2015
|
Zhang, B; Srikantha, P; Kundur, D Secure Management and Processing of Metered Data in the Cloud Inproceedings Proc. EAI International Conference on Smart Grids for Smart Cities, 2015. BibTeX | Tags: smart grid @inproceedings{ZhaSriKunSGSC15,
title = {Secure Management and Processing of Metered Data in the Cloud},
author = {B Zhang and P Srikantha and D Kundur},
year = {2015},
date = {2015-10-13},
booktitle = {Proc. EAI International Conference on Smart Grids for Smart Cities},
keywords = {smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Pham-Hung, M; Srikantha, P; Kundur, D A Secure Cloud Architecture for Data Generated in the Energy Sector Inproceedings Proc. EAI International Conference on Smart Grids for Smart Cities, 2015. BibTeX | Tags: smart grid @inproceedings{PhaSriKunSGSC15,
title = {A Secure Cloud Architecture for Data Generated in the Energy Sector},
author = {M Pham-Hung and P Srikantha and D Kundur},
year = {2015},
date = {2015-10-13},
booktitle = {Proc. EAI International Conference on Smart Grids for Smart Cities},
keywords = {smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Srikantha, P; Kundur, D Distributed Optimization of Dispatch in Sustainable Generation Systems via Dual Decomposition Journal Article IEEE Transactions on Smart Grid, 6 (5), pp. 2501-2509, 2015. Links | BibTeX | Tags: smart grid @article{SriKunTSG14,
title = {Distributed Optimization of Dispatch in Sustainable Generation Systems via Dual Decomposition},
author = {P Srikantha and D Kundur},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/SriKunTSG15.pdf
http://dx.doi.org/10.1109/TSG.2014.2360586},
year = {2015},
date = {2015-09-01},
journal = {IEEE Transactions on Smart Grid},
volume = {6},
number = {5},
pages = {2501-2509},
keywords = {smart grid},
pubstate = {published},
tppubtype = {article}
}
|
Farraj, A; Hammad, E; Kundur, D Robustness Analysis of Feedback Linearization Distributed Control Schemes in Smart Grid Systems Inproceedings Proc. IEEE Power & Energy Society General Meeting, pp. to appear, Denver, CO, 2015. BibTeX | Tags: CPS, smart grid @inproceedings{FarHamKunPESGM15,
title = {Robustness Analysis of Feedback Linearization Distributed Control Schemes in Smart Grid Systems},
author = {A Farraj and E Hammad and D Kundur},
year = {2015},
date = {2015-07-20},
booktitle = {Proc. IEEE Power & Energy Society General Meeting},
pages = {to appear},
address = {Denver, CO},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Kazampour, F; Farraj, A; Hammad, E; Kundur, D Frequency-Stabilizing Control Scheme for Islanded Microgrids Inproceedings Proc. IEEE Power & Energy Society General Meeting, pp. to appear, Denver, CO, 2015. BibTeX | Tags: CPS, smart grid @inproceedings{KazFarHamKunPESGM15,
title = {Frequency-Stabilizing Control Scheme for Islanded Microgrids},
author = {F Kazampour and A Farraj and E Hammad and D Kundur},
year = {2015},
date = {2015-07-20},
booktitle = {Proc. IEEE Power & Energy Society General Meeting},
pages = {to appear},
address = {Denver, CO},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Hammad, E; Farraj, A; Kundur, D Paradigms and Performance of Distributed Cyber-Enabled Control Schemes for Smart Grid Inproceedings Proc. IEEE Power & Energy Society General Meeting, pp. to appear, Denver, CO, 2015. BibTeX | Tags: CPS, smart grid @inproceedings{HamFarKunPESGM15,
title = {Paradigms and Performance of Distributed Cyber-Enabled Control Schemes for Smart Grid},
author = {E Hammad and A Farraj and D Kundur},
year = {2015},
date = {2015-07-20},
booktitle = {Proc. IEEE Power & Energy Society General Meeting},
pages = {to appear},
address = {Denver, CO},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Srikantha, P; Kundur, D A Novel Evolutionary Game Theoretic Approach to Real-Time Distributed Demand Response Inproceedings Proc. IEEE Power & Energy Society General Meeting, pp. to appear, Denver, CO, 2015. BibTeX | Tags: CPS, smart grid @inproceedings{SriKunPESGM15,
title = {A Novel Evolutionary Game Theoretic Approach to Real-Time Distributed Demand Response},
author = {P Srikantha and D Kundur},
year = {2015},
date = {2015-07-20},
booktitle = {Proc. IEEE Power & Energy Society General Meeting},
pages = {to appear},
address = {Denver, CO},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Pattanaik, Goulart Butler-Purry Chen A K L B N; Kundur, D Implementing Attacks for Modbus/TCP Protocol in a Real-Time Cyber Physical System Test Bed Inproceedings Proc. IEEE International Workshop Technical Committee on Communications Quality and Reliability, pp. 1-6, Charleston SC, 2015. Links | BibTeX | Tags: CPS, smart grid @inproceedings{ChePatGouButKunCQR15,
title = {Implementing Attacks for Modbus/TCP Protocol in a Real-Time Cyber Physical System Test Bed},
author = {Goulart Butler-Purry A K L B. Chen N. Pattanaik and D Kundur},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/ChePatGouButKunCQR15.pdf
http://dx.doi.org/10.1109/CQR.2015.7129084},
year = {2015},
date = {2015-05-01},
booktitle = {Proc. IEEE International Workshop Technical Committee on Communications Quality and Reliability},
pages = {1-6},
address = {Charleston SC},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Farraj, A; Hammad, E; Kundur, D On Using Distributed Control Schemes to Mitigate Switching Attacks in Smart Grids Inproceedings Proc. IEEE Canadian Conference on Electrical & Computer Engineering, pp. 1-5, Halifax NS, 2015. Links | BibTeX | Tags: CPS, smart grid @inproceedings{FarHamKunCCECE15,
title = {On Using Distributed Control Schemes to Mitigate Switching Attacks in Smart Grids},
author = {A Farraj and E Hammad and D Kundur},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/FarHamKunCCECE15.pdf
http://dx.doi.org/10.1109/CCECE.2015.7129516},
year = {2015},
date = {2015-05-01},
booktitle = {Proc. IEEE Canadian Conference on Electrical & Computer Engineering},
pages = {1-5},
address = {Halifax NS},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Hammad, E; Farraj, A; Kundur, D Cooperative Microgrid Networks for Remote and Rural Areas Inproceedings Proc. IEEE Canadian Conference on Electrical & Computer Engineering, pp. 1-6, Halifax NS, 2015. Links | BibTeX | Tags: CPS, smart grid @inproceedings{HamFarKunCCECE15,
title = {Cooperative Microgrid Networks for Remote and Rural Areas},
author = {E Hammad and A Farraj and D Kundur},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/HamFarKunCCECE15.pdf
http://dx.doi.org/10.1109/CCECE.2015.7129515},
year = {2015},
date = {2015-05-01},
booktitle = {Proc. IEEE Canadian Conference on Electrical & Computer Engineering},
pages = {1-6},
address = {Halifax NS},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Hammad, E; Farraj, A; Kundur, D On the Effects of Distributed Control Area Design for the Stabilization of Cyber-Enabled Smart Grids Incollection Proc. IEEE Workshop on Modeling and Simulation of Cyber-Physical Energy Systems, CPS Week, pp. 1-5, 2015. BibTeX | Tags: CPS, smart grid @incollection{HamFarKunCPSWeek15,
title = {On the Effects of Distributed Control Area Design for the Stabilization of Cyber-Enabled Smart Grids},
author = {E Hammad and A Farraj and D Kundur},
year = {2015},
date = {2015-04-01},
booktitle = {Proc. IEEE Workshop on Modeling and Simulation of Cyber-Physical Energy Systems, CPS Week},
pages = {1-5},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {incollection}
}
|
Hammad, E; Farraj, A; Kundur, D A Resilient Feedback Linearization Control Scheme for Smart Grids under Cyber-Physical Disturbances Inproceedings Proc. IEEE PES Innovative Smart Grid Technologies Conference, pp. 1-5, Washington DC, 2015. Links | BibTeX | Tags: CPS, smart grid @inproceedings{HamFarKunISGT15b,
title = {A Resilient Feedback Linearization Control Scheme for Smart Grids under Cyber-Physical Disturbances},
author = {E Hammad and A Farraj and D Kundur},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/HamFarKunISGT15b.pdf
http://dx.doi.org/10.1109/ISGT.2015.7131787},
year = {2015},
date = {2015-02-01},
booktitle = {Proc. IEEE PES Innovative Smart Grid Technologies Conference},
pages = {1-5},
address = {Washington DC},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Farraj, A; Kundur, D On Using Energy Storage Systems in Switching Attacks That Destabilize Smart Grid Systems Inproceedings Proc. IEEE PES Innovative Smart Grid Technologies Conference, pp. 1-5, Washington DC, 2015. Links | BibTeX | Tags: CPS, smart grid @inproceedings{FarKunISGT15b,
title = {On Using Energy Storage Systems in Switching Attacks That Destabilize Smart Grid Systems},
author = {A Farraj and D Kundur},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/FarKunISGT15.pdf
http://dx.doi.org/10.1109/ISGT.2015.7131855},
year = {2015},
date = {2015-02-01},
booktitle = {Proc. IEEE PES Innovative Smart Grid Technologies Conference},
pages = {1-5},
address = {Washington DC},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Farraj, A; Hammad, E; Kundur, D A Cyber-Enabled Stabilizing Controller for Resilient Smart Grid Systems Inproceedings Proc. IEEE PES Innovative Smart Grid Technologies Conference, pp. 1-5, Washington DC, 2015. Links | BibTeX | Tags: CPS, smart grid @inproceedings{FarHamKunISGT15,
title = {A Cyber-Enabled Stabilizing Controller for Resilient Smart Grid Systems},
author = {A Farraj and E Hammad and D Kundur},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/FarHamKunISGT15.pdf
http://dx.doi.org/10.1109/ISGT.2015.7131838},
year = {2015},
date = {2015-02-01},
booktitle = {Proc. IEEE PES Innovative Smart Grid Technologies Conference},
pages = {1-5},
address = {Washington DC},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Hammad, E; Farraj, A; Kundur, D Grid-Independent Cooperative Microgrid Networks with High Renewable Penetration Inproceedings Proc. IEEE PES Innovative Smart Grid Technologies Conference, pp. 1-5, Washington DC, 2015. Links | BibTeX | Tags: CPS, smart grid @inproceedings{HamFarKunISGT15b,
title = {Grid-Independent Cooperative Microgrid Networks with High Renewable Penetration},
author = {E Hammad and A Farraj and D Kundur},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/HamFarKunISGT15.pdf
http://dx.doi.org/10.1109/ISGT.2015.7131865},
year = {2015},
date = {2015-02-01},
booktitle = {Proc. IEEE PES Innovative Smart Grid Technologies Conference},
pages = {1-5},
address = {Washington DC},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Srikantha, P; Kundur, D Distributed Sustainable Generation Dispatch via Evolutionary Games Inproceedings Proc. IEEE PES Innovative Smart Grid Technologies Conference, pp. 1-5, Washington DC, 2015. Links | BibTeX | Tags: CPS, smart grid @inproceedings{SriKunISGT15,
title = {Distributed Sustainable Generation Dispatch via Evolutionary Games},
author = {P Srikantha and D Kundur},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/SriKunISGT15.pdf
http://dx.doi.org/10.1109/ISGT.2015.7131790},
year = {2015},
date = {2015-02-01},
booktitle = {Proc. IEEE PES Innovative Smart Grid Technologies Conference},
pages = {1-5},
address = {Washington DC},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Srikantha, P; Kundur, D Denial of Service Attacks and Mitigation for Stability in Cyber-Enabled Power Grid Inproceedings Proc. IEEE PES Innovative Smart Grid Technologies Conference, pp. 1-5, Washington DC, 2015. Links | BibTeX | Tags: CPS, smart grid @inproceedings{SriKunISGT15b,
title = {Denial of Service Attacks and Mitigation for Stability in Cyber-Enabled Power Grid},
author = {P Srikantha and D Kundur},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/SriKunISGT15b.pdf
http://dx.doi.org/10.1109/ISGT.2015.7131827},
year = {2015},
date = {2015-02-01},
booktitle = {Proc. IEEE PES Innovative Smart Grid Technologies Conference},
pages = {1-5},
address = {Washington DC},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Asad, Z; Chaudhry, M A R; Kundur, D On the use of Matroid Theory for Distributed Cyber-Physical-Constrained Generator Scheduling in Smart Grid Journal Article IEEE Transactions on Industrial Electronics, pp. 299-309, 2015. Links | BibTeX | Tags: CPS, smart grid @article{AsaChaKunTIE15,
title = {On the use of Matroid Theory for Distributed Cyber-Physical-Constrained Generator Scheduling in Smart Grid},
author = {Z Asad and M A R Chaudhry and D Kundur},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/AsaChaKunTIE15.pdf
http://dx.doi.org/10.1109/TIE.2014.2331020},
year = {2015},
date = {2015-01-01},
journal = {IEEE Transactions on Industrial Electronics},
pages = {299-309},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {article}
}
|
Wei, J; Kundur, D; Butler-Purry, K L A Novel Bio-Inspired Technique for Rapid Real-Time Generator Coherency Identification Journal Article IEEE Transactions on Smart Grid, 6 (1), pp. 178-188, 2015. Links | BibTeX | Tags: CPS, smart grid @article{WeiKunButTSG15,
title = {A Novel Bio-Inspired Technique for Rapid Real-Time Generator Coherency Identification},
author = {J Wei and D Kundur and K L Butler-Purry},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/WeiKunButTSG15.pdf
http://dx.doi.org/10.1109/TSG.2014.2341213},
year = {2015},
date = {2015-01-01},
journal = {IEEE Transactions on Smart Grid},
volume = {6},
number = {1},
pages = {178-188},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {article}
}
|
2014
|
Lee, D; Kundur, D Cyber Attack Detection in PMU Measurements via the Expectation-Maximization Algorithm Inproceedings Proc. IEEE GlobalSIP Symposium on Energy Exchange and Intelligent Trading, Atlanta, GA, 2014. Links | BibTeX | Tags: CPS, smart grid @inproceedings{LeeKunGlobalSIP14,
title = {Cyber Attack Detection in PMU Measurements via the Expectation-Maximization Algorithm},
author = {D Lee and D Kundur},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/LeeKunGlobalSIP14.pdf
http://dx.doi.org/10.1109/GlobalSIP.2014.7032111},
year = {2014},
date = {2014-12-01},
booktitle = {Proc. IEEE GlobalSIP Symposium on Energy Exchange and Intelligent Trading},
address = {Atlanta, GA},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Farraj, A K; Hammad, E M; Wei, J; Kundur, D; Butler-Purry, K L Performance of Flocking-Based Control Schemes in Smart Grid Applications Inproceedings Proc. IEEE GlobalSIP Symposium on Energy Exchange and Intelligent Trading, Atlanta, GA, 2014. Links | BibTeX | Tags: CPS, smart grid @inproceedings{FarHamWeiKunButGlobalSIP14,
title = {Performance of Flocking-Based Control Schemes in Smart Grid Applications},
author = {A K Farraj and E M Hammad and J Wei and D Kundur and K L Butler-Purry},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/FarHamWeiKunButGlobalSIP14.pdf
http://dx.doi.org/10.1109/GlobalSIP.2014.7032113},
year = {2014},
date = {2014-12-01},
booktitle = {Proc. IEEE GlobalSIP Symposium on Energy Exchange and Intelligent Trading},
address = {Atlanta, GA},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Srikantha, P; Kundur, D Distributed Power Dispatch via Bifurcation Control Inproceedings Proc. IEEE GlobalSIP Symposium on Energy Exchange and Intelligent Trading, Atlanta, GA, 2014. Links | BibTeX | Tags: CPS, smart grid @inproceedings{SriKunGlobalSIP14,
title = {Distributed Power Dispatch via Bifurcation Control},
author = {P Srikantha and D Kundur},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/SriKunGlobalSIP14.pdf
http://dx.doi.org/10.1109/GlobalSIP.2014.7032112},
year = {2014},
date = {2014-12-01},
booktitle = {Proc. IEEE GlobalSIP Symposium on Energy Exchange and Intelligent Trading},
address = {Atlanta, GA},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Wei, J; Kundur, D; Zourntos, T; Butler-Purry, K L A Flocking-Based Paradigm for Hierarchical Cyber-Physical Smart Grid Modeling and Control Journal Article IEEE Transactions on Smart Grid, 5 (6), pp. 2687-2700, 2014. Links | BibTeX | Tags: CPS, smart grid @article{WeiKunZouButTSG14,
title = {A Flocking-Based Paradigm for Hierarchical Cyber-Physical Smart Grid Modeling and Control},
author = {J Wei and D Kundur and T Zourntos and K L Butler-Purry},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/WeiKunZouButTSG14.pdf
http://dx.doi.org/10.1109/TSG.2014.2341211},
year = {2014},
date = {2014-11-01},
journal = {IEEE Transactions on Smart Grid},
volume = {5},
number = {6},
pages = {2687-2700},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {article}
}
|
Farraj, A K; Hammad, E M; Daoud, Al A; Kundur, D A Game-Theoretic Control Approach to Mitigate Cyber Switching Attacks in Smart Grid Systems Inproceedings Proc. IEEE SmartGridComm, Venice, Italy, 2014. Links | BibTeX | Tags: CPS, smart grid @inproceedings{FarHamAlDKunSGC14,
title = {A Game-Theoretic Control Approach to Mitigate Cyber Switching Attacks in Smart Grid Systems},
author = {A K Farraj and E M Hammad and Al A Daoud and D Kundur},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/FarHamAlDKunSGC14.pdf
http://dx.doi.org/10.1109/SmartGridComm.2014.7007772},
year = {2014},
date = {2014-11-01},
booktitle = {Proc. IEEE SmartGridComm},
address = {Venice, Italy},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Farraj, A K; Hammad, E M; Wei, J; Kundur, D; Butler-Purry, K L Performance Evaulation of Flocking-Based Distributed Cyber-Physical Control for Smart Grid Inproceedings Proc. IEEE SmartGridComm, Venice, Italy, 2014. Links | BibTeX | Tags: CPS, smart grid @inproceedings{FarHamWeiKunbutSGC14,
title = {Performance Evaulation of Flocking-Based Distributed Cyber-Physical Control for Smart Grid},
author = {A K Farraj and E M Hammad and J Wei and D Kundur and K L Butler-Purry},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/FarHamWeiKunButSGC14.pdf
http://dx.doi.org/10.1109/SmartGridComm.2014.7007773},
year = {2014},
date = {2014-11-01},
booktitle = {Proc. IEEE SmartGridComm},
address = {Venice, Italy},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Chen, B; Butler-Purry, K L; Goulart, A; Kundur, D Implementing a Real-Time Cyber-Physical System Test Bed in RTDS and OPNET Inproceedings Proc. IEEE North American Power Symposium, Pullman, Washington, 2014. Links | BibTeX | Tags: CPS, smart grid @inproceedings{CheButGouKunNAPS14,
title = {Implementing a Real-Time Cyber-Physical System Test Bed in RTDS and OPNET},
author = {B Chen and K L Butler-Purry and A Goulart and D Kundur},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/CheButGouKunNAPS14.pdf
http://dx.doi.org/10.1109/NAPS.2014.6965381},
year = {2014},
date = {2014-09-01},
booktitle = {Proc. IEEE North American Power Symposium},
address = {Pullman, Washington},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Chen, B; Butler-Purry, K L; Nuthalapati, S; Kundur, D Network Delay Caused by Cyber Attacks on SVC and its Impact on Transient Stability of Smart Grids Inproceedings Proc. IEEE Power & Energy Society General Meeting, pp. 1-5, Washington, DC, 2014. Links | BibTeX | Tags: CPS, smart grid @inproceedings{CheButNutKunPESGM14,
title = {Network Delay Caused by Cyber Attacks on SVC and its Impact on Transient Stability of Smart Grids},
author = {B Chen and K L Butler-Purry and S Nuthalapati and D Kundur},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/CheButNutKunPESGM14.pdf
http://dx.doi.org/10.1109/PESGM.2014.6938963},
year = {2014},
date = {2014-07-22},
booktitle = {Proc. IEEE Power & Energy Society General Meeting},
pages = {1-5},
address = {Washington, DC},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Farraj, A K; Hammad, E; Kundur, D; Butler-Purry, K L Practical Limitations of Sliding-Mode Switching Attacks on Smart Grid Systems Inproceedings Proc. IEEE Power & Energy Society General Meeting, pp. 1-5, Washington, DC, 2014. Links | BibTeX | Tags: CPS, smart grid @inproceedings{FarHamKunButPESGM14,
title = {Practical Limitations of Sliding-Mode Switching Attacks on Smart Grid Systems},
author = {A K Farraj and E Hammad and D Kundur and K L Butler-Purry},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/FarHamKunButPESGM14.pdf
http://dx.doi.org/10.1109/PESGM.2014.6939856},
year = {2014},
date = {2014-07-22},
booktitle = {Proc. IEEE Power & Energy Society General Meeting},
pages = {1-5},
address = {Washington, DC},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Kocsis, Jin (Wei) A Biologically Inspired Hierarchical Cyber-Physical Integrated Security Analysis Framework for Smart Grids PhD Thesis University of Toronto, 2014. Abstract | BibTeX | Tags: CPS, PhD thesis, smart grid, thesis @phdthesis{WeiPhDThesis14,
title = {A Biologically Inspired Hierarchical Cyber-Physical Integrated Security Analysis Framework for Smart Grids},
author = {Jin (Wei) Kocsis},
year = {2014},
date = {2014-06-18},
address = {Toronto, Ontario},
school = {University of Toronto},
abstract = {The last few years have witnessed the radical transformation in structure and functionality of electrical energy systems. Such systems were traditionally executed in the physical world and are now also cyber-enabled. This cyber-enabled energy system, called smart grid, can be envisioned as the marriage of information technology with the electricity network. While its increased dependence on cyber infrastructure aims to enable greater reliability, efficiency and capacity of power delivery, this reliance also creates a host of unfamiliar vulnerabilities. Due to the highly integrated and connected nature of smart grids, it is important to account for their salient cyber-physical coupling when making critical design decisions and identifying solutions to promote security.
In this dissertation, we present a flocking-theory inspired dynamical systems paradigm to model smart grid cyber-physical interactions related to smart grid stability. Such a biologically-inspired framework enables the convenient description of (discrete) cyber and (analog) physical couplings. Through this paradigm, we demonstrate real-time cyber-physical integrated control and communication strategies using “wisely”-placed phasor measurement units and energy storages to re-stabilize a smart grid system under various forms of cyber and physical attacks. Our research has evolved in three stages. We first propose a multi-agent dynamical systems paradigm to model the cyber-physical interactions related to smart grid stability. In our multi-agent framework each node, representing both electrical and information system components, is modeled as having dynamics that synergistically describe physical and information couplings with neighboring agents. Inspired by the analogy between the flocking behavior in the nature and the stability of the cyber-enabled synchronous generators, We develop a flocking-based scheme to formulate the cyber-physical integrated action for each agent. It is clear from our analysis framework that redundant cyber information acquisition and use increases risks of cyber-attack whereby indiscriminate cyber-dependence and -connectivity increases attack scope and impact. To address this problem, in the second stage, we extend the multi-agent paradigm to a two-tier hierarchical framework by effectively leveraging physical couplings between the agents and identifying the critical ones that increase vulnerability to cyber- or physical- attack. With the developed hierarchical framework, the cyber information redundancy is reduced by only leveraging cyber coupling at critical agents. In the context of the hierarchical framework, we analyze the physical impact of cyber attack. We focus on two major attacks widely effecting the smart grid, attacks on timely data delivery, such as Denial-of-Service (DoS) attacks, and attacks on information accuracy, such as false data injection attacks. The DoS attack can cause communication delay of critical cyber information and result in significant power delivery disruption. To defend against the DoS attacks, we propose an intelligent multicast routing strategy, called Goal-Seeking Obstacle and Collision Evasion (GOALiE), which is appropriate to smart grids and resilient to DoS attacks. We also develop a novel witness-based cyber-physical protocol whereby physical coherence is leveraged to probe and identify the false data injection on Phasor Measurement Unit (PMU) data and estimate the true information values for attack mitigation.},
keywords = {CPS, PhD thesis, smart grid, thesis},
pubstate = {published},
tppubtype = {phdthesis}
}
The last few years have witnessed the radical transformation in structure and functionality of electrical energy systems. Such systems were traditionally executed in the physical world and are now also cyber-enabled. This cyber-enabled energy system, called smart grid, can be envisioned as the marriage of information technology with the electricity network. While its increased dependence on cyber infrastructure aims to enable greater reliability, efficiency and capacity of power delivery, this reliance also creates a host of unfamiliar vulnerabilities. Due to the highly integrated and connected nature of smart grids, it is important to account for their salient cyber-physical coupling when making critical design decisions and identifying solutions to promote security.
In this dissertation, we present a flocking-theory inspired dynamical systems paradigm to model smart grid cyber-physical interactions related to smart grid stability. Such a biologically-inspired framework enables the convenient description of (discrete) cyber and (analog) physical couplings. Through this paradigm, we demonstrate real-time cyber-physical integrated control and communication strategies using “wisely”-placed phasor measurement units and energy storages to re-stabilize a smart grid system under various forms of cyber and physical attacks. Our research has evolved in three stages. We first propose a multi-agent dynamical systems paradigm to model the cyber-physical interactions related to smart grid stability. In our multi-agent framework each node, representing both electrical and information system components, is modeled as having dynamics that synergistically describe physical and information couplings with neighboring agents. Inspired by the analogy between the flocking behavior in the nature and the stability of the cyber-enabled synchronous generators, We develop a flocking-based scheme to formulate the cyber-physical integrated action for each agent. It is clear from our analysis framework that redundant cyber information acquisition and use increases risks of cyber-attack whereby indiscriminate cyber-dependence and -connectivity increases attack scope and impact. To address this problem, in the second stage, we extend the multi-agent paradigm to a two-tier hierarchical framework by effectively leveraging physical couplings between the agents and identifying the critical ones that increase vulnerability to cyber- or physical- attack. With the developed hierarchical framework, the cyber information redundancy is reduced by only leveraging cyber coupling at critical agents. In the context of the hierarchical framework, we analyze the physical impact of cyber attack. We focus on two major attacks widely effecting the smart grid, attacks on timely data delivery, such as Denial-of-Service (DoS) attacks, and attacks on information accuracy, such as false data injection attacks. The DoS attack can cause communication delay of critical cyber information and result in significant power delivery disruption. To defend against the DoS attacks, we propose an intelligent multicast routing strategy, called Goal-Seeking Obstacle and Collision Evasion (GOALiE), which is appropriate to smart grids and resilient to DoS attacks. We also develop a novel witness-based cyber-physical protocol whereby physical coherence is leveraged to probe and identify the false data injection on Phasor Measurement Unit (PMU) data and estimate the true information values for attack mitigation. |
Liu, S; Chen, B; Zourntos, T; Kundur, D; Butler-Purry, K L A Coordinated Multi-Switch Attack for Cascading Failures in Smart Grid Journal Article IEEE Transactions on Smart Grid, 5 (4), pp. 1183-1195, 2014. Links | BibTeX | Tags: CPS, smart grid @article{LiuCheZouKunButTSG14,
title = {A Coordinated Multi-Switch Attack for Cascading Failures in Smart Grid},
author = {S Liu and B Chen and T Zourntos and D Kundur and K L Butler-Purry},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/LiuCheZouKunButTSG14.pdf
http://dx.doi.org/10.1109/TSG.2014.2302476},
year = {2014},
date = {2014-05-01},
journal = {IEEE Transactions on Smart Grid},
volume = {5},
number = {4},
pages = {1183-1195},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {article}
}
|
2013
|
Asad, Z; Chaudhry, M A R; Kundur, D Partition Based Cascaded Generator Scheduling with Constraints for Large Power Networks Inproceedings Proc. IEEE Global Conference on Signal and Information Processing, pp. 539-542, Austin, TX, 2013. Links | BibTeX | Tags: CPS, smart grid @inproceedings{AsaChaKunGlobalSIP13,
title = {Partition Based Cascaded Generator Scheduling with Constraints for Large Power Networks},
author = {Z Asad and M A R Chaudhry and D Kundur},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/AsaChaKunGlobalSIP13.pdf
http://dx.doi.org/10.1109/GlobalSIP.2013.6736934},
year = {2013},
date = {2013-12-01},
booktitle = {Proc. IEEE Global Conference on Signal and Information Processing},
pages = {539-542},
address = {Austin, TX},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Liu, S; Mashayehk, S; Kundur, D; Zourntos, T; Butler-Purry, K L A Framework for Modeling Cyber-Physical Switching Attacks in Smart Grid Journal Article IEEE Transactions on Emerging Topics in Computation Special Issue in Cyber-Physical Systems, 1 (2), pp. 273-285, 2013. Links | BibTeX | Tags: CPS, smart grid @article{LiuMasKunZouButTETC13,
title = {A Framework for Modeling Cyber-Physical Switching Attacks in Smart Grid},
author = {S Liu and S Mashayehk and D Kundur and T Zourntos and K L Butler-Purry},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/LiuMasKunZouButTETC13.pdf
http://dx.doi.org/10.1109/TETC.2013.2296440},
year = {2013},
date = {2013-12-01},
journal = {IEEE Transactions on Emerging Topics in Computation Special Issue in Cyber-Physical Systems},
volume = {1},
number = {2},
pages = {273-285},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {article}
}
|
Chen, B; Butler-Purry, K L; Kundur, D Impact Analysis of Transient Stability Due to Cyber Attack on FACTS Devices Inproceedings Proc. North American Power Symposium, pp. 1-6, Kansas State University, 2013. Links | BibTeX | Tags: CPS, smart grid @inproceedings{CheButKunNAPS13,
title = {Impact Analysis of Transient Stability Due to Cyber Attack on FACTS Devices},
author = {B Chen and K L Butler-Purry and D Kundur},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/CheButKunNAPS13.pdf
http://dx.doi.org/10.1109/NAPS.2013.6666849},
year = {2013},
date = {2013-09-01},
booktitle = {Proc. North American Power Symposium},
pages = {1-6},
address = {Kansas State University},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Chen, B; Mashayekh, S; Butler-Purry, K L; Kundur, D Impact of Cyber Attacks on Transient Stability of Smart Grids with Voltage Support Devices Inproceedings Proc. IEEE Power & Energy Society General Meeting, pp. 1-5, Vancouver, Canada, 2013. Links | BibTeX | Tags: CPS, smart grid @inproceedings{CheMasButKunPESGM13,
title = {Impact of Cyber Attacks on Transient Stability of Smart Grids with Voltage Support Devices},
author = {B Chen and S Mashayekh and K L Butler-Purry and D Kundur},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/CheMasButKunPESGM13.pdf
http://dx.doi.org/10.1109/PESMG.2013.6672740},
year = {2013},
date = {2013-07-22},
booktitle = {Proc. IEEE Power & Energy Society General Meeting},
pages = {1-5},
address = {Vancouver, Canada},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Liu, S; Chen, B; Kundur, D; Zourntos, T; Butler-Purry, K L Progressive Switching Attacks for Instigating Cascading Failures in Smart Grid Inproceedings Proc. IEEE Power & Energy Society General Meeting, pp. 1-5, Vancouver, Canada, 2013. Links | BibTeX | Tags: CPS, smart grid @inproceedings{LiuCheKunZouButPESGM13,
title = {Progressive Switching Attacks for Instigating Cascading Failures in Smart Grid},
author = {S Liu and B Chen and D Kundur and T Zourntos and K L Butler-Purry},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/LiuCheKunZouButPESGM13.pdf
http://dx.doi.org/10.1109/PESMG.2013.6672314},
year = {2013},
date = {2013-07-22},
booktitle = {Proc. IEEE Power & Energy Society General Meeting},
pages = {1-5},
address = {Vancouver, Canada},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Wei, J; Kundur, D A Multi-Flock Approach to Rapid Dynamic Generator Coherency Identification Inproceedings Proc. IEEE Power & Energy Society General Meeting, pp. 1-5, Vancouver, Canada, 2013. Links | BibTeX | Tags: CPS, smart grid @inproceedings{WeiKunPESGM13,
title = {A Multi-Flock Approach to Rapid Dynamic Generator Coherency Identification},
author = {J Wei and D Kundur},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/WeiKunPESGM13.pdf
http://dx.doi.org/10.1109/PESMG.2013.6672614},
year = {2013},
date = {2013-07-22},
booktitle = {Proc. IEEE Power & Energy Society General Meeting},
pages = {1-5},
address = {Vancouver, Canada},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Liu, Shan Coordinated Variable Structure Switching Attacks for Smart Grid PhD Thesis Texas A&M University, 2013. Abstract | BibTeX | Tags: CPS, PhD thesis, smart grid, thesis @phdthesis{LiuPhDThesis13,
title = {Coordinated Variable Structure Switching Attacks for Smart Grid},
author = {Shan Liu},
year = {2013},
date = {2013-05-01},
address = {College Station, TX},
school = {Texas A&M University},
abstract = {The eff ective modeling and analysis of large-scale power system disturbances especially those stemming from intentional attack represents an open engineering and research problem. Challenges stem from the need to develop intelligent models of cyber-physical attacks that produce salient disruptions and appropriately describe meaningful cyber-physical interdependencies such that they balance precision, scale and complexity. In our research, we present a foundation for the development of a class of intelligent cyber-physical attacks termed coordinated variable structure switching attacks whereby opponents aim to destabilize the power grid through controlled switching sequence. Such switching is facilitated by cyber attack and corruption of communication channels and control signals of the associated switch(es). We provide methods and theorems to construct such attack models and demonstrate their utility in the simulation of extensive system disturbances.
Our proposed class of cyber-physical switching attacks for smart grid systems has the potential to disrupt large-scale power system operation within a short interval of time. Through successful cyber intrusion, an opponent can remotely apply a state dependent coordinated switching sequence on one or more relays and circuit breakers of a power system to disrupt operation. Existence of this switching vulnerability is dependent on the local structure of the power grid. Variable structure systems theory is employed to e ectively model the cyber-physical aspects of a smart grid, determine the existence of the vulnerability and construct the destabilizing switching attack sequence. We illustrate the utility of the attack approach assess its impact on the di erent power system test cases including the single machine in nite bus power system model and theWestern Electricity Coordinating Council (WECC) 3-machine, 9-bus system through MATLAB/Simulink and PSCAD simulation environment. The results demonstrate the potential of our approach for practical attack.
Moreover, we build on our work in several ways. First, we extend the research to demonstrate an approach to mitigation within the variable structure system framework. We demonstrate via small signal analysis how through persistent switching a stable sliding mode can be used to disrupt a dynamical system that seems stable. We also design an approach to vulnerability analysis to assess the feasibility of coordinated variable structure switching attacks. Moreover, we study the performance of our attack construction approach when the opponent has imperfect knowledge of the local system dynamics and partial knowledge of the generator state. Based on the system with modeling errors, we study the performance of coordinated variable structure switching attacks in the presence of state estimation. Finally, we illustrate the concepts of attack model within the multiple switching framework, the cascading failure analysis is employed in the New-England 10-machine, 39-bus power system using MATLAB/Simulink and DSATools simulation environment. Our results demonstrate the potential for coordinated variable structure switching attacks to enable large-scale power system disturbances.},
keywords = {CPS, PhD thesis, smart grid, thesis},
pubstate = {published},
tppubtype = {phdthesis}
}
The eff ective modeling and analysis of large-scale power system disturbances especially those stemming from intentional attack represents an open engineering and research problem. Challenges stem from the need to develop intelligent models of cyber-physical attacks that produce salient disruptions and appropriately describe meaningful cyber-physical interdependencies such that they balance precision, scale and complexity. In our research, we present a foundation for the development of a class of intelligent cyber-physical attacks termed coordinated variable structure switching attacks whereby opponents aim to destabilize the power grid through controlled switching sequence. Such switching is facilitated by cyber attack and corruption of communication channels and control signals of the associated switch(es). We provide methods and theorems to construct such attack models and demonstrate their utility in the simulation of extensive system disturbances.
Our proposed class of cyber-physical switching attacks for smart grid systems has the potential to disrupt large-scale power system operation within a short interval of time. Through successful cyber intrusion, an opponent can remotely apply a state dependent coordinated switching sequence on one or more relays and circuit breakers of a power system to disrupt operation. Existence of this switching vulnerability is dependent on the local structure of the power grid. Variable structure systems theory is employed to e ectively model the cyber-physical aspects of a smart grid, determine the existence of the vulnerability and construct the destabilizing switching attack sequence. We illustrate the utility of the attack approach assess its impact on the di erent power system test cases including the single machine in nite bus power system model and theWestern Electricity Coordinating Council (WECC) 3-machine, 9-bus system through MATLAB/Simulink and PSCAD simulation environment. The results demonstrate the potential of our approach for practical attack.
Moreover, we build on our work in several ways. First, we extend the research to demonstrate an approach to mitigation within the variable structure system framework. We demonstrate via small signal analysis how through persistent switching a stable sliding mode can be used to disrupt a dynamical system that seems stable. We also design an approach to vulnerability analysis to assess the feasibility of coordinated variable structure switching attacks. Moreover, we study the performance of our attack construction approach when the opponent has imperfect knowledge of the local system dynamics and partial knowledge of the generator state. Based on the system with modeling errors, we study the performance of coordinated variable structure switching attacks in the presence of state estimation. Finally, we illustrate the concepts of attack model within the multiple switching framework, the cascading failure analysis is employed in the New-England 10-machine, 39-bus power system using MATLAB/Simulink and DSATools simulation environment. Our results demonstrate the potential for coordinated variable structure switching attacks to enable large-scale power system disturbances. |
2012
|
Wei, J; Kundur, D A Flocking-Based Model for DoS-Resilient Communication Routing in Smart Grid Inproceedings Proc. IEEE Global Communications Conference (GLOBECOM), Anaheim, CA, 2012. Links | BibTeX | Tags: smart grid @inproceedings{WeiKunGLOBECOM12,
title = {A Flocking-Based Model for DoS-Resilient Communication Routing in Smart Grid},
author = {J Wei and D Kundur},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/WeiKunGLOBECOM12.pdf
http://dx.doi.org/10.1109/GLOCOM.2012.6503660},
year = {2012},
date = {2012-12-03},
booktitle = {Proc. IEEE Global Communications Conference (GLOBECOM)},
address = {Anaheim, CA},
keywords = {smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Wei, J; Kundur, D; Zourntos, T; Butler-Purry, K L Probing the Telltale Physics: Towards a Cyber-Physical Protocol to Mitigate Information Corruption in Smart Grid Systems Inproceedings Proc. IEEE International Conferenceon Smart Grid Communications (SmartGridComm), Tainan City, Taiwan, 2012. Links | BibTeX | Tags: CPS, smart grid @inproceedings{WeiKunZouButSGC12,
title = {Probing the Telltale Physics: Towards a Cyber-Physical Protocol to Mitigate Information Corruption in Smart Grid Systems},
author = {J Wei and D Kundur and T Zourntos and K L Butler-Purry},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/WeiKunZouButSGC12.pdf
http://dx.doi.org/10.1109/SmartGridComm.2012.6486012},
year = {2012},
date = {2012-11-05},
booktitle = {Proc. IEEE International Conferenceon Smart Grid Communications (SmartGridComm)},
address = {Tainan City, Taiwan},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Liu, S; Kundur, D; Zourntos, T; Butler-Purry, K L Coordinated Variable Structure Switching Attack in the Presence of Model Error and State Estimation Inproceedings Proc. IEEE International Conferenceon Smart Grid Communications (SmartGridComm), Tainan City, Taiwan, 2012. Links | BibTeX | Tags: CPS, smart grid @inproceedings{LiuKunZouButSGC12,
title = {Coordinated Variable Structure Switching Attack in the Presence of Model Error and State Estimation},
author = {S Liu and D Kundur and T Zourntos and K L Butler-Purry},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/LiuKunZouButSGC12.pdf
http://dx.doi.org/10.1109/SmartGridComm.2012.6486003},
year = {2012},
date = {2012-11-05},
booktitle = {Proc. IEEE International Conferenceon Smart Grid Communications (SmartGridComm)},
address = {Tainan City, Taiwan},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Wei, J; Kundur, D; Zourntos, T; Butler-Purry, K L A Flocking-Based Dynamical Systems Paradigm for Smart Power System Analysis Inproceedings Proc. IEEE Power & Energy Society General Meeting, pp. 1-8, San Diego, California, 2012. Links | BibTeX | Tags: CPS, smart grid @inproceedings{WeiKunZouButPES12,
title = {A Flocking-Based Dynamical Systems Paradigm for Smart Power System Analysis},
author = {J Wei and D Kundur and T Zourntos and K L Butler-Purry},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/WeiKunZouButPESGM12.pdf
http://dx.doi.org/10.1109/PESGM.2012.6344594},
year = {2012},
date = {2012-07-22},
booktitle = {Proc. IEEE Power & Energy Society General Meeting},
pages = {1-8},
address = {San Diego, California},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Wei, J; Kundur, D Two-Tier Hierarchical Cyber-Physical Security Analysis Framework For Smart Grid Inproceedings Proc. IEEE Power & Energy Society General Meeting, pp. 1-5, San Diego, California, 2012. Links | BibTeX | Tags: CPS, smart grid @inproceedings{WeiKunPES12,
title = {Two-Tier Hierarchical Cyber-Physical Security Analysis Framework For Smart Grid},
author = {J Wei and D Kundur},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/WeiKunPESGM12.pdf
http://dx.doi.org/10.1109/PESGM.2012.6345633},
year = {2012},
date = {2012-07-22},
booktitle = {Proc. IEEE Power & Energy Society General Meeting},
pages = {1-5},
address = {San Diego, California},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Liu, S; Mashayekh, S; Kundur, D; Zourntos, T; Butler-Purry, K L A Smart Grid Vulnerability Analysis Framework for Coordinated Variable Structure Switching Attacks Inproceedings Proc. IEEE Power & Energy Society General Meeting, San Diego, California, 2012. Links | BibTeX | Tags: CPS, smart grid @inproceedings{LiuMasKunZouButPES12,
title = {A Smart Grid Vulnerability Analysis Framework for Coordinated Variable Structure Switching Attacks},
author = {S Liu and S Mashayekh and D Kundur and T Zourntos and K L Butler-Purry},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/LiuMasKunZouButPESGM12.pdf
http://dx.doi.org/10.1109/PESGM.2012.6344617},
year = {2012},
date = {2012-07-01},
booktitle = {Proc. IEEE Power & Energy Society General Meeting},
address = {San Diego, California},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Kundur, D; Mashayekh, S; Feng, X; Liu, S; Butler-Purry, K L; Zourntos, T "Cyber Attack Impact Analysis for the Smart Grid," in Smart Grid Communications and Networking Book Chapter Poor, V; Han, Z; Hossain, E (Ed.): pp. 353-372, Cambridge University Press, 2012, ISBN: 9781107014138. Links | BibTeX | Tags: CPS, smart grid @inbook{KunMasFenLiuButZouChap12,
title = {"Cyber Attack Impact Analysis for the Smart Grid," in Smart Grid Communications and Networking},
author = {D Kundur and S Mashayekh and X Feng and S Liu and K L Butler-Purry and T Zourntos},
editor = {V Poor and Z Han and E Hossain},
url = {http://www.cambridge.org/us/knowledge/isbn/item6658452/?site_locale=en_US},
isbn = {9781107014138},
year = {2012},
date = {2012-06-01},
pages = {353-372},
publisher = {Cambridge University Press},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inbook}
}
|
Parthasarathy, Saranya Bloom Filter Based Intrusion Detection for Smart Grid 2012. Abstract | BibTeX | Tags: MS Thesis, smart grid, thesis @masterthesis{ParMSThesis12,
title = {Bloom Filter Based Intrusion Detection for Smart Grid},
author = {Saranya Parthasarathy},
year = {2012},
date = {2012-05-01},
address = {College Station, TX},
school = {Texas A&M University},
abstract = {This thesis addresses the problem of local intrusion detection for SCADA (Supervisory Control and Data Acquisition) field devices in the smart grid. A methodology is proposed to detect anomalies in the communication patterns using a combination of n-gram analysis and Bloom Filter. The predictable and regular nature of the SCADA communication patterns is exploited to train the intrusion detection system. The protocol considered to test the proposed approach is MODBUS which is used for communication between a SCADA server and field devices in power system. The approach is tested for attacks like HMI compromise and Man-in-the-Middle.
Bloom Filter is chosen because of its strong space advantage over other data structures like hash tables, linked lists etc. for representing sets. The advantage comes from its probabilistic nature and compact array structure. The false positive rates are found to be minimal with careful choice of parameters for Bloom Filter design. Also the memory-efficient property of Bloom Filter makes it suitable for implementation in resource constrained SCADA components. It is also established that the knowledge of physical state of the power system i.e., normal, emergency or restorative state can help in improving the accuracy of the proposed approach.},
keywords = {MS Thesis, smart grid, thesis},
pubstate = {published},
tppubtype = {masterthesis}
}
This thesis addresses the problem of local intrusion detection for SCADA (Supervisory Control and Data Acquisition) field devices in the smart grid. A methodology is proposed to detect anomalies in the communication patterns using a combination of n-gram analysis and Bloom Filter. The predictable and regular nature of the SCADA communication patterns is exploited to train the intrusion detection system. The protocol considered to test the proposed approach is MODBUS which is used for communication between a SCADA server and field devices in power system. The approach is tested for attacks like HMI compromise and Man-in-the-Middle.
Bloom Filter is chosen because of its strong space advantage over other data structures like hash tables, linked lists etc. for representing sets. The advantage comes from its probabilistic nature and compact array structure. The false positive rates are found to be minimal with careful choice of parameters for Bloom Filter design. Also the memory-efficient property of Bloom Filter makes it suitable for implementation in resource constrained SCADA components. It is also established that the knowledge of physical state of the power system i.e., normal, emergency or restorative state can help in improving the accuracy of the proposed approach. |
El-Halabi, M; Farraj, A; Ly, H D; Kundur, D A Distortion-Theoretic Perspective for Redundant Metering Security in a Smart Grid Inproceedings Proc. IEEE Canadian Conference on Electrical and Computer Engineering (CCECE), pp. 1-5, Montreal, Canada, 2012. Links | BibTeX | Tags: CPS, smart grid @inproceedings{ElHFarLyKunCCECE12,
title = {A Distortion-Theoretic Perspective for Redundant Metering Security in a Smart Grid},
author = {M El-Halabi and A Farraj and H D Ly and D Kundur},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/ElHFarLyKunCCECE12.pdf
http://dx.doi.org/10.1109/CCECE.2012.6335004},
year = {2012},
date = {2012-04-30},
booktitle = {Proc. IEEE Canadian Conference on Electrical and Computer Engineering (CCECE)},
pages = {1-5},
address = {Montreal, Canada},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Parthasarathy, S; Kundur, D Bloom Filter Based Intrusion Detection for Smart Grid SCADA Inproceedings Proc. IEEE Canadian Conference on Electrical and Computer Engineering (CCECE), pp. 1-6, Montreal, Canada, 2012. Links | BibTeX | Tags: smart grid @inproceedings{ParKunCCECE12,
title = {Bloom Filter Based Intrusion Detection for Smart Grid SCADA},
author = {S Parthasarathy and D Kundur},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/ParKunCCECE12.pdf
http://dx.doi.org/10.1109/CCECE.2012.6334816},
year = {2012},
date = {2012-04-30},
booktitle = {Proc. IEEE Canadian Conference on Electrical and Computer Engineering (CCECE)},
pages = {1-6},
address = {Montreal, Canada},
keywords = {smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Wei, J; Kundur, D; Zourntos, T On the Use of Cyber-Physical Hierarchy for Smart Grid Security and Efficient Control Inproceedings Proc. IEEE Canadian Conference on Electrical and Computer Engineering (CCECE), pp. 1-6, Montreal, Canada, 2012. Links | BibTeX | Tags: CPS, news3, smart grid @inproceedings{WeiKunZouCCECE12,
title = {On the Use of Cyber-Physical Hierarchy for Smart Grid Security and Efficient Control},
author = {J Wei and D Kundur and T Zourntos},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/WeiKunZouCCECE12.pdf
http://dx.doi.org/10.1109/CCECE.2012.6334848},
year = {2012},
date = {2012-04-30},
booktitle = {Proc. IEEE Canadian Conference on Electrical and Computer Engineering (CCECE)},
pages = {1-6},
address = {Montreal, Canada},
keywords = {CPS, news3, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Liu, S; Kundur, D; Zourntos, T; Butler-Purry, K L Coordinated Variable Structure Switching in Smart Power Systems: Attacks and Mitigation Inproceedings Proc. First International Conference on High Confidence Network Systems (HiCoNS) at Cyber Physical Systems Week (CPSWeek) 2012, pp. 21-30, Beijing, China, 2012. Links | BibTeX | Tags: CPS, smart grid @inproceedings{LiuKunZouButHiCoNS12,
title = {Coordinated Variable Structure Switching in Smart Power Systems: Attacks and Mitigation},
author = {S Liu and D Kundur and T Zourntos and K L Butler-Purry},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/LiuKunZouButHiCoNS.pdf
http://dx.doi.org/10.1145/2185505.2185509},
year = {2012},
date = {2012-04-17},
booktitle = {Proc. First International Conference on High Confidence Network Systems (HiCoNS) at Cyber Physical Systems Week (CPSWeek) 2012},
pages = {21-30},
address = {Beijing, China},
keywords = {CPS, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
2011
|
Liu, S; Feng, X; Kundur, D; Zourntos, T; Butler-Purry, K L Switched System Models for Coordinated Cyber-Physical Attack Construction and Simulation Inproceedings Proc. Second IEEE International Conference on Smart Grid Communications (SmartGridComm), pp. 49-54, Brussels, Belgium, 2011. Links | BibTeX | Tags: CPS, news1, smart grid @inproceedings{LiuFenKunZouButSGC11,
title = {Switched System Models for Coordinated Cyber-Physical Attack Construction and Simulation},
author = {S Liu and X Feng and D Kundur and T Zourntos and K L Butler-Purry},
url = {http://www.comm.utoronto.ca/~dkundur/pub_pdfs/LiuFenKunZouButSGC11.pdf
http://dx.doi.org/10.1109/SGMS.2011.6089026},
year = {2011},
date = {2011-10-17},
booktitle = {Proc. Second IEEE International Conference on Smart Grid Communications (SmartGridComm)},
pages = {49-54},
address = {Brussels, Belgium},
keywords = {CPS, news1, smart grid},
pubstate = {published},
tppubtype = {inproceedings}
}
|
