate computations on isotactic (crystalline) PMMA together with commensurate experimental data. It is found that in add...

متن کامل

Thermophysical properties of undercooled liquid Au–Cu alloys from molecular dynamics simulations

The density and the specific heat of liquid Au–Cu alloy above and below the melting temperature are investigated in a wide composition range via constant temperature and constant pressure molecular dynamics simulations. The atomic interaction of the alloy is described with the embedded-atom method (EAM). The equilibrium melting temperature is evaluated from the change in the growth direction of...

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

متن کامل
عنوان ژورنال:
  • IEEE Trans. on CAD of Integrated Circuits and Systems

دوره 9  شماره 

صفحات  -

تاریخ انتشار 1990