Evaluation of Active Sensing Classification for Household Appliances

• Item type: SIG Technical Reports(1)
• 公開日: 2017-03-02
• タイトル: Evaluation of Active Sensing Classification for Household Appliances
• タイトル / 言語: en
• タイトル: Evaluation of Active Sensing Classification for Household Appliances
• 言語: eng
• キーワード / 主題Scheme: Other
• キーワード / 主題: IoT
• 資源タイプ / 資源タイプ識別子: http://purl.org/coar/resource_type/c_18gh
• 資源タイプ: technical report
• 著者所属: Research center for Advanced Science and Technology, The University of Tokyo
• 著者所属: Research center for Advanced Science and Technology, The University of Tokyo
• 著者所属(英): en
• 著者所属(英): Research center for Advanced Science and Technology, The University of Tokyo
• 著者所属(英): en
• 著者所属(英): Research center for Advanced Science and Technology, The University of Tokyo
• 著者名: Tin, Petrovic; Hiroyuki, Morikawa
• 著者名(英): Tin, Petrovic; Hiroyuki, Morikawa
• 論文抄録 / 内容記述タイプ: Other
• 論文抄録 / 内容記述: Household appliances and plug in loads amount to between a quarter to a third of household electric demand while often being classified as miscellaneous energy consumption. To be able to fully understand energy consumption in an era of ever growing numbers of devices, we evaluate a new type of active sensing method to test its ability to classify different types of electrical loads in sub-minute time, allowing for appliance classification without the need to collect data for long periods of time. We demonstrate how to collect and break down an electric signal with active sensing and show that it is possible to correctly classify appliances with simple sensors and without long data gathering times.
• 論文抄録(英) / 内容記述タイプ: Other
• 論文抄録(英) / 内容記述: Household appliances and plug in loads amount to between a quarter to a third of household electric demand while often being classified as miscellaneous energy consumption. To be able to fully understand energy consumption in an era of ever growing numbers of devices, we evaluate a new type of active sensing method to test its ability to classify different types of electrical loads in sub-minute time, allowing for appliance classification without the need to collect data for long periods of time. We demonstrate how to collect and break down an electric signal with active sensing and show that it is possible to correctly classify appliances with simple sensors and without long data gathering times.
• 書誌レコードID / 収録物識別子タイプ: NCID
• 書誌レコードID / 収録物識別子: AA11851388
• 書誌情報: 研究報告モバイルコンピューティングとパーベイシブシステム（MBL）; 巻 2017-MBL-82, 号 39, p. 1-6, 発行日 2017-03-02
• ISSN / 収録物識別子タイプ: ISSN
• ISSN / 収録物識別子: 2188-8817
• Notice: SIG Technical Reports are nonrefereed and hence may later appear in any journals, conferences, symposia, etc.
• 出版者 / 言語: ja
• 出版者: 情報処理学会