Research Article

A Design Space Exploration Framework for ANN-Based Fault Detection in Hardware Systems

Table 1

Decision steps needed to be taken for the exploration framework for the ANNs.

ā€‰ANN decision stepNote

1Topology explorationDevelop in the framework a base network topology. Collect training data for the ANN.

2ANN scalabilityExperiment with different partitions to choose which one is better.

3Parameters of the ANN: trainingFind based on experiments efficient parameters for the development and training of the ANN.

4Fault detectionStudy different scenarios for fault detection (study two scenarios: first, the detection is made just to show which partition will present fault; second, the detection shows which router in the partition will present fault).