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Updated: Aug 8, 2025

Methodology for Establishing a Community-Wide Life Laboratory for Capturing Unobtrusive and Continuous Remote Activity and Health Data
Published on: July 27, 2018
PLEIAData: consumption, HVAC, temperature, weather and motion sensor data for smart buildings applications
Antonio Martínez Ibarra1, Aurora González-Vidal2, Antonio Skarmeta1
1Department of Information and Communication Engineering, University of Murcia, Murcia, 30100, Spain.
Reducing energy costs in climate control is vital. This study presents a new dataset for Artificial Intelligence (AI) to optimize building energy management and user comfort using sensor data.
Area of Science:
- Building energy efficiency
- Artificial Intelligence in energy management
- Internet of Things (IoT) applications
Background:
- High energy consumption in climate control necessitates cost reduction strategies.
- The proliferation of Information and Communication Technology (ICT) and IoT enables advanced energy management.
- Building performance data is key to developing effective energy-saving control strategies.
Purpose of the Study:
- To introduce a novel dataset for AI-driven energy consumption and temperature modeling.
- To support the development of intelligent control systems for buildings.
- To facilitate research in optimizing energy efficiency and occupant comfort.
Main Methods:
- Data collection over one year in a pilot building (Pleiades) at the University of Murcia.
- Utilizing sensor data on internal and external building conditions.
- Dataset designed for Artificial Intelligence (AI) algorithms for predictive modeling.
Main Results:
- A comprehensive dataset capturing building environmental parameters and energy usage.
- The dataset provides features crucial for AI model training in energy management.
- Enables analysis for minimizing energy consumption while ensuring user comfort.
Conclusions:
- The presented dataset is valuable for AI applications in building energy optimization.
- Facilitates the advancement of smart building technologies for improved energy efficiency.
- Supports the goals of projects like PHOENIX in enhancing building energy performance.
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