Optoelectronic devices for Boltzmann machines and simulated annealing

1993 ◽  
Vol 32 (8) ◽  
pp. 1904 ◽  
Author(s):  
Philippe Lalanne
Keyword(s):  
Simulated Annealing ◽  
Optoelectronic Devices ◽  
Boltzmann Machines

scholarly journals ANALYSIS OF THE SIMULATED ANNEALING METHOD IN CLASSIC BOLTZMANN MACHINES

1997 ◽  
Vol 1 ◽  
pp. 81
Author(s):  
Pēteris Grabusts
Keyword(s):  
Simulated Annealing ◽  
Thermal Equilibrium ◽  
The State ◽  
Neural Net ◽  
Boltzmann Machine ◽  
Threshold Values ◽  
Boltzmann Machines ◽  
Physical Systems ◽  
Different Temperatures ◽  
Annealing Method

The paper analyses a model of a neural net proposed by Hinton et al (1985). They have added noise to a Hopfield net and have called it Boltzmann machine (BM) drawing an analogy with the behaviour of physical systems with noises. The concept of simulated annealing is analysed. The experiment aimed at testing the state of thermal equilibrium for a Boltzmann net with three neurons, specified threshold values and weights at two different temperatures, T=1 and T=0,25, is described.

Sign in / Sign up

Export Citation Format

Share Document