Time-series Regression on HouseholdPowerConsumption 2
50.086RMSECNN
Evaluation Results
| Method | Links | |
|---|---|---|
| CNNFLASH=13.160, RAM=72.196, MAC=5,578,560, Energy=5.00E-03, Latency=342.4622025.05 | 50.086 | |
| MLPFLASH=234.184, RAM=15.688, MAC=231,048, Energy=3.31E-06, Latency=5.5212025.05 | 50.93 | |
| MONAQFLASH=381.328, RAM=50.092, MAC=2,787,856, Energy=2.85E-03, Latency=242.8872025.05 | 52.349 | |
| DS-CNNFLASH=13.256, RAM=95.924, MAC=1,378,080, Energy=2.64E-03, Latency=199.6022025.05 | 53.406 | |
| TCNFLASH=26.888, RAM=63.020, MAC=3,271,688, Energy=4.30E-03, Latency=429.5572025.05 | 54.395 | |
| Grid SearchFLASH=16.488, RAM=22.684, MAC=274,188, Energy=6.02E-04, Latency=60.6442025.05 | 54.538 | |
| TinyTNASFLASH=11.048, RAM=18.636, MAC=128,426, Energy=3.93E-04, Latency=42.3472025.05 | 54.566 | |
| GPT-4oFLASH=39.232, RAM=141.816, MAC=528, Energy=3.50E-08, Latency=0.0572025.05 | 55.729 | |
| GPT-4o-miniFLASH=39.232, RAM=141.816, MAC=528, Energy=3.50E-08, Latency=0.0572025.05 | 55.732 | |
| D-CNNFLASH=7.136, RAM=16.644, MAC=99,000, Energy=4.13E-04, Latency=31.9912025.05 | 57.065 | |
| Random SearchFLASH=55.552, RAM=25.332, MAC=282,567, Energy=5.98E-04, Latency=52.5802025.05 | 59.565 | |
| ConvLSTMFLASH=10.824, RAM=94.816, MAC=690,376, Energy=9.85E-04, Latency=70.9242025.05 | 64.535 | |
| LSTMFLASH=8.976, RAM=37.692, MAC=8, Energy=1.75E-08, Latency=0.0112025.05 | 172.072 | |
| TENet(6)FLASH=164.952, RAM=774.064, MAC=26,450,432, Energy=7.98E-02, Latency=5128.2562025.05 | 184.172 |