A voltage and current measurement dataset for plug load appliance identification in households
| Autor: | Roberto Medico, Chris Develder, Mario Berges, Suman Giri, Jingkun Gao, Emre Can Kara, Leen De Baets, Dirk Deschrijver, Tom Dhaene |
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| Jazyk: | angličtina |
| Rok vydání: | 2020 |
| Předmět: |
Statistics and Probability
Data Descriptor Technology and Engineering Computer science 020209 energy Real-time computing ComputerApplications_COMPUTERSINOTHERSYSTEMS 02 engineering and technology Library and Information Sciences Energy and behaviour Education Electrical power grid 0202 electrical engineering electronic engineering information engineering Electrical measurements lcsh:Science Energy supply and demand 020208 electrical & electronic engineering Load scheduling Computer Science Applications Identification (information) Energy efficiency Benchmark (computing) Plug load lcsh:Q Current (fluid) Statistics Probability and Uncertainty Voltage Information Systems |
| Zdroj: | SCIENTIFIC DATA Scientific Data, Vol 7, Iss 1, Pp 1-10 (2020) Scientific Data |
| ISSN: | 1173-3594 2052-4463 |
| Popis: | This paper presents the Plug-Load Appliance Identification Dataset (PLAID), a labelled dataset containing records of the electrical voltage and current of domestic electrical appliances obtained at a high sampling frequency (30 kHz). The dataset contains 1876 records of individually-metered appliances from 17 different appliance types (e.g., refrigerators, microwave ovens, etc.) comprising 330 different makes and models, and collected at 65 different locations in Pittsburgh, Pennsylvania (USA). Additionally, PLAID contains 1314 records of the combined operation of 13 of these appliance types (i.e., measurements obtained when multiple appliances were active simultaneously). Identifying electrical appliances based on electrical measurements is of importance in demand-side management applications for the electrical power grid including automated load control, load scheduling and non-intrusive load monitoring. This paper provides a systematic description of the measurement setup and dataset so that it can be used to develop and benchmark new methods in these and other applications, and so that extensions to it can be developed and incorporated in a consistent manner. Measurement(s)electrical current • VoltageTechnology Type(s)current clamp • oscilloscopeFactor Type(s)location • type of electrical applianceSample Characteristic - LocationCommonwealth of Pennsylvania Machine-accessible metadata file describing the reported data: 10.6084/m9.figshare.11733594 |
| Databáze: | OpenAIRE |
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