{"id":1918,"date":"2012-12-29T04:21:29","date_gmt":"2012-12-29T10:21:29","guid":{"rendered":"https:\/\/www.comm.utoronto.ca\/dkundur\/?page_id=1918"},"modified":"2024-07-16T17:51:44","modified_gmt":"2024-07-16T23:51:44","slug":"cyber-physical-security-of-the-smart-grid","status":"publish","type":"page","link":"https:\/\/www.comm.utoronto.ca\/dkundur\/course\/cyber-physical-security-of-the-smart-grid\/","title":{"rendered":"Cyber-Physical Security of the Smart Grid"},"content":{"rendered":"<table class=\"CoursePages2\" border=\"0\" width=\"100%\" cellspacing=\"5\" cellpadding=\"5\">\n<tbody>\n<tr>\n<td><img loading=\"lazy\" decoding=\"async\" class=\"alignleft\" title=\"Cyber-Physical Security of the Smart Grid\" src=\"\/dkundur\/wp-content\/uploads\/SmartGridCyberSecLogo2.png\" alt=\"Cyber-Physical Security of the Smart Grid\" width=\"200\" height=\"200\" \/>The electric smart grid promises increased capacity, reliability and efficiency through the marriage of cyber technology with the existing electricity network. This integration, however, creates a new host of vulnerabilities stemming from cyber or physical intrusion potentially leading to devastating physical effects. The security of a system is as strong as its weakest link. Thus, the scale and complexity of the smart grid, along with its increased connectivity and automation make the task of cyber-physical protection particularly challenging. This course introduces students to timely topics in cyber-physical security of modern power systems. After an introduction to common communications security practices and the basics of power systems, the unique communication and computational protection needs of the emerging smart grid are characterized. Timely technological solutions based on research papers and technical reports are surveyed in depth.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<p>&nbsp;<\/p>\n<h3>Learning Outcomes and Objectives<\/h3>\n<p>The aim of this course is to introduce ECE graduate students to timely topics in the field of smart grid cyber security. Having taken this course students will:<\/p>\n<ol>\n<li>be exposed to the technical philosophies behind smart grid development and its evolution from traditional power systems;<\/li>\n<li>be introduced to information and communication technologies of use to smart grid development;<\/li>\n<li>be able to identify the cyber security requirements of importance to the energy sector; and<\/li>\n<li>understand cutting-edge research problems and results in the field of smart grid cyber protection.<\/li>\n<\/ol>\n<hr \/>\n<p>&nbsp;<\/p>\n<h3>Relevant Research Pages<\/h3>\n<p><a href=\"https:\/\/www.comm.utoronto.ca\/dkundur\/research\/smart-grid\/\" target=\"_blank\" rel=\"noopener\">https:\/\/www.comm.utoronto.ca\/dkundur\/research\/smart-grid\/<\/a><br \/>\n<a href=\"https:\/\/www.comm.utoronto.ca\/dkundur\/research\/smart-grid\/\" target=\"_blank\" rel=\"noopener\">https:\/\/www.comm.utoronto.ca\/dkundur\/research\/cyber-physical-systems\/<\/a><\/p>\n<hr \/>\n<p>&nbsp;<\/p>\n<h3>Topics<\/h3>\n<ul>\n<li>Course Introduction<\/li>\n<li>Introduction to Power Systems and Smart Grid<\/li>\n<li>Communications and Sensing in a Smart Grid<\/li>\n<li>Information and Network Security Practices and the C-I-A Paradigm<\/li>\n<li>Power System Security, Stability and Reliability<\/li>\n<li>Risk Management<\/li>\n<li>Smart Grid Threats, Vulnerabilities and Cyber Security Strategies<\/li>\n<li>Cyber Security Landscape, Federal Initiatives and Regulatory Compliance<\/li>\n<li>False Data Injection Attacks in Electric Power Grids<\/li>\n<li>Cyber-Physical System Security<\/li>\n<li>Case Study Presentations<\/li>\n<\/ul>\n<hr \/>\n<p>&nbsp;<\/p>\n<h3>Cyber-Physical Smart Grid Security Course Presentations and References<\/h3>\n<p>The presentations listed on this page were kindly developed as part of the course requirements for ECEN 689: Cyber Security of the Smart Grid taught by Professor Deepa Kundur at Texas A&amp;M University in the Spring 2011 and 2012 semesters.<\/p>\n<table class=\"CoursePages2\" border=\"0\" width=\"100%\" cellspacing=\"7\" cellpadding=\"3\">\n<tbody>\n<tr>\n<th width=\"17%\">\n<div style=\"text-align: left;\" align=\"center\">Presenter<\/div>\n<\/th>\n<th style=\"text-align: left;\" width=\"74%\">Paper, DOI, Presentation PDF<\/th>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\" height=\"24\">\n<div align=\"left\">Deepa Kundur<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">Y. Liu, P. Ning and M.K. Reiter, \u201cFalse Data Injection Attacks against State Estimation in Electric Power Grids,\u201d Proc. 15th ACM Conference on Computer and Communications Security, Chicago, IL, pp. 21-32, November 2009.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1145\/1653662.1653666\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>] [<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/KundurFalseDataInjAttacks_handouts.pdf\">Class Notes PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\" width=\"17%\" height=\"24\">\n<div align=\"left\">Hung Ly<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\" width=\"74%\">T. T. Kim and H. V. Poor, &#8220;Strategic Protection Against Data Injection Attacks on Power Grids,&#8221; <em>IEEE Transactions on Smart Grid<\/em>, accepted, to appear.<br \/>\n[<a href=\"http:\/\/www.princeton.edu\/~thanhkim\/protection_grid.pdf\" target=\"_blank\" rel=\"noopener\">Paper PDF<\/a>] [<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Hung Ly.pdf\" target=\"_blank\" rel=\"noopener\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\" width=\"17%\">\n<div align=\"left\">Zhaoyan Xu<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\" width=\"74%\">J. Zhu and A. Abur, &#8220;Bad Data Identification When using Phasor Measurements,&#8221; <em>Proc. 2007 IEEE Lausanne Power Tech,<\/em> Lausanne, July 2007.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1109\/PCT.2007.4538567\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>] [<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Zhaoyan Xu.pptx.pdf\" target=\"_blank\" rel=\"noopener\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\">\n<div align=\"left\">Wei Niu<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">C. Efthymiou, G. Kalogridis &#8220;Smart Grid Privacy via Anonymization of Smart Metering Data,&#8221;<em>Proc. IEEE International Conference on Smart Grid Communications<\/em>, Gaithersburg, Maryland, October 2010.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1109\/SMARTGRID.2010.5622050\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>] [<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Wei Niu.ppt.pdf\" target=\"_blank\" rel=\"noopener\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\" width=\"17%\">\n<div align=\"left\">Olamide Kotun<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">A. Hahn and M. Govindarasu, &#8220;Smart Grid Cybersecurity Exposure Analysis and Evaluation Framework,&#8221; <em>Proc. IEEE Power and Energy Society General Meeting<\/em>, Minneapolis, MN, July 2010.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1109\/PES.2010.5590152\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>] [<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Olamide Kotun.ppt.pdf\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\">\n<div align=\"left\">Karanvir Kaleka<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">M. Negrete-Pincetic, F. Yoshida and G. Gross, &#8220;Towards Quantifying the Impacts of Cyber Attacks in the Competitive Electricty Market Environment,&#8221; <em>Proc. IEEE Bucharest Power Tech Conference<\/em>, June-July 2009, Bucharest, Romania, 2009.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1109\/PTC.2009.5282237\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>] <a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Karanvir Kaleka.pptx.pdf\">[Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\" width=\"17%\">\n<div align=\"left\">Vignesh Sridhar<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">A. Bartoli, J. Hern\u00e1ndez-Serrano, M. Soriano, M. Dohler, A. Kountouris, and D. B\/;\/\/k,jgsewbharthel, &#8220;Secure Lossless Aggregation for Smart Grid M2M Networks,&#8221; <em>Proc. IEEE International Conference on Smart Grid Communications<\/em>, Gaithersburg, Maryland, October 2010.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1109\/SMARTGRID.2010.5622063\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>] [<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Vignesh Sridhar.ppt.pdf\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\">\n<div align=\"left\">Abdallah Farraj<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">D.P. Varodayan, G.X. Gao, &#8220;Redundant Metering for Integrity with Information-Theoretic Confidentiality,&#8221; <em>Proc. IEEE International Conference on Smart Grid Communications<\/em>, Gaithersburg, Maryland, October 2010.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1109\/SMARTGRID.2010.5622065\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>] [<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Abdallah Farraj.ppt.pdf\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\" width=\"17%\">\n<div align=\"left\">Yang Yu<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">R.B. Bobba, K.M. Rogers, Q. Wang, H. Khurana, K. Nahrstedt and T.J. Overbye, &#8220;Detecting False Data Injection Attacks on DC State Estimation,&#8221; <em>Proc. First Workshop on Secure Control Systems<\/em>, CPSWeek 2010, Stockholm Sweden, April, 2010.<br \/>\n[<a href=\"https:\/\/netfiles.uiuc.edu\/rbobba\/www\/Bobba-SCS10-final-web.pdf\" target=\"_blank\" rel=\"noopener\">Paper PDF<\/a>] [<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Yang Yu.pptx.pdf\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\">\n<div align=\"left\">Jae Yeon Won<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">M.M. Fouda, Z.M. Fadlullah, N.Kato, &#8220;Assessing Attack Threat Against ZigBee-based Home Area Network for Smart Grid Communications,&#8221; <em>Proc. International Conference on Computer Engineering and Systems (ICCES)<\/em>, Cairo, Egypt, pp. 245-250, November\/December 2010.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1109\/ICCES.2010.5674861\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>] [<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Jaeyeon Won.ppt.pdf\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\" width=\"17%\">\n<div align=\"left\">Saranya Parthasarathy<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">R. Berthier, W.H. Sanders and H. Khurana, &#8220;Intrusion Detection for Advanced Metering Infrastructures: Requirements and Architectural Direction,&#8221; <em>Proc. IEEE International Conference on Smart Grid Communications<\/em>, Gaithersburg, Maryland, October 2010.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1109\/SMARTGRID.2010.5622068\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>] [<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Saranya Parthasarathy.ppt.pdf\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\">\n<div align=\"left\">Jeffrey Jensen<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">Y. Wang, W. Lin and T. Zhang, &#8220;Study on Security of Wireless Sensor Networks in Smart Grid,&#8221; <em>Proc. International Conference on Power System Technology (POWERCON)<\/em>, pp. 1-7, 2010.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1109\/POWERCON.2010.5666729\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>] [<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Jeffrey Jensen.ppt.pdf\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\" width=\"17%\">\n<div align=\"left\">Yan Zhang<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">P.D. Ray, R. Harnoor and M. Hentea, &#8220;Smart Power Grid Security: A Unified Risk Management Approach,&#8221; <em>Proc. IEEE International Carnahan Conference on Security Technology<\/em>, pp. 276-285, 2010.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1109\/CCST.2010.5678681\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>] [<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Yan Zhang.pdf\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\">\n<div align=\"left\">Asim Yuksel<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">H. S. Phom, N. Kuntze, C. Rudlph, M. Cupelli, J. Liu, A. Monti, &#8220;A User-centric Privacy Manager for Future Energy Systems,&#8221; <em>Interntional Conference on Power System Technology (POWERCON)<\/em>, October, 2010.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1109\/POWERCON.2010.5666447\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>] [<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Asim Yuksel.pdf\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\" width=\"17%\">\n<div align=\"left\">Mustapha El-Halabi<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">H. Li, L. Lai and R. C. Qiu, &#8220;Communication Capacity Requirement for Reliable and Secure Meter Reading in Smart Grid,&#8221;<em>Proc. IEEE International Conference on Smart Grid Communications<\/em>, Gaithersburg, Maryland, October 2010.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1109\/SMARTGRID.2010.5622042\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>] [<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Mustafa El-Halabi.pdf\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\">\n<div align=\"left\">Talal El Awar<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">G.N. Ericsoon, &#8220;Cyber Security and Power System Communication &#8212; Essential Parts of a Smart Grid Infrastructure,&#8221; <em>IEEE Transactions on Power Delivery<\/em>, vol. 25, no. 3, pp. 1501-1507, July 2010.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1109\/TPWRD.2010.2046654\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>] [<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Talal El Awar.ppt.pdf\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\" width=\"17%\">\n<div align=\"left\">Fred Agyekum Ituzaro<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">F. Boroomand, A. Fereidunian, M.A. Zamani, M. Amozegar, H.R. Jamalabadi, H. Nasrollahi, M.Moghimi, H. Lesani and C. Lucas, &#8220;Cyber Security for Smart Grid: A human-automation interaction framework,&#8221; <em>Proc. IEEE Conference on Innovative Smart Grid Technologies Europe<\/em>, Geothenburg, October 2010.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1109\/ISGTEUROPE.2010.5638949\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>] [<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Fred Agyekum Ituzaro.ppt.pdf\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\">\n<div align=\"left\">Emal Latifzai<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">T. Matsumoto, T. Kobayashi, S. Katayama, K. Fukushima and K. Sekiguchi, &#8220;Information -theoretic Approach to Authentication Codes for Power System Communications,&#8221; <em>Proc. IEEE PES Transmission and Distribution Conference and Exposition<\/em>, New Orleans, LA, April 2010.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1109\/TDC.2010.5484416\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>] [<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Emal Latifzai.ppt.pdf\">Presentation PDF]<\/a><\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\" width=\"17%\">\n<div align=\"left\">Jin Wei<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">F. Dorfler and F. Bullo, &#8220;Synchronization and transient stability in power networks and non-uniform Kuramoto oscillators,&#8221; <em>IEEE Transactions on Automatical Control<\/em>, submitted, last revised, October 2010.<br \/>\n[<a href=\"http:\/\/arxiv.org\/pdf\/0910.5673v3\" target=\"_blank\" rel=\"noopener\">PDF<\/a>] [<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Jin Wei.ppt.pdf\" target=\"_blank\" rel=\"noopener\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\">\n<div align=\"left\">Somo Peyechu<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">D. Wei, Y. Lu, M. Jafari, P. Skare and K. Rohde, &#8220;An Integrated Security System of Protecting Smart Grid against Cyber Attacks,&#8221; <em>Proc. Innovative Smart Grid Technologies (ISGT)<\/em>, Gaithersburg, Maryland, January 2010.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1109\/ISGT.2010.5434767\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>] <a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Somo Peyechu.ppt.pdf\">[Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\" width=\"17%\">\n<div align=\"left\">Lin Lai<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">G. Kalogridis, C. Efthymiou, S.Z. Denic, T.A. Lewis, R. Cepeda, &#8220;Privacy for Smart Meters: Towards Undetectable Appliance Load Signatures,&#8221; <em>Proc. IEEE International Conference on Smart Grid Communications<\/em>, Gaithersburg, Maryland, October 2010.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1109\/SMARTGRID.2010.5622047\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>] [<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Lin Lai.pptx.pdf\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\">\n<div align=\"left\">Deepa Kundur<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">D. Kundur, F. Xianyong, S. Liu, T. Zourntos and K.L. Butler-Purry, &#8220;Towards a Framework for Cyber Attack Impact Analysis of the Electric Smart Grid,&#8221; <em>Proc. First IEEE International Conference on Smart Grid Communications (SmartGridComm)<\/em>, Gaithersburg, MD, October 2010.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1109\/SMARTGRID.2010.5622049\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>] [<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Deepa Kundur.ppt.pdf\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\" width=\"17%\">\n<div align=\"left\">Qin Yan<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">H.A. Khan, Z. Xu, H. Iu and V. Sreeram, &#8220;Review Technologies and Implementation Strategies in the Area of Smart Grid,&#8221; <em>Proc. AUPEC Power Engineering Conference<\/em>, Adelaide, SA, September 2009.<br \/>\n[<a href=\"http:\/\/blaze.nnttf.ecu.edu.au\/~kha\/peecs2009\/Proceedings\/PEECS 2009 papers\/Hammad Khan_Review of Technologies and Implementation Strategies in the Area of Smart Grid.pdf\" target=\"_blank\" rel=\"noopener\">Paper PDF<\/a>] [<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Qin Yan.ppt.pdf\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\">\n<div align=\"left\">Shan Liu<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">G. D\u00e0n and H. Sandberg, &#8220;Stealth Attacks and Protection Schemes for State Estimators in Power Systems,&#8221; <em>Proc. IEEE International Conference on Smart Grid Communications<\/em>, Gaithersburg, Maryland, October 2010.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1109\/SMARTGRID.2010.5622046\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>][<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Shan Liu.pdf\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\" width=\"17%\">\n<div align=\"left\">Wenjin Yan<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">J. Fadul, K. Hopkinson, C. Sheffield, J. Moore and T. Andel, &#8220;Trust Management and Security in the Future Communication-Based \u201cSmart\u201d Electric Power Grid,&#8221; <em>Proc. 44th Hawaii International Conference on Systems Sciences<\/em>, 2011.<br \/>\n[<a href=\"http:\/\/doi.ieeecomputersociety.org\/10.1109\/HICSS.2011.459\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>][<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Wenjin Yan.ppt.pdf\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\">\n<div align=\"left\">Dae Hyun Choi<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">O. Kosut, J. Liyan, R. J. Thomas, L. Tong, &#8220;Malicious Data Attacks on Smart Grid State Estimation: Attack Strategies and Countermeasures,&#8221; <em>Proc. IEEE International Conference on Smart Grid Communications<\/em>, Gaithersburg, Maryland, pp. 220-225, October 2010.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1109\/SMARTGRID.2010.5622045\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>][<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/DaeHyun Choi.pdf\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\" width=\"17%\">\n<div align=\"left\">Eman Hammad<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">F. Li, B. Luo, and P. Liu, &#8220;Secure Information Aggregation for Smart Grids Using Homomorphic Encryption,&#8221; <em>Proc. IEEE International Conference on Smart Grid Communications<\/em>, Gaithersburg, Maryland, pp. 327-332, October 2010.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1109\/SMARTGRID.2010.5622064\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>][<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Eman Hammad.pptx.pdf\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\">\n<div align=\"left\">Ryan Kristopher Buchanan<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">R.C. Qui, Z. Hu, Z. Chen, N.Guo, R. Rangananthan, S. Hou and G. Zheng, &#8220;Cognitive Radio Networks for the Smart Grid: Experimental System Architecture, Control Algorithms, Security, and Microgrid Testbed,&#8221; <em>IEEE Transactions on Smart Grid<\/em>, vol 2, no. 4, pp. 724-740, December 2011.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1109\/TSG.2011.2160101\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>][<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Kris Bhuchanan.pptx.pdf\" target=\"_blank\" rel=\"noopener\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\">\n<div align=\"left\">Joel Daniel Barrera<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">B. Genge, C. Siaterlis, &#8220;Developing Cyber-Physical Experimental Capabilities for the Security Analysis of the Future Smart Grid,&#8221; <em>Proc. IEEE PES International Conference and Exhibition on Innovative Smart Grid Technologies (ISGT Europe)<\/em>, pp. 1-7, December 2011.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1109\/ISGTEurope.2011.6162766\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>][<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Joel Barrera.pptx.pdf\" target=\"_blank\" rel=\"noopener\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\">\n<div align=\"left\">Muthuvel Raj Suyambu<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">D. Salmon, M. Zeller, A. Guzman, V. Mynam and M. Donolo, &#8220;Mitigating the Aurora Vulnerability with Existing Technology,&#8221; <em>Proc. 36th Annual Western Protection Relay Conference<\/em>, Spokane, WA, October 2009.<br \/>\n[<a href=\"http:\/\/www.google.com\/url?sa=t&amp;rct=j&amp;q=mitigating the aurora vulnerability with existing technology&amp;source=web&amp;cd=1&amp;ved=0CCcQFjAA&amp;url=http%3A\/\/www.selinc.com\/WorkArea\/DownloadAsset.aspx?id=6379&amp;ei=ARRXT-n1DJLisQLb1ci7DQ&amp;usg=AFQjCNGmhF0yKIiiTClll3sj984GaCZ2EA\" target=\"_blank\" rel=\"noopener\">Paper PDF<\/a>][<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Muthuvel Raj.pptx.pdf\" target=\"_blank\" rel=\"noopener\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\">\n<div align=\"left\">Yessica Lisbeth Saez Barrios<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">Survey and Comparison Several False Data Injection Attack Papers published in 2010-11.<br \/>\n[<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Yessica Saez.pptx.pdf\" target=\"_blank\" rel=\"noopener\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\">\n<div align=\"left\">Yang Wang<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">K. Moslehi and R. Kumar, &#8220;A Reliability Perspective of the Smart Grid,&#8221; <em>IEEE Transactions on Smart Grid<\/em>, vol. 1, no. 1, pp. 57- 64, June 2010.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1109\/TSG.2010.2046346\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>][<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Yang Wang.pptx.pdf\" target=\"_blank\" rel=\"noopener\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\">\n<div align=\"left\">Mohit Sunil Kedia<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">A. Yousuf and G.K. Venayagamoorthy, &#8220;Plug-in Vehicles and Renewable Energy Sources for Cost and Emission Reductions,&#8221; <em>IEEE Transactions on Industrial Electronics<\/em>, vol. 58, no. 4, pp. 1229-1238, April 2011.<br \/>\nand<br \/>\nJ. Liu, Y. Xiao, S. Li, W. Liang, C.L.P. Chen, &#8220;Cyber Security and Privacy Issue in Smart Grids,&#8221; <em>IEEE Communications Surveys &amp; Tutorials<\/em>, accepted, 2012.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1109\/TIE.2010.2047828\" target=\"_blank\" rel=\"noopener\">Paper 1 DOI<\/a>][<a href=\"http:\/\/dx.doi.org\/10.1109\/SURV.2011.122111.00145\" target=\"_blank\" rel=\"noopener\">Paper 2 DOI<\/a>][<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Mohit Kedia.pptx.pdf\" target=\"_blank\" rel=\"noopener\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\">\n<div align=\"left\">Harsha Ramchandrara Patibandla<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">A.-H. Mohsenian-Rad and A. Leon-Garcia, &#8220;Distributed Internet-Based Load Altering Attacks Against Smart Power Grids,&#8221; <em>IEEE Transactions on Smart Grid<\/em>, vol. 2, no. 4, pp. 667-674, December 2011.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1109\/TSG.2011.2160297\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>][<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Harsha Patibandla.pptx.pdf\" target=\"_blank\" rel=\"noopener\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\">\n<div align=\"left\">Yaohong Yang<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">C.-W. Ten, J. Hong and C.-C. Liu, &#8220;Anomaly Detection for Cybersecurity of the Substations,&#8221; <em>Proc. IEEE Transactions on Smart Grid<\/em>, vol. 2, no. 4, pp. 865-873, December 2011.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1109\/TSG.2011.2159406\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>][<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Yaohong Yang.pptx.pdf\" target=\"_blank\" rel=\"noopener\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<tr>\n<td bgcolor=\"#FFFFFF\">\n<div align=\"left\">Ashwini Ravindran<\/div>\n<\/td>\n<td bgcolor=\"#FFFFFF\">J. Hull, H. Khurana, T. Markham and K. Staggs, &#8220;Staying in Control: Cyber Security and the Modern Electric Grid,&#8221; <em>IEEE Power &amp; Energy Magazine<\/em>, vol. 10, no. 1, pp. 41-48, January\/February 2012.<br \/>\n[<a href=\"http:\/\/dx.doi.org\/10.1109\/MPE.2011.943251\" target=\"_blank\" rel=\"noopener\">Paper DOI<\/a>][<a href=\"..\/..\/course_info\/smart-grid-sec\/presentations\/Ashwini Ravindran.pptx.pdf\" target=\"_blank\" rel=\"noopener\">Presentation PDF<\/a>]<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<p>&nbsp;<\/p>\n<h3>Assignments and Project<\/h3>\n<ul>\n<li><a href=\"..\/..\/course_info\/smart-grid-sec\/problems\/Kundur_SGSec_Assignment0.pdf\" target=\"_blank\" rel=\"noopener\">The Stuxnet Worm<\/a><\/li>\n<li><a href=\"..\/..\/course_info\/smart-grid-sec\/problems\/Kundur_SGSec_Assignment1.pdf\">The Secure Smart Grid<\/a><\/li>\n<li><a href=\"..\/..\/course_info\/smart-grid-sec\/problems\/Kundur_SGSec_Assignment2.pdf\" target=\"_blank\" rel=\"noopener\">Information Security<\/a><\/li>\n<li><a href=\"..\/..\/course_info\/smart-grid-sec\/problems\/Kundur_SGSec_Assignment3.pdf\" target=\"_blank\" rel=\"noopener\">Risk Assessment<\/a><\/li>\n<li><a href=\"..\/..\/course_info\/smart-grid-sec\/problems\/Kundur_SGSec_Assignment4.pdf\" target=\"_blank\" rel=\"noopener\">Security Testing Tools<\/a><\/li>\n<li><a href=\"..\/..\/course_info\/smart-grid-sec\/problems\/Kundur_SGSec_Project.pdf\" target=\"_blank\" rel=\"noopener\">False Data Injection Attack Project<\/a>, [support file: <a href=\"..\/..\/course_info\/smart-grid-sec\/problems\/Hmatrix.mat\" target=\"_blank\" rel=\"noopener\">Hmatrix.mat<\/a>]<\/li>\n<\/ul>\n<hr \/>\n<p>&nbsp;<\/p>\n<table class=\"CoursePages2\" border=\"0\" width=\"100%\" cellspacing=\"5\" cellpadding=\"5\">\n<tbody>\n<tr>\n<td><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n","protected":false},"excerpt":{"rendered":"<p>The electric smart grid promises increased capacity, reliability and efficiency through the marriage of cyber technology with the existing electricity network. This integration, however, creates a new host of vulnerabilities stemming from cyber or physical intrusion potentially leading to devastating physical effects. The security of a system is as strong as its weakest link. Thus, [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":24,"menu_order":8,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-1918","page","type-page","status-publish","hentry","entry"],"_links":{"self":[{"href":"https:\/\/www.comm.utoronto.ca\/dkundur\/wp-json\/wp\/v2\/pages\/1918","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.comm.utoronto.ca\/dkundur\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.comm.utoronto.ca\/dkundur\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.comm.utoronto.ca\/dkundur\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.comm.utoronto.ca\/dkundur\/wp-json\/wp\/v2\/comments?post=1918"}],"version-history":[{"count":67,"href":"https:\/\/www.comm.utoronto.ca\/dkundur\/wp-json\/wp\/v2\/pages\/1918\/revisions"}],"predecessor-version":[{"id":5208,"href":"https:\/\/www.comm.utoronto.ca\/dkundur\/wp-json\/wp\/v2\/pages\/1918\/revisions\/5208"}],"up":[{"embeddable":true,"href":"https:\/\/www.comm.utoronto.ca\/dkundur\/wp-json\/wp\/v2\/pages\/24"}],"wp:attachment":[{"href":"https:\/\/www.comm.utoronto.ca\/dkundur\/wp-json\/wp\/v2\/media?parent=1918"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}