Time-series Regression on HouseholdPowerConsumption 1
148.238RMSERandom Search
Evaluation Results
| Method | Links | |
|---|---|---|
| Random SearchFLASH=11.984, RAM=19.232, MAC=65,290, Energy=4.14E-04, Latency=31.5422025.05 | 148.238 | |
| MONAQFLASH=14.240, RAM=24.212, MAC=184,064, Energy=2.55E-04, Latency=26.3932025.05 | 152.468 | |
| MLPFLASH=234.184, RAM=15.688, MAC=231,048, Energy=3.31E-06, Latency=5.5212025.05 | 154.118 | |
| TinyTNASFLASH=11.048, RAM=18.636, MAC=128,426, Energy=3.93E-04, Latency=42.3472025.05 | 156.421 | |
| GPT-4oFLASH=2968.512, RAM=187.528, MAC=21,934,272, Energy=1.06E-02, Latency=677.6952025.05 | 156.914 | |
| Grid SearchFLASH=18.128, RAM=25.756, MAC=342,766, Energy=6.68E-04, Latency=71.7452025.05 | 157.645 | |
| DS-CNNFLASH=13.256, RAM=95.924, MAC=1,378,080, Energy=2.64E-03, Latency=199.6022025.05 | 159.706 | |
| CNNFLASH=13.160, RAM=72.196, MAC=5,578,560, Energy=5.00E-03, Latency=342.4622025.05 | 163.577 | |
| D-CNNFLASH=7.136, RAM=16.644, MAC=99,000, Energy=4.13E-04, Latency=31.9912025.05 | 321.482 | |
| TCNFLASH=26.888, RAM=63.020, MAC=3,271,688, Energy=4.30E-03, Latency=429.5572025.05 | 419.708 | |
| GPT-4o-miniFLASH=39.232, RAM=141.816, MAC=528, Energy=3.50E-08, Latency=0.0572025.05 | 528.786 | |
| TENet(6)FLASH=170.088, RAM=773.936, MAC=26,450,432, Energy=7.98E-02, Latency=5128.2562025.05 | 920.171 | |
| ConvLSTMFLASH=10.824, RAM=94.816, MAC=690,376, Energy=9.85E-04, Latency=70.9242025.05 | 1,424.762 | |
| LSTMFLASH=8.976, RAM=37.692, MAC=8, Energy=1.75E-08, Latency=0.0112025.05 | 1,587.395 |