Altmetrics
Downloads
74
Views
26
Comments
0
A peer-reviewed article of this preprint also exists.
This version is not peer-reviewed
Submitted:
16 November 2023
Posted:
17 November 2023
You are already at the latest version
Layers | Hyperparameters | Dynamic range |
---|---|---|
Number of convolution kernels | 30 ∼ 135 | |
Conv | Convolution kernels size | 2 ∼ 6 |
Convolution kernels step | 1 ∼ 3 | |
Pool | Pool core size | 2 ∼ 6 |
Pool nucleation step size | 1 ∼ 3 | |
Dropout | Dropout rate | 0 ∼ 1 |
Layers | Hyperparameters |
---|---|
a1,a2,a3,a4,a5 | The number of convolution kernels in five convolutional layers |
b1,b2,b3,b4,b5 | Convolutional kernel size for five convolutional layers |
c1,c2,c3,c4,c5 | Convolutional kernel step size for five convolution layers |
d1,d2,d3 | The number of pooling kernels in the three pooling layers |
e1,e2,e3 | Step size of pooling kernels in three pooling layers |
f1,f2 | Dropout rate of the two layers |
Load Type | RMSE | MAE | Phase Error | Correlation Coefficient(%) |
---|---|---|---|---|
Air conditioner | 0.109 | 0.081 | 0.068 | 99.8 |
Energy-saving lamps | 0.033 | 0.020 | 0.196 | 98.1 |
Notebook | 0.097 | 0.040 | 0.332 | 94.5 |
Vacuum cleaner | 0.295 | 0.220 | 0.035 | 99.9 |
Microwave Oven | 0.668 | 0.456 | 0.129 | 99.2 |
Washing Machines | 0.866 | 0.551 | 0.046 | 99.9 |
Catagory | CNN | BOA-CNN |
---|---|---|
Conv1 | 3×3/48/1 | 4×4/60/1 |
Pool1 | 3×3/2 | 2×2/1 |
Conv2 | 5×5/128/2 | 4×4/121/1 |
Pool2 | 3×3/2 | 2×2/1 |
Conv3 | 3×3/192/1 | 4×4/126/1 |
Conv4 | 3×3/192/1 | 3×3/55/1 |
Conv5 | 3×3/192/1 | 3×3/125/1 |
Droout1 | 0.5 | 0.4 |
Droout1 | 0.5 | 0.1 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2024 MDPI (Basel, Switzerland) unless otherwise stated