Model 2
收藏IEEE2020-10-25 更新2026-04-17 收录
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https://ieee-dataport.org/analysis/model-2-0
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资源简介：
Model 2 Clustered-meter average monthly ratios Monthly (kWh) consumption clustering: 1. Twelve clustering models (one per month of signup): Spectral Clustering with nearest neighbors.2. Clustering using (daily kWh) consumption extracted features. Cluster count set to two.3. Meters not in the training clustering data, are classified to a specific cluster using a Gaussian Process Classifier (GPC) on the same dataset (12 classifiers total). Features from weekend/weekday and full series:- Statistical: median, variance, quantiles, ...- Time-series: autocorrelations, trends, seasonalities, ... Forecasting for a meter: Using the mean montly consumption + in-cluster month-to-month ratios.
创建时间：
2020-10-25
