We present a study addressing an hardware implementation of the Boltzmann machine that relies on the concept of asynchronous digital system. The constraint of concurrently switching only unconnected neurons is dynamically satisfied by using an asynchronous distributed control mechanism. The design of the control architecture is derived from a formal definition of the problem by means of trace theory. Computer simulations shows the efficiency of the proposed approach.
An asynchronous distributed architecture model for the Boltzmann machine control mechanism / A., Degloria; Olivieri, Mauro. - In: IEEE TRANSACTIONS ON NEURAL NETWORKS. - ISSN 1045-9227. - 7:6(1996), pp. 1538-1541. [10.1109/72.548186]
An asynchronous distributed architecture model for the Boltzmann machine control mechanism
OLIVIERI, Mauro
1996
Abstract
We present a study addressing an hardware implementation of the Boltzmann machine that relies on the concept of asynchronous digital system. The constraint of concurrently switching only unconnected neurons is dynamically satisfied by using an asynchronous distributed control mechanism. The design of the control architecture is derived from a formal definition of the problem by means of trace theory. Computer simulations shows the efficiency of the proposed approach.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.
