Hour Conditioned Model Selection with Per Farm Calibration for Energy Disaggregation in Dairy Farms

This repository contains the code, data, figures, and evaluation results supporting the study “Hour Conditioned Model Selection with Per Farm Calibration for Energy Disaggregation in Dairy Farms.” The study investigates the separation of hourly net electricity demand into gross farm consumption and behind-the-meter generation using GBRT, 1D CNN, CNN-BiLSTM, Transformer, and an hour-conditioned model-selection method. The deposit includes hourly profiles for 13 simulated dairy farms under three scenarios: uniform PV capacity, heterogeneous PV capacities, and heterogeneous PV with battery storage. It also contains five-seed fixed-split results, complete 13-farm leave-one-farm-out results, supplementary metrics, figure-generation files, and a SAM weather summary.