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Secondary-Side Heating Component Inference: Dataset and Reproducibility Package

Dataset

Description

The archive provides all year-2023 hourly data required to reproduce the results:
* District heating (DH)
* Domestic hot water (DHW)
* Air-handling unit (AHU) fan electricity
* Space heating (SH)
* Floor heating (FH)
* Outdoor temperature

These measurements support the construction of the residual target rt+r_t^{+}rt+, weak labels, and subsystem-specific training/validation used in the paper.

The package also includes:
* Preprocessing scripts and notebooks (data alignment, quality control, residual target, and weekly structure checks)
* Weak labeling pipeline for DHW and AHU, including confidence weights
* Model training and statistical validation notebooks
* Regression, identifiability, and separation metrics
* Code to reproduce all figures in Section 3.6 (e.g., R² plots, mutual information, distributional distances, Δ-metrics)

All materials are provided under the Creative Commons Attribution 4.0 International (CC-BY-4.0) license and may be reused with proper attribution.

This dataset enables full transparency and reproducibility of the proposed weakly supervised heating-component inference framework and serves as a reference benchmark for future research in data-driven building-energy analytics.
Date made available18 Nov 2025
PublisherZenodo

Dataset Licences

  • CC-BY-4.0

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