Systems and methods for controlling an industrial asset in the presence of a cyber-attack

D'Amato, Fernando Javier; Dokucu, Mustafa Tekin; Achanta, Hema Kumari; Singal, Kalpesh; Abbaszadeh, Masoud; Wang, Yuh-Shyang; Kvaternik, Karla; Nandi, Souransu; Boutselis, Georgios

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Title: Systems and methods for controlling an industrial asset in the presence of a cyber-attack

Abstract

Systems and methods are provided for the control of an industrial asset, such as a power generating asset. Accordingly, a cyber-attack model predicts a plurality of operational impacts on the industrial asset resulting from a plurality of potential cyber-attacks. The cyber-attack model also predicts a corresponding plurality of potential mitigation responses. In operation, a cyber-attack impacting at least one component of the industrial asset is detected via the cyber-attack neutralization module and a protected operational impact of the cyber-attack is identified based on the cyber-attack model. The cyber-attack neutralization module selects at least one mitigation response of the plurality of mitigation responses based on the predicted operational impact and an operating state of the industrial asset is altered based on the selected mitigation response.

Inventors:: D'Amato, Fernando Javier; Dokucu, Mustafa Tekin; Achanta, Hema Kumari; Singal, Kalpesh; Abbaszadeh, Masoud; Wang, Yuh-Shyang; Kvaternik, Karla; Nandi, Souransu; Boutselis, Georgios

Issue Date:: 2023-10-17

Research Org.:: General Electric Co., Schenectady, NY (United States)

Sponsoring Org.:: USDOE

OSTI Identifier:: 2293732

Patent Number(s):: 11790081

Application Number:: 17/229,934

Assignee:: General Electric Company (Schenectady, NY)

DOE Contract Number:: OE0000902

Resource Type:: Patent

Resource Relation:: Patent File Date: 04/14/2021

Country of Publication:: United States

Language:: English

Citation Formats


                    D'Amato, Fernando Javier, Dokucu, Mustafa Tekin, Achanta, Hema Kumari, Singal, Kalpesh, Abbaszadeh, Masoud, Wang, Yuh-Shyang, Kvaternik, Karla, Nandi, Souransu, and Boutselis, Georgios. Systems and methods for controlling an industrial asset in the presence of a cyber-attack.  United States: N. p., 2023. 
        Web.

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                    D'Amato, Fernando Javier, Dokucu, Mustafa Tekin, Achanta, Hema Kumari, Singal, Kalpesh, Abbaszadeh, Masoud, Wang, Yuh-Shyang, Kvaternik, Karla, Nandi, Souransu, & Boutselis, Georgios. Systems and methods for controlling an industrial asset in the presence of a cyber-attack.  United States.

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                    D'Amato, Fernando Javier, Dokucu, Mustafa Tekin, Achanta, Hema Kumari, Singal, Kalpesh, Abbaszadeh, Masoud, Wang, Yuh-Shyang, Kvaternik, Karla, Nandi, Souransu, and Boutselis, Georgios. Tue .  
        "Systems and methods for controlling an industrial asset in the presence of a cyber-attack".  United States.  https://www.osti.gov/servlets/purl/2293732.

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@article{osti_2293732,

  title        = {Systems and methods for controlling an industrial asset in the presence of a cyber-attack},

  author       = {D'Amato, Fernando Javier and Dokucu, Mustafa Tekin and Achanta, Hema Kumari and Singal, Kalpesh and Abbaszadeh, Masoud and Wang, Yuh-Shyang and Kvaternik, Karla and Nandi, Souransu and Boutselis, Georgios},

  abstractNote = {Systems and methods are provided for the control of an industrial asset, such as a power generating asset. Accordingly, a cyber-attack model predicts a plurality of operational impacts on the industrial asset resulting from a plurality of potential cyber-attacks. The cyber-attack model also predicts a corresponding plurality of potential mitigation responses. In operation, a cyber-attack impacting at least one component of the industrial asset is detected via the cyber-attack neutralization module and a protected operational impact of the cyber-attack is identified based on the cyber-attack model. The cyber-attack neutralization module selects at least one mitigation response of the plurality of mitigation responses based on the predicted operational impact and an operating state of the industrial asset is altered based on the selected mitigation response.},

  doi          = {},

  journal      = {},
number       = ,

  volume       = ,

  place        = {United States},

  year         = {2023},

  month        = {10}

}

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Patent Mestha, Lalit Keshav; Achanta, Hema Kumari; John, Justin Varkey; ...

In some embodiments, an industrial asset may be associated with a plurality of monitoring nodes, each monitoring node generating a series of monitoring node values over time that represent operation of the industrial asset. A threat detection computer may determine that an attacked monitoring node is currently being attacked. Responsive to this determination, a virtual sensor coupled to the plurality of monitoring nodes may estimate a series of virtual node values for the attacked monitoring node(s) based on information received from monitoring nodes that are not currently being attacked. The virtual sensor may then replace the series of monitoring nodemore » « less
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Dynamic concurrent learning method to neutralize cyber attacks and faults for industrial asset monitoring nodes

Patent Mestha, Lalit Keshav; Anubi, Olugbenga; Achanta, Hema Kumari

Input signals may be received from monitoring nodes of the industrial asset, each input signal comprising time series data representing current operation. A neutralization engine may transform the input signals into feature vectors in feature space, each feature vector being associated with one of a plurality of overlapping batches of received input signals. A dynamic decision boundary may be generated based on the set of feature vectors, and an abnormal state of the asset may be detected based on the set of feature vectors and a predetermined static decision boundary. An estimated neutralized value for each abnormal feature value maymore » « less
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Multi-class decision system for categorizing industrial asset attack and fault types

Patent Abbaszadeh, Masoud; Mestha, Lalit Keshav; Yan, Weizhong

According to some embodiments, a plurality of monitoring nodes may each generate a series of current monitoring node values over time that represent a current operation of the industrial asset. A node classifier computer, coupled to the plurality of monitoring nodes, may receive the series of current monitoring node values and generate a set of current feature vectors. The node classifier computer may also access at least one multi-class classifier model having at least one decision boundary. The at least one multi-class classifier model may be executed and the system may transmit a classification result based on the set ofmore » « less
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Systems and methods for detecting and mitigating cyber attacks on power systems comprising distributed energy resources

Patent Johnson, Jay Tillay

Extensive deployment of interoperable distributed energy resources (DER) on power systems is increasing the power system cybersecurity attack surface. National and jurisdictional interconnection standards require DER to include a range of autonomous and commanded grid-support functions which can drastically influence power quality, voltage, and the generation-load balance. Investigations of the impact to the power system in scenarios where communications and operations of DER are controlled by an adversary show that each grid-support function exposes the power system to distinct types and magnitudes of risk. The invention provides methods for minimizing the risks to distribution and transmission systems using an engineeredmore » « less
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Title: Systems and methods for controlling an industrial asset in the presence of a cyber-attack

Abstract

Citation Formats

Intelligent Cyberphysical Intrusion Detection and Prevention Systems and Methods for Industrial Control Systems patent-application, September 2014

A Data-Driven Design for Fault Detection of Wind Turbines Using Random Forests and XGboost journal, January 2018

Dynamic Concurrent Learning Method to Neutralize Cyber Attacks and Faults for Industrial Asset Monitoring Nodes patent-application, July 2019

Industrial Control System Smart Hardware Monitoring patent-application, December 2015

System and Method for Unsupervised Anomaly Detection on Industrial Time-Series Data patent-application, October 2017

Monitoring, detection, and surveillance system using principal component analysis with machine and sensor data patent, May 2019

Method and apparatus for detection of anomalies in integrated parameter systems patent, June 2016

Adaptive, Self-Tuning Virtual Sensing System for Cyber-Attack Neutralization patent-application, March 2021

System and Method for Providing Monitoring of Industrial Equipment patent-application, August 2014

System and Method for Logging Security Events for an Industrial Control System patent-application, October 2013

On Cyber Attacks and Signature Based Intrusion Detection for Modbus Based Industrial Control Systems journal, January 2014

Apparatus and method for detecting an abnormality sign in a control system patent-application, October 2014

System and methods for adaptive model generation for detecting intrusions in computer systems patent, May 2007

Dynamic normalization of monitoring node data for threat detection in industrial asset control system patent, June 2020

Automated Attack Localization and Detection patent-application, June 2018

Method and system for anomaly detection using a collective set of unsupervised machine-learning algorithms patent-application, December 2007

Method for Quantitative Resilience Estimation of Industrial Control Systems patent-application, May 2013

Domain Level Threat Detection for Industrial Asset Control System patent-application, October 2017

Condition Monitoring of Wind Power System With Nonparametric Regression Analysis journal, June 2014

Relaxation‐based anomaly detection in cyber‐physical systems using ensemble kalman filter journal, October 2019

Anomaly detection and diagnosis/prognosis method, anomaly detection and diagnosis/prognosis system, and anomaly detection and diagnosis/prognosis program patent, November 2016

Secured Automated or Semi-Automated Systems patent-application, November 2017

Distributed Estimation and Detection of Anomalies in Control Systems patent-application, April 2018

System and method for detecting anomalies in wind turbines patent, July 2012

The behavioral approach to diagnostics of cyber-physical systems conference, September 2014

Intelligent monitoring system and method for building predictive models and detecting anomalies patent, October 2010

Differential Acoustic Model Representation and Linear Transform-Based Adaptation for Efficient User Profile Update Techniques in Automatic Speech Recognition patent-application, May 2015

A novel wind turbine condition monitoring method based on cloud computing journal, May 2019

Mapping wind turbines and predicting wake effects using satellite imagery data patent, August 2019

Systems and methods for cyber-attack detection at sample speed patent, March 2020

Cyber Threat Analysis Framework for the Wind Energy Based Power System conference, November 2017

Efficient Localization of Transmitters Within Complex Electromagnetic Environments patent-application, May 2016

Ineffective network equipment identification patent-application, May 2017

Method of artificial nueral network loadflow computation for electrical power system patent, June 2014

System and method for logging security events for an industrial control system patent, June 2015

Method for Mitigation of Cyber Attacks on Industrial Control Systems patent-application, February 2017

A survey of cyber security management in industrial control systems journal, June 2015

Ensemble regression model-based anomaly detection for cyber-physical intrusion detection in smart grids conference, October 2016

Automated attack localization and detection patent, September 2019

Dynamic concurrent learning method to neutralize cyber attacks and faults for industrial asset monitoring nodes patent, July 2020

Fault detection and isolation of a dual spool gas turbine engine using dynamic neural networks and multiple model approach journal, February 2014

Adaptive fault detection in wind turbine via RF and CUSUM journal, July 2020

A New Hybrid Fault Detection Method for Wind Turbine Blades Using Recursive PCA and Wavelet-Based PDF journal, February 2020

Correction system and method for gas turbine proportional droop governor patent-application, August 2016

Artificial intelligence modeling for cyber-attack simulation protocols patent, August 2022

Security System for and Method of Detecting and Responding to Cyber Attacks on Large Network Systems patent-application, January 2008

Interface with Secure Intermediary Platform to Generate Data Compatible with an External System in an Oil and Gas Asset Supply Chain patent-application, August 2017

System and method for developing a cyber-attack scenario patent, July 2017

Discriminative feature learning for blade icing fault detection of wind turbine journal, September 2020

Digital information infrastructure and method for security designated data and with granular data stores patent, June 2013

System and Method for Maintaining the Health of a Control System patent-application, February 2016

Systems and methods for secure operation of an industrial controller patent, July 2016

Intelligent cyberphysical intrusion detection and prevention systems and methods for industrial control systems patent, August 2016

System and Method for Detecting a Cyber-Attack at SCADA/ICS Managed Plants patent-application, September 2018

System and method for improved production surveillance using visual pattern recognition in oil and gas upstream patent-application, November 2016

Monitoring and Preventing Remote User Automated Cyber Attachks patent-application, February 2022

Challenges of Machine Learning Based Monitoring for Industrial Control System Networks conference, March 2012

Method and system for profiling network flows at a measurement point within a computer network patent-application, March 2002

Prediction method of predicting a future state of a system patent, September 2014

Data Driven Condition Monitoring of Wind Power Plants Using Cluster Analysis conference, September 2015

Domain level threat detection for industrial asset control system patent, June 2018

Tunable wireless power architectures patent, July 2016

An unsupervised anomaly-based detection approach for integrity attacks on SCADA systems journal, October 2014

Dynamic normalization of monitoring node data for threat detection in industrial asset control system patent-application, May 2018

Component Malfunction Impact Assessment patent-application, September 2021

Systems and methods for remote monitoring, security, diagnostics, and prognostics patent, January 2016

Anomaly Detection for Context-Dependent Data patent-application, November 2016

Integrated Condition Based Maintenance System for Wind Turbines patent-application, January 2011

Wind Turbine Fault Detection Using a Denoising Autoencoder With Temporal Information journal, February 2018

Asset-Based Dynamic Impact Assessment of Cyberattacks for Risk Analysis in Industrial Control Systems journal, February 2018

Gas turbine and steam turbine combined cycle electric power generating plant having a coordinated and hybridized control system and an improved factory based method for making and testing combined cycle and other power plants and control systems therefor patent, June 1984

Multifactor authentication patent, March 2015

Connection based denial of service detection patent, May 2012

Systems and methods for secure operation of an industrial controller patent, March 2015

Systems and methods for improving the ranking and prioritization of attack-related events patent, August 2020

Economic evaluation of maintenance strategies for wind turbines: a stochastic analysis journal, September 2015

Identification of False Data Injection Attacks With Considering the Impact of Wind Generation and Topology Reconfigurations journal, July 2018

Intelligent Cyberphysical Intrusion Detection and Prevention Systems and Methods for Industrial Control Systems
patent-application, September 2014

A Data-Driven Design for Fault Detection of Wind Turbines Using Random Forests and XGboost
journal, January 2018

Dynamic Concurrent Learning Method to Neutralize Cyber Attacks and Faults for Industrial Asset Monitoring Nodes
patent-application, July 2019

Industrial Control System Smart Hardware Monitoring
patent-application, December 2015

System and Method for Unsupervised Anomaly Detection on Industrial Time-Series Data
patent-application, October 2017

Monitoring, detection, and surveillance system using principal component analysis with machine and sensor data
patent, May 2019

Method and apparatus for detection of anomalies in integrated parameter systems
patent, June 2016

Adaptive, Self-Tuning Virtual Sensing System for Cyber-Attack Neutralization
patent-application, March 2021

System and Method for Providing Monitoring of Industrial Equipment
patent-application, August 2014

System and Method for Logging Security Events for an Industrial Control System
patent-application, October 2013

On Cyber Attacks and Signature Based Intrusion Detection for Modbus Based Industrial Control Systems
journal, January 2014

Apparatus and method for detecting an abnormality sign in a control system
patent-application, October 2014

System and methods for adaptive model generation for detecting intrusions in computer systems
patent, May 2007

Dynamic normalization of monitoring node data for threat detection in industrial asset control system
patent, June 2020

Automated Attack Localization and Detection
patent-application, June 2018

Method and system for anomaly detection using a collective set of unsupervised machine-learning algorithms
patent-application, December 2007

Method for Quantitative Resilience Estimation of Industrial Control Systems
patent-application, May 2013

Domain Level Threat Detection for Industrial Asset Control System
patent-application, October 2017

Condition Monitoring of Wind Power System With Nonparametric Regression Analysis
journal, June 2014

Relaxation‐based anomaly detection in cyber‐physical systems using ensemble kalman filter
journal, October 2019

Anomaly detection and diagnosis/prognosis method, anomaly detection and diagnosis/prognosis system, and anomaly detection and diagnosis/prognosis program
patent, November 2016

Secured Automated or Semi-Automated Systems
patent-application, November 2017

Distributed Estimation and Detection of Anomalies in Control Systems
patent-application, April 2018

System and method for detecting anomalies in wind turbines
patent, July 2012

The behavioral approach to diagnostics of cyber-physical systems
conference, September 2014

Intelligent monitoring system and method for building predictive models and detecting anomalies
patent, October 2010

Differential Acoustic Model Representation and Linear Transform-Based Adaptation for Efficient User Profile Update Techniques in Automatic Speech Recognition
patent-application, May 2015

A novel wind turbine condition monitoring method based on cloud computing
journal, May 2019

Mapping wind turbines and predicting wake effects using satellite imagery data
patent, August 2019

Systems and methods for cyber-attack detection at sample speed
patent, March 2020

Cyber Threat Analysis Framework for the Wind Energy Based Power System
conference, November 2017

Efficient Localization of Transmitters Within Complex Electromagnetic Environments
patent-application, May 2016

Ineffective network equipment identification
patent-application, May 2017

Method of artificial nueral network loadflow computation for electrical power system
patent, June 2014

System and method for logging security events for an industrial control system
patent, June 2015

Method for Mitigation of Cyber Attacks on Industrial Control Systems
patent-application, February 2017

A survey of cyber security management in industrial control systems
journal, June 2015

Ensemble regression model-based anomaly detection for cyber-physical intrusion detection in smart grids
conference, October 2016

Automated attack localization and detection
patent, September 2019

Dynamic concurrent learning method to neutralize cyber attacks and faults for industrial asset monitoring nodes
patent, July 2020

Fault detection and isolation of a dual spool gas turbine engine using dynamic neural networks and multiple model approach
journal, February 2014

Adaptive fault detection in wind turbine via RF and CUSUM
journal, July 2020

A New Hybrid Fault Detection Method for Wind Turbine Blades Using Recursive PCA and Wavelet-Based PDF
journal, February 2020

Correction system and method for gas turbine proportional droop governor
patent-application, August 2016

Artificial intelligence modeling for cyber-attack simulation protocols
patent, August 2022

Security System for and Method of Detecting and Responding to Cyber Attacks on Large Network Systems
patent-application, January 2008

Interface with Secure Intermediary Platform to Generate Data Compatible with an External System in an Oil and Gas Asset Supply Chain
patent-application, August 2017

System and method for developing a cyber-attack scenario
patent, July 2017

Discriminative feature learning for blade icing fault detection of wind turbine
journal, September 2020

Digital information infrastructure and method for security designated data and with granular data stores
patent, June 2013

System and Method for Maintaining the Health of a Control System
patent-application, February 2016

Systems and methods for secure operation of an industrial controller
patent, July 2016

Intelligent cyberphysical intrusion detection and prevention systems and methods for industrial control systems
patent, August 2016

System and Method for Detecting a Cyber-Attack at SCADA/ICS Managed Plants
patent-application, September 2018

System and method for improved production surveillance using visual pattern recognition in oil and gas upstream
patent-application, November 2016

Monitoring and Preventing Remote User Automated Cyber Attachks
patent-application, February 2022

Challenges of Machine Learning Based Monitoring for Industrial Control System Networks
conference, March 2012

Method and system for profiling network flows at a measurement point within a computer network
patent-application, March 2002

Prediction method of predicting a future state of a system
patent, September 2014

Data Driven Condition Monitoring of Wind Power Plants Using Cluster Analysis
conference, September 2015

Domain level threat detection for industrial asset control system
patent, June 2018

Tunable wireless power architectures
patent, July 2016

An unsupervised anomaly-based detection approach for integrity attacks on SCADA systems
journal, October 2014

Dynamic normalization of monitoring node data for threat detection in industrial asset control system
patent-application, May 2018

Component Malfunction Impact Assessment
patent-application, September 2021

Systems and methods for remote monitoring, security, diagnostics, and prognostics
patent, January 2016

Anomaly Detection for Context-Dependent Data
patent-application, November 2016

Integrated Condition Based Maintenance System for Wind Turbines
patent-application, January 2011

Wind Turbine Fault Detection Using a Denoising Autoencoder With Temporal Information
journal, February 2018

Asset-Based Dynamic Impact Assessment of Cyberattacks for Risk Analysis in Industrial Control Systems
journal, February 2018

Gas turbine and steam turbine combined cycle electric power generating plant having a coordinated and hybridized control system and an improved factory based method for making and testing combined cycle and other power plants and control systems therefor
patent, June 1984

Multifactor authentication
patent, March 2015

Connection based denial of service detection
patent, May 2012

Systems and methods for secure operation of an industrial controller
patent, March 2015

Systems and methods for improving the ranking and prioritization of attack-related events
patent, August 2020

Economic evaluation of maintenance strategies for wind turbines: a stochastic analysis
journal, September 2015

Identification of False Data Injection Attacks With Considering the Impact of Wind Generation and Topology Reconfigurations
journal, July 2018

Apparatus and method for detecting abnormality sign in control system
patent, September 2015