Table 4 The global MAE of the FapDGN model on the China Southern Power Grid dataset.

From: Federated two-edge graph attention network with weighted global aggregation for electricity consumption demand forecasting

Models

Zone 1

Zone 2

Zone 3

Zone 4

Zone 5

AvgFL-SVR

0.224

0.252

0.244

0.261

0.303

AvgFL-BiLSTM

0.205

0.233

0.221

0.239

0.282

AvgFL-MSattention

0.199

0.229

0.219

0.233

0.279

FedCor-SVR

0.204

0.249

0.234

0.256

0.293

FedCor-BiLSTM

0.199

0.229

0.224

0.247

0.285

FedCor-MSattention

0.194

0.223

0.219

0.245

0.282

Fed CNN-LSTM

0.176

0.215

0.211

0.234

0.275

Adaptive Stacked LSTM

0.169

0.209

0.203

0.237

0.277

SparseMoE

0.171

0.207

0.207

0.234

0.274

FapDGN

0.165

0.194

0.198

0.229

0.258

  1. Significant values are in bold and italics
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