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 step
Note
1
Topology exploration
Develop in the framework a base network topology. Collect training data for the ANN.
2
ANN scalability
Experiment with different partitions to choose which one is better.
3
Parameters of the ANN: training
Find based on experiments efficient parameters for the development and training of the ANN.
4
Fault detection
Study 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).