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Title: A Review of Visualization Methods for Cyber-Physical Security: Smart Grid Case Study

Journal Article · · IEEE Access

Cyber-Physical Systems (CPSs) are becoming increasingly complex and interconnected as they attempt to meet the demands of evolving society. As a result, monitoring and maintaining them becomes a more complex and demanding task for control system operators and cyber defenders. While the literature on visualization techniques in the context of cybersecurity is extensive, the same cannot be said for studies on visualization for the security of cyber-physical systems. This paper aims to fill that gap by: 1) defining the main features of a visualizations workflow for security visualizations in cyber-physical systems. The workflow includes the acquisition of cyber and physical data, processing of data, selection, and configuration of both visualization tools and end-user interactions. 2) Providing an overview of cyber-physical security visualization systems, with a focus on smart grids as a case study. Finally, we use the perspectives gained from this analysis to provide insights and directions for future research and design of cyber-physical visualization techniques.

Research Organization:
National Renewable Energy Laboratory (NREL), Golden, CO (United States); Idaho National Laboratory (INL), Idaho Falls, ID (United States)
Sponsoring Organization:
USDOE Office of Energy Efficiency and Renewable Energy (EERE), Renewable Power Office. Solar Energy Technologies Office
Grant/Contract Number:
AC36-08GO28308; 0008775; AC07-05ID14517
OSTI ID:
1985176
Alternate ID(s):
OSTI ID: 1986372; OSTI ID: 1992305; OSTI ID: 1994187
Report Number(s):
NREL/JA-5R00-86961; INL/JOU-22-69829-Rev000; 10151850
Journal Information:
IEEE Access, Journal Name: IEEE Access Vol. 11; ISSN 2169-3536
Publisher:
IEEECopyright Statement
Country of Publication:
United States
Language:
English

References (71)

Big Data Visualization: A Survey conference June 2022
A survey of security visualization for computer network logs journal May 2011
A Task Centered Framework for Computer Security Data Visualization book January 2008
A Survey on Cybersecurity Challenges, Detection, and Mitigation Techniques for the Smart Grid journal September 2021
Wireless sensor network security visualization conference October 2012
A Tri-Modular Human-on-the-Loop Framework for Intelligent Smart Grid Cyber-Attack Visualization conference April 2018
GridAttackAnalyzer: A Cyber Attack Analysis Framework for Smart Grids journal June 2022
Employing a User-Centered Design Process for Cybersecurity Awareness in the Power Grid journal January 2018
Visualization Techniques for Electrical Grid Smart Metering Data: A Survey conference April 2017
Looking for a Black Cat in a Dark Room: Security Visualization for Cyber-Physical System Design and Analysis conference October 2018
A Survey on ML4VIS: Applying Machine Learning Advances to Data Visualization journal December 2022
A survey on information visualization: recent advances and challenges journal January 2014
A survey of Cyber-Physical Systems conference November 2011
Massive Data Visualization: A Survey book January 2009
A Statistical Comparison of Security Visualization Efficiency Compared to Manual Analysis of IDS Log Data conference April 2018
PERCIVAL: proactive and reactive attack and response assessment for cyber incidents using visual analytics conference October 2015
Cyber–Physical System Security for the Electric Power Grid journal January 2012
Security in Process: Visually Supported Triage Analysis in Industrial Process Data journal April 2020
Modeling and visualization of Smart Power Grid: Real time contingency and security aspects conference March 2012
Attack Graph Implementation and Visualization for Cyber Physical Systems journal December 2019
Cyber security data sources for dynamic network research book March 2016
Multivariate spatial data visualization: a survey journal August 2019
Privacy-Preserving Schemes for Safeguarding Heterogeneous Data Sources in Cyber-Physical Systems journal January 2021
Characterizing cyber tools for monitoring power grid systems: What information is available and who needs it? conference October 2017
The eyes have it: a task by data type taxonomy for information visualizations conference January 1996
A Comprehensive Analysis of Smart Grid Systems against Cyber-Physical Attacks journal October 2018
An evaluation framework for network security visualizations journal July 2019
A Survey of Visualization Systems for Network Security journal August 2012
Systematic Literature Review on Cyber Situational Awareness Visualizations journal January 2022
Visualization for cyber security command and control conference April 2010
Anomaly Detection Using Pattern-of-Life Visual Metaphors journal January 2019
A taxonomy for attack graph generation and usage in network security journal August 2016
A Tool to Support the Investigation and Visualization of Cyber and/or Physical Incidents book January 2021
CyberSAVe conference October 2013
A PMU-Based Method for Smart Transmission Grid Voltage Security Visualization and Monitoring journal July 2017
Data visualization via latent variables and mixture models: a brief survey journal November 2015
A survey on visualization approaches for exploring association relationships in graph data journal April 2019
Graph analytics and visualization for cyber situational understanding journal October 2021
Survey on Visual Analysis of Event Sequence Data journal December 2022
A Process Framework for Stakeholder-specific Visualization of Security Metrics conference August 2018
Anomaly Detection in Critical-Infrastructures using Autoencoders: A Survey conference October 2022
Data visualization in smart grid and low‐carbon energy systems: A review journal May 2021
Interactive Visualization for Network and Port Scan Detection book January 2006
MAHIVE: Modular Analysis Hierarchical Intrusion Detection System Visualization Event Cybersecurity Engine for Cyber-Physical Systems and Internet of Things Devices conference January 2021
A Comprehensive State-of-the-Art Survey on Data Visualization Tools: Research Developments, Challenges and Future Domain Specific Visualization Framework journal January 2022
Trends in big data analytics journal July 2014
CyVi: Visualization of Cyber-Attack and Defense Effects in Geographically Referenced Networks conference January 2020
Time series segmentation: A sliding window approach journal July 1995
Cpsa conference November 2017
Visualization of Security Metrics for Cyber Situation Awareness conference September 2014
Visual analytics of cyber physical data streams using spatio-temporal radial pixel visualization conference February 2013
Nonlinear dimensionality reduction and data visualization: A review journal July 2007
A Survey on Visualization Techniques Used for Big Data Analytics book January 2019
A data-driven approach for online dynamic security assessment with spatial-temporal dynamic visualization using random bits forest journal January 2021
Visualizing Cascading Failures in Critical Cyber Infrastructures book January 2008
An integrated visualization approach for smart grid attacks conference July 2012
AI4VIS: Survey on Artificial Intelligence Approaches for Data Visualization journal December 2022
Testbed-based Evaluation of SIEM Tool for Cyber Kill Chain Model in Power Grid SCADA System conference October 2019
SURE: A Modeling and Simulation Integration Platform for Evaluation of Secure and Resilient Cyber–Physical Systems journal January 2018
Information visualization and visual data mining journal January 2002
Cyber-Physical Systems Security—A Survey journal December 2017
A Full-Scale Security Visualization Effectiveness Measurement and Presentation Approach
  • Garae, Jeffery; Ko, Ryan K. L.; Apperley, Mark
  • 2018 17th IEEE International Conference On Trust, Security And Privacy In Computing And Communications/ 12th IEEE International Conference On Big Data Science And Engineering (TrustCom/BigDataSE) https://doi.org/10.1109/TrustCom/BigDataSE.2018.00095
conference August 2018
Making data visualization more efficient and effective: a survey journal November 2019
Hyperion: A Visual Analytics Tool for an Intrusion Detection and Prevention System journal January 2020
Big data analytics in smart grids: state‐of‐the‐art, challenges, opportunities, and future directions journal March 2019
A Visual Analytics Framework for Reviewing Multivariate Time-Series Data with Dimensionality Reduction journal February 2021
Review of Design Elements within Power Infrastructure Cyber–Physical Test Beds as Threat Analysis Environments journal March 2021
Detecting Flaws and Intruders with Visual Data Analysis journal September 2004
A new concentric-circle visualization of multi-dimensional data and its application in network security journal August 2010
A Survey of Traffic Data Visualization journal December 2015
Visualization and Visual Analysis of Ensemble Data: A Survey journal September 2019