Title :
Behavioral testability and test pattern generation of the Hopfield network model
Author :
Alippi, Cesare ; Fummi, Franco ; Piuri, Vincenzo ; Sami, Mariagiovanna ; Sciuto, Donatella
Author_Institution :
Dipartimento di Elettronica e Inf., Milan Univ., Italy
fDate :
27 Jun-2 Jul 1994
Abstract :
The problem of testability and test pattern generation at the highest abstraction level, i.e., based on the network´s behavior, is considered for Hopfield networks. Complete testability is proved. A test pattern generation approach based on creation of an equivalent finite state machine is presented, the functional test pattern generation have been proved to allow very high coverage of logic-level faults in the case of finite state machines. An efficient algorithm, using BDDs, is finally described
Keywords :
Hopfield neural nets; decision theory; finite state machines; testing; trees (mathematics); Hopfield network model; abstraction level; behavioral testability; binary decision diagram; binary trees; equivalent finite state machine; finite state machines; test pattern generation; Automata; Boolean functions; Circuit faults; Circuit testing; Data structures; Guidelines; Logic testing; Neurons; System testing; Test pattern generators;
Conference_Titel :
Neural Networks, 1994. IEEE World Congress on Computational Intelligence., 1994 IEEE International Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
0-7803-1901-X
DOI :
10.1109/ICNN.1994.375011