Table 16 Investigating of different parameters’ impact on the PA-based FDL accuracy.
Parameter | Impact on the FDL accuracy and related issues | |||
|---|---|---|---|---|
Type of Change | Impact | |||
Lateral Existence | One lateral | Decrease accuracy (In similar circumstances without updating DNNs) | ||
Add Lateral | More laterals | Decrease accuracy (In similar circumstances without updating DNNs) | ||
Measurements (IEDs) in the laterals | Increase IED number | Increase accuracy | ||
Decrease IED number | Decrease accuracy | |||
DNN layers type | Only Dense Layers | Decrease accuracy | ||
Hybrid layers | Increase accuracy | |||
DNNs input Data | Increase input data | Depend on DNN structure | ||
Decrease input data | Depend on DNN structure | |||
Data variety | Increase accuracy | |||
Data Transfer Type from PAs to CBs | Communication-based | Reliability | Decrease reliability | |
Delay | Increase delay | |||
Impact on accuracy | Without any impact | |||
Local | Reliability | Increase reliability | ||
Delay | Decrease delay | |||
Impact on accuracy | Without any impact | |||
DNN-based Processor Number | The Eight Scenario | One Processor | ||
Other Scenarios | Multiple Processor | |||
