電気学会論文誌C(電子・情報・システム部門誌)
Online ISSN : 1348-8155
Print ISSN : 0385-4221
ISSN-L : 0385-4221
建物の外から電気機器の使用実態を把握するモニタリング装置へのニユーラルネットワークの応用
由本 勝久中野 幸夫天野 好輝ケルマンシャヒ バフマン
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2002 年 122 巻 8 号 p. 1351-1359

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A non-intrusive load monitoring system has been developed to ascertain each electrical appliance in a household by disaggregating the total load demand. This system does not need to intrude into a house when metering power consumption of each appliance. Therefore, the system has significant cost advantages and is less troublesome to the customers. This paper describes a non-intrusive load monitoring system which is especially useful when the household has inverter-driven appliances that frequently change their operational state. Conventional non-intrusive load monitoring system cannot treat these inverter-driven appliances easily because of their complicated operation. In the developed system, the load consumption of household appliances is identified by a Neural Network, which perceives the pattern of harmonics flowing out of the house. An air conditioner, a refrigerator, an incandescent lamp, a fluorescent lamp and a television set were used as household appliances for experiments of inference tests. From the experimental result, it was verified that the NN could identify the load consumption of an inverter-driven air conditioner from the pattern of harmonics of the total load. For this reason, the non-intrusive load monitoring system for the household which has several appliances including inverter-driven appliances is viewed as reliable.
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