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Machine Learning-Based Intrusion Detection for Achieving Cybersecurity in Smart Grids Using IEC 61850 GOOSE Messages

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-642-13986-4openalex-snapshot
Mechanisms for Autonomous Management of Networks and Services
inferredcites →https://doi.org/10.1007/978-3-642-13986-4_23openalex-snapshot
Intrusion Detection in SCADA Networks
inferredcites →https://doi.org/10.1007/978-3-642-38030-3openalex-snapshot
Smart Grid Security: First International Workshop, SmartGridSec 2012, Berlin, Germany, December 3, 2012, Revised Selected Papers
inferredcites →https://doi.org/10.1007/978-3-642-38030-3_4openalex-snapshot
A Holistic View of Security and Privacy Issues in Smart Grids
inferredcites →https://doi.org/10.1016/j.comnet.2020.107679openalex-snapshot
A survey on intrusion detection and prevention systems in digital substations
inferredcites →https://doi.org/10.1016/j.ijepes.2020.106008openalex-snapshot
IEC 61850 based substation automation system: A survey
inferredcites →https://doi.org/10.1016/j.jesit.2018.01.001openalex-snapshot
Smart grids security challenges: Classification by sources of threats
inferredcites →https://doi.org/10.1109/access.2018.2888880openalex-snapshot
IEC 61850-Based Communication Modeling of EV Charge-Discharge Management for Maximum PV Generation
inferredcites →https://doi.org/10.1109/access.2019.2902571openalex-snapshot
Performance Evaluation and Analysis of IEC 62351-6 Probabilistic Signature Scheme for Securing GOOSE Messages
inferredcites →https://doi.org/10.1109/access.2019.2923728openalex-snapshot
Analysis and Implementation of Message Authentication Code (MAC) Algorithms for GOOSE Message Security
inferredcites →https://doi.org/10.1109/access.2019.2948117openalex-snapshot
A Novel Approach for Mitigation of Replay and Masquerade Attacks in Smartgrids Using IEC 61850 Standard
inferredcites →https://doi.org/10.1109/access.2020.2971011openalex-snapshot
Implementing Secure Routable GOOSE and SV Messages Based on IEC 61850-90-5
inferredcites →https://doi.org/10.1109/access.2020.3013264openalex-snapshot
IEC 61850 Modeling of UPFC and XMPP Communication for Power Management in Microgrids
inferredcites →https://doi.org/10.1109/access.2021.3071141openalex-snapshot
Artificial Intelligence Based Intrusion Detection System for IEC 61850 Sampled Values Under Symmetric and Asymmetric Faults
inferredcites →https://doi.org/10.1109/appeec.2011.5748756openalex-snapshot
A Preliminary Communication Model of Smart Meter Based on IEC 61850
inferredcites →https://doi.org/10.1109/ccst.2019.8888435openalex-snapshot
Securing GOOSE: The Return of One-Time Pads
inferredcites →https://doi.org/10.1109/colcomcon.2017.8088210openalex-snapshot
Intrusion detection system for SCADA platforms through machine learning algorithms
inferredcites →https://doi.org/10.1109/icsgce.2016.7876027openalex-snapshot
Review of cyber-security challenges and measures in smart substation
inferredcites →https://doi.org/10.1109/isgt.2014.6816375openalex-snapshot
Detection of cyber intrusions using network-based multicast messages for substation automation
inferredcites →https://doi.org/10.1109/onlinegreencom.2016.7805404openalex-snapshot
Using IEC 61850 and IEEE WAVE standards in ad-hoc networks for electric vehicle charging management
inferredcites →https://doi.org/10.1109/smartgridcomm.2019.8909783openalex-snapshot
A Synthesized Dataset for Cybersecurity Study of IEC 61850 based Substation
inferredcites →https://doi.org/10.1109/tii.2019.2956734openalex-snapshot
A Review of IEC 62351 Security Mechanisms for IEC 61850 Message Exchanges
inferredcites →https://doi.org/10.1109/tla.2020.9099773openalex-snapshot
Dynamic Adaptive Protection based on IEC 61850
inferredcites →https://doi.org/10.1109/tpwrd.2020.2990760openalex-snapshot
A Method for Achieving Confidentiality and Integrity in IEC 61850 GOOSE Messages
inferredcites →https://doi.org/10.2760/15583openalex-snapshot
Smart grid projects outlook 2017: facts, figures and trends in Europe
inferredcites →https://doi.org/10.3390/electronics7120370openalex-snapshot
Certificate Based Authentication Mechanism for PMU Communication Networks Based on IEC 61850-90-5
inferredcites →https://doi.org/10.3390/electronics8010096openalex-snapshot
Certificate Based Security Mechanisms in Vehicular Ad-Hoc Networks based on IEC 61850 and IEEE WAVE Standards
inferredcites →https://doi.org/10.3390/en12122398openalex-snapshot
Virtual Power Plant Management in Smart Grids with XMPP Based IEC 61850 Communication
inferredcites →https://doi.org/10.3390/en12132536openalex-snapshot
S-GoSV: Framework for Generating Secure IEC 61850 GOOSE and Sample Value Messages
inferredcites →https://doi.org/10.3390/en13061435openalex-snapshot
A Comprehensive Review of Practical Issues for Interoperability Using the Common Information Model in Smart Grids

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Enhancing Data Privacy in Substations: An Analysis of Data Sharing Anonymization for the Iec61850 Protocols, with a Special Focus on Goose
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SecMonS: A Security Monitoring Framework for IEC 61850 Substations Based on Configuration Files and Logs
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Real-Time Anomaly Detection Algorithm for DoS Attacks in Communication Networks with IEDs Using IEC 61850
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Machine Learning and Internet-of-Things Solutions for Microgrid Resilient Operation
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Introduction
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An anonymization framework for IEC 61850 substation communications: Field-level and topology-aware privacy
inferred← citeshttps://doi.org/10.1016/j.jisa.2025.104197openalex-snapshot
RNN for intrusion detection in digital substations based on the IEC 61850
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Enhancing smart grid security: A novel approach for efficient attack detection using SMART framework
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Optimal feature set of IEC 61850 GOOSE messages for improving machine learning-based anomaly detection systems against cyber-attacks in digital substations
inferred← citeshttps://doi.org/10.1016/j.rser.2026.117367openalex-snapshot
Machine learning and artificial intelligence models and techniques in modern power grid communication architecture: A survey of technology, research gaps, applications, and sustainable solution
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A novel hybrid methodology to secure GOOSE messages against cyberattacks in smart grids
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Enhancing cybersecurity in virtual power plants by detecting network based cyber attacks using an unsupervised autoencoder approach
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Spike train analysis in rehabilitation movement classification using deep learning approach
inferred← citeshttps://doi.org/10.1049/stg2.70038openalex-snapshot
Taxonomy and Survey on Cybersecurity Control Schemes for Smart Grids
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Solar radiation prediction: A multi-model machine learning and deep learning approach
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Intrusion detection and mitigation of attacks in microgrid using enhanced deep belief network
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Anomaly Detection for Insider Attacks From Untrusted Intelligent Electronic Devices in Substation Automation Systems
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An Advanced Generative AI-Based Anomaly Detection in IEC61850-Based Communication Messages in Smart Grids
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Anomaly Detection for GOOSE Spoofing Attacks in Digital Substations Using Deep Learning Models: A DNN and LSTM Approach
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Cyber-Physical Microgrids Under False Data Injection, Denial-of-Service, and Replay Attacks: A Systematic Review
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HIDG-based PSO Algorithm: Suspicious Sensor Selection for Power Grid Monitoring System Under Data Integrity Attack
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Enhancing Smart Grid Stability Using AI Techniques: A Systematic Literature Review
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IEC 61850-Based Renewable Energy Systems: A Survey on Cybersecurity Aspects
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LLM-based Anomaly Detection for Digital Substation Cybersecurity
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