A high order Boltzmann machine configuration for transfer sequencesearches in decomposed state machines

摘要

Summary form only given, as follows. A neural network architecturein the form of a high-order Boltzmann machine is proposed for thetransfer sequence search of a decomposed sequential machine. Thetransfer sequence for each component machine can be found using asecond-order Boltzmann machine, but the dependencies between componentmachines require high-order connections. The Boltzmann machineconfiguration as a constraint satisfaction network for a sequentialmachine structure is defined. The global and the local energy terms forthe overall architecture are defined based on the component machinestate tables and the state transition dependencies between machines. Theapplication of the proposed architecture to a sample problem isdemonstrated by using a fourth-order Boltzmann machine for the transfersequence search in a serially decomposed sequential machine