图 书 馆
设备级能耗分解：一个概率框架Disaggregating Appliance-Level Energy Consumption: A Probabilistic Framework |
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| 课程网址: | https://videolectures.net/videos/kdd2016_tomkins_probabilistic_fr... |
| 主讲教师: | Sabina Tomkins |
| 开课单位: | KDD 2016研讨会 |
| 开课时间: | 2025-02-04 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | In this work we propose a probabilistic disaggregation framework which can determine the energy consumption of individual electrical appliances from aggregate power readings. Our proposed framework uses probabilistic soft logic (PSL), to define a hinge-loss Markov random field (HL-MRF). Our method is novel in that it can integrate a diverse range of features, is highly scalable to any number of appliances, and makes less assumptions than existing methods. As the residential sector is responsible for over a third of all electricity demand, and delivering appliance level energy consumption information to consumers has been demonstrated to reduce electricity consumption, our framework has the potential to make a significant impact on energy savings. |
| 关 键 词: | 能耗分解; 概率框架; 高度扩展 |
| 课程来源: | 视频讲座网 |
| 数据采集: | 2025-03-30：liyq |
| 最后编审: | 2025-03-30：liyq |
| 阅读次数: | 11 |