| Presentation | 2012-05-17 Modeling home appliance power consumption by interval-based switching Kalman filters Kohei HAZE, Takekazu KATO, Takashi MATSUYAMA, |
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| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper describes power consumption pattern modeling for home appliances. The power consumption model realizes power consumption prediction, appliance status recognition and irregularity detection. The technology is expected to effective home energy management systems. Recently, home appliances have various pat-terns of power consumption caused by intelligent power control function against environment factors. Cope with this problem; we proposed a new dynamical system model, which call it Interval-based switching Kalman Filters (ISKF). It has some continuous dynamic systems and switches the systems discontinuously according to the probabilistic timed automaton. We proposed leaning algorithm for ISKF and power consumption prediction algorithm by ISKF. Experimental result shows effectiveness of the proposed method by leaning / prediction of the power consumption pattern for home appliances, heir dryer, cleaner and a washing machine. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Kalman filter / timed-automaton / modeling home appliance power consumption / scale-space filter / home appliance consumption prediction |
| Paper # | USN2012-4 |
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| Conference Information | |
| Committee | USN |
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| Conference Date | 2012/5/10(1days) |
| Place (in Japanese) | (See Japanese page) |
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| Topics (in Japanese) | (See Japanese page) |
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| Registration To | Ubiquitous and Sensor Networks(USN) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Modeling home appliance power consumption by interval-based switching Kalman filters |
| Sub Title (in English) | |
| Keyword(1) | Kalman filter |
| Keyword(2) | timed-automaton |
| Keyword(3) | modeling home appliance power consumption |
| Keyword(4) | scale-space filter |
| Keyword(5) | home appliance consumption prediction |
| 1st Author's Name | Kohei HAZE |
| 1st Author's Affiliation | Graduate School of Informatics, Kyoto University() |
| 2nd Author's Name | Takekazu KATO |
| 2nd Author's Affiliation | Academic Center for Computing and Media Studies, Kyoto University |
| 3rd Author's Name | Takashi MATSUYAMA |
| 3rd Author's Affiliation | Graduate School of Informatics, Kyoto University |
| Date | 2012-05-17 |
| Paper # | USN2012-4 |
| Volume (vol) | vol.112 |
| Number (no) | 31 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |