稳定报道时间 2026-10-02 12:00
基于问卷的家用电器用电分解方法用于家庭智能电表数据
一个新的系统利用事件检测和问卷引导的估算方法，将家庭智能电表数据分解为9个电器类别，提高了能源使用数据的粒度。
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证据
- AarXiv cs.AI一手来源2026-10-02 12:00
combining event detection for high-power loads with questionnaire-guided estimation
- AarXiv cs.AI一手来源2026-10-02 12:00
a smart meter dataset of more than 4,800 years of use from 2,968 Irish consumers
- AarXiv cs.AI一手来源2026-10-02 12:00
breaks usage data into 9 appliance categories
- AarXiv cs.AI一手来源2026-10-02 12:00
While this is useful for billing of smart, time-of-use tariffs, it is too coarse to capture use of domestic appliances. We present a label-free disaggregation system that breaks usage data into 9 appliance categories by combining event detection for high-power loads with questionnaire-guided estimation. Our evaluation draws on four datasets: a calibration household with a commercial comparator, t…