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HVAC system attack detection dataset.

Mariam Elnour1, Nader Meskin1, Khaled Khan2

  • 1Department of Electrical Engineering, Qatar University, Qatar.

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|June 21, 2021
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Summary
This summary is machine-generated.

This study introduces a new dataset for HVAC cybersecurity research, crucial for protecting smart buildings. The dataset aids in developing and testing defenses against cyber threats to energy systems.

Keywords:
Attack detectionBuilding management system (BMS)Cyber-physical system (CPS)CybersecurityHVAC systemIndustrial control system (ICS)Smart building

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Area of Science:

  • Cybersecurity
  • Building Management Systems
  • Smart Buildings

Background:

  • Building Management Systems (BMSs) security is increasingly vital due to technological advancements.
  • Heating, Ventilation, and Air Conditioning (HVAC) systems represent a significant energy consumer (approx. 40%) and are critical targets for cyber threats.
  • Limited access to real HVAC systems and lack of public datasets hinder cybersecurity research.

Purpose of the Study:

  • To present a novel dataset for HVAC cybersecurity research.
  • To support the development and validation of attack detection and mitigation strategies for HVAC systems in smart buildings.
  • To facilitate benchmarking of data-driven algorithms and analysis of cyber-attack impacts.

Main Methods:

  • Collected a dataset from a simulated 12-zone HVAC system.
  • Utilized the Transient System Simulation Tool (TRNSYS) for data generation.
  • Focused on creating a realistic simulation environment for cybersecurity analysis.

Main Results:

  • A comprehensive dataset of a 12-zone HVAC system is now available.
  • The dataset enables validation of cybersecurity defense mechanisms.
  • Facilitates performance benchmarking of various data-driven cybersecurity algorithms.

Conclusions:

  • The presented dataset is a valuable resource for advancing HVAC cybersecurity research.
  • It addresses the critical need for realistic data in smart building security.
  • Promotes further investigation into protecting energy infrastructure from cyber threats.