Table 5 Comparison of existing data sets for data centers
From: Energy consumption data collection: case study on data center in a Thai University
Data set | Domain | Duration | #attr | Detailed description |
|---|---|---|---|---|
Dua and Taniskidou (2017) | Household | 47 months | 9 | The dataset was collected from three room types and three submeters |
Candanedo et al. (2017) | Household | 4.5 months | 5 | There are 15 rooms in the house. There were main 5 variables: power meters, humidity, wind speed, date time, temperature |
Makonin et al. (2016) | Household | 24 months | 6 | The meters were installed for each room in the house. The hourly weather data were also collected. The dataset contains CSV file of electric meter data, weather data, historic electric, water, gas billing and usage |
Chavat et al. (2022) | Household | 539.2days | 9 | The dataset contains power usage for 8 appliances. Each appliance was measured with different meters. The total power consumption meter was measured with nine attributes |
Bazurto et al (nd) | Server | 245 days | 15 | The dataset contains power consumptions of GPU, CPU, RAM, CPU temperature, etc. for one machine |
Ours Chantrapornchai and Chatlatanakulchai (2023) | Data center | 20 months | 56 | The dataset contains the power consumption of each meter divided by area. Each area contains servers and related IT devices |