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Markovian models for home electricity consumption
| Content Provider | ACM Digital Library |
|---|---|
| Author | Rosenberg, Catherine Ardakanian, Omid Keshav, Srinivasan |
| Abstract | Modelling home energy consumption is necessary for studying demand-response, transformer sizing, and distribution network simulation. Using an existing classification, we propose parsimonious Markovian reference models of home load for each class. We derive models for on-peak periods, off-peak periods, and mid-peak periods. These models are derived using traces based on fine-grained measurements of electricity consumption in 20 homes over four months. We validate the representativeness of our models in a specific application. |
| Starting Page | 31 |
| Ending Page | 36 |
| Page Count | 6 |
| File Format | |
| ISBN | 9781450307994 |
| DOI | 10.1145/2018536.2018544 |
| Language | English |
| Publisher | Association for Computing Machinery (ACM) |
| Publisher Date | 2011-08-19 |
| Publisher Place | New York |
| Access Restriction | Subscribed |
| Subject Keyword | Markov chain Electrical grid Load modelling |
| Content Type | Text |
| Resource Type | Article |