A Real-World Energy Management Dataset from a Smart Company Building for Optimization and Machine Learning
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Abstract (arXiv)
We present a large real-world dataset obtained from monitoring a smart company facility over the course of six years, from 2018 to 2023. The dataset includes energy consumption data from various facility areas and components, energy production data from a photovoltaic system and a combined heat and power plant, operational data from heating and cooling systems, and weather data from an on-site weather station. The measurement sensors installed throughout the facility are organized in a hierarchical metering structure with multiple sub-metering levels, which is reflected in the dataset. The dataset contains measurement data from 72 energy meters, 9 heat meters and a weather station. Both raw and processed data at different processing levels, including labeled issues, is available. In this paper, we describe the data acquisition and post-processing employed to create the dataset. The dataset enables the application of a wide range of methods in the domain of energy management, including optimization, modeling, and machine learning to optimize building operations and reduce costs and carbon emissions.
Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 8 of its 26 references that are in the map. First posted on arXiv 14 Mar 2025.
Builds on
8 of 26 references.
References · 8
- 2020Real-World Anomaly Detection by using Digital Twin Systems and Weakly-Supervised Learningcited by 17
- 2021Estimating the electrical power output of industrial devices with end-to-end time-series classification in the presence of label noisecited by 10
- 2019Large-scale directed network inference with multivariate transfer entropy and hierarchical statistical testingcited by 7
- 2023Understanding Concept Identification as Consistent Data Clustering Across Multiple Feature Spacescited by 2
- 2024Evaluating the Impact of Data Availability on Machine Learning-augmented MPC for a Building Energy Management Systemcited by 2
- 2023Identification of Energy Management Configuration Concepts from a Set of Pareto-optimal Solutionscited by 1
- 2023Regression-Based Model Error Compensation for Hierarchical MPC Building Energy Management Systemcited by 1
- 2023Implicit Incorporation of Heuristics in MPC-Based Control of a Hydrogen Plantcited by 1
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Citing papers per year: 2025: 1.
1 paper.