Skip to main content

2014 | OriginalPaper | Buchkapitel

17. Vulnerabilities of Smart Grid State Estimation Against False Data Injection Attack

verfasst von : Adnan Anwar, Abdun Naser Mahmood

Erschienen in: Renewable Energy Integration

Verlag: Springer Singapore

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

In recent years, Information Security has become a notable issue in the energy sector. After the invention of ‘The Stuxnet worm’ [1] in 2010, data integrity, privacy and confidentiality has received significant importance in the real-time operation of the control centres. New methods and frameworks are being developed to protect the National Critical Infrastructures like- energy sector. In the recent literatures, it has been shown that the key real-time operational tools (e.g., State Estimator) of any Energy Management System (EMS) are vulnerable to Cyber Attacks. In this chapter, one such cyber attack named ‘False Data Injection Attack’ is discussed. A literature review with a case study is considered to explain the characteristics and significance of such data integrity attacks.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat McMillan R (2010) Siemens: Stuxnet worm hit industrial systems. COMPUTERWorld. 14 Sept 2010 McMillan R (2010) Siemens: Stuxnet worm hit industrial systems. COMPUTERWorld. 14 Sept 2010
3.
Zurück zum Zitat Anwar A, Pota HR (2012) Optimum allocation and sizing of DG unit for efficiency enhancement of distribution system. In: 2012 IEEE international Power Engineering and Optimization Conference (PEOCO), Melaka, Malaysia, pp 165, 170, 6–7 June 2012 Anwar A, Pota HR (2012) Optimum allocation and sizing of DG unit for efficiency enhancement of distribution system. In: 2012 IEEE international Power Engineering and Optimization Conference (PEOCO), Melaka, Malaysia, pp 165, 170, 6–7 June 2012
4.
Zurück zum Zitat Schweppe FC, Wildes J (1970) Power system static-state estimation, part I: exact model. IEEE Trans Power Apparatus Syst PAS-89(1):120, 125 (Jan 1970) Schweppe FC, Wildes J (1970) Power system static-state estimation, part I: exact model. IEEE Trans Power Apparatus Syst PAS-89(1):120, 125 (Jan 1970)
5.
Zurück zum Zitat Huang Y-F, Werner S, Huang J, Kashyap N, Gupta V (2012) State estimation in electric power grids: meeting new challenges presented by the requirements of the future grid. IEEE Signal Process Mag 29(5):33, 43 (Sept 2012) Huang Y-F, Werner S, Huang J, Kashyap N, Gupta V (2012) State estimation in electric power grids: meeting new challenges presented by the requirements of the future grid. IEEE Signal Process Mag 29(5):33, 43 (Sept 2012)
6.
Zurück zum Zitat Abur A, Expósito AG (2004) Power system state estimation: theory and implementation. CRC Press. Abur A, Expósito AG (2004) Power system state estimation: theory and implementation. CRC Press.
7.
Zurück zum Zitat Sakis Meliopoulos AP, Zhang F (1996) Multiphase power flow and state estimation for power distribution systems. IEEE Trans Power Syst 11(2):939, 946 (May 1996) Sakis Meliopoulos AP, Zhang F (1996) Multiphase power flow and state estimation for power distribution systems. IEEE Trans Power Syst 11(2):939, 946 (May 1996)
8.
Zurück zum Zitat Monticelli A (2000) Electric power system state estimation. In: Proceedings of the IEEE, vol 88, no 2, pp 262, 282 (Feb 2000) Monticelli A (2000) Electric power system state estimation. In: Proceedings of the IEEE, vol 88, no 2, pp 262, 282 (Feb 2000)
9.
Zurück zum Zitat Naka S, Genji T, Yura T, Fukuyama Y (2003) A hybrid particle swarm optimization for distribution state estimation. IEEE Trans Power Syst 18(1):60, 68 (Feb 2003) Naka S, Genji T, Yura T, Fukuyama Y (2003) A hybrid particle swarm optimization for distribution state estimation. IEEE Trans Power Syst 18(1):60, 68 (Feb 2003)
10.
Zurück zum Zitat Handschin E, Schweppe FC, Kohlas J, Fiechter A (1975) Bad data analysis for power system state estimation. IEEE Trans Power Apparatus Syst 94(2):329, 337 (Mar 1975) Handschin E, Schweppe FC, Kohlas J, Fiechter A (1975) Bad data analysis for power system state estimation. IEEE Trans Power Apparatus Syst 94(2):329, 337 (Mar 1975)
11.
Zurück zum Zitat Lu CN, Teng JH, Liu W-HE (1995) Distribution system state estimation. IEEE Trans Power Syst 10(1), 229, 240 (Feb 1995) Lu CN, Teng JH, Liu W-HE (1995) Distribution system state estimation. IEEE Trans Power Syst 10(1), 229, 240 (Feb 1995)
12.
Zurück zum Zitat Kersting WH (2011) The whys of distribution system analysis. IEEE Ind Appl Mag 17(5):59, 65 (Sept–Oct 2011) Kersting WH (2011) The whys of distribution system analysis. IEEE Ind Appl Mag 17(5):59, 65 (Sept–Oct 2011)
13.
Zurück zum Zitat Baran ME, Kelley AW (1994) State estimation for real-time monitoring of distribution systems. IEEE Trans Power Syst 9(3):1601, 1609 (Aug 1994) Baran ME, Kelley AW (1994) State estimation for real-time monitoring of distribution systems. IEEE Trans Power Syst 9(3):1601, 1609 (Aug 1994)
14.
Zurück zum Zitat Lin W-M, Teng J-H (1996) State estimation for distribution systems with zero-injection constraints. IEEE Trans Power Syst 11(1):518, 524 (Feb 1996) Lin W-M, Teng J-H (1996) State estimation for distribution systems with zero-injection constraints. IEEE Trans Power Syst 11(1):518, 524 (Feb 1996)
15.
Zurück zum Zitat Haughton DA, Heydt GT (2013) A linear state estimation formulation for smart distribution systems. IEEE Trans Power Syst 28(2):1187, 1195 (May 2013) Haughton DA, Heydt GT (2013) A linear state estimation formulation for smart distribution systems. IEEE Trans Power Syst 28(2):1187, 1195 (May 2013)
16.
Zurück zum Zitat Anwar A, Pota HR (2012) Optimum capacity allocation of DG units based on unbalanced three-phase optimal power flow. In: IEEE power and energy society general meeting, pp 1, 8, 22–26 July 2012 Anwar A, Pota HR (2012) Optimum capacity allocation of DG units based on unbalanced three-phase optimal power flow. In: IEEE power and energy society general meeting, pp 1, 8, 22–26 July 2012
17.
Zurück zum Zitat Novosel D, Vu K (2006) Benefits of PMU technology for various applications. In: 7-th CIGRE symposium on power system management, Cavtat, Croatia, pp 1–13, 5–8 Nov 2006 Novosel D, Vu K (2006) Benefits of PMU technology for various applications. In: 7-th CIGRE symposium on power system management, Cavtat, Croatia, pp 1–13, 5–8 Nov 2006
18.
Zurück zum Zitat Anwar A, Pota HR (2011) Loss reduction of power distribution network using optimum size and location of distributed generation. In: 21st Australasian Universities Power Engineering Conference (AUPEC), pp 1, 6, 25–28 Sept 2011 Anwar A, Pota HR (2011) Loss reduction of power distribution network using optimum size and location of distributed generation. In: 21st Australasian Universities Power Engineering Conference (AUPEC), pp 1, 6, 25–28 Sept 2011
19.
Zurück zum Zitat Gomez-Exposito A, Abur A, de la Villa Jaen A, Gomez-Quiles C (2011) A multilevel state estimation paradigm for smart grids. In: Proceedings of the IEEE, vol 99, no 6, pp 952, 976 (June 2011) Gomez-Exposito A, Abur A, de la Villa Jaen A, Gomez-Quiles C (2011) A multilevel state estimation paradigm for smart grids. In: Proceedings of the IEEE, vol 99, no 6, pp 952, 976 (June 2011)
20.
Zurück zum Zitat Hu Y, Kuh A, Tao Y, Kavcic A (2011) A belief propagation based power distribution system state estimator. IEEE Comput Intell Mag 6(3):36, 46 (Aug 2011) Hu Y, Kuh A, Tao Y, Kavcic A (2011) A belief propagation based power distribution system state estimator. IEEE Comput Intell Mag 6(3):36, 46 (Aug 2011)
21.
Zurück zum Zitat Liu J, Tang J, Ponci F, Monti A, Muscas C, Pegoraro PA (2012) Trade-Offs in PMU deployment for state estimation in active distribution grids. IEEE Trans Smart Grid 3(2):915, 924 (June 2012) Liu J, Tang J, Ponci F, Monti A, Muscas C, Pegoraro PA (2012) Trade-Offs in PMU deployment for state estimation in active distribution grids. IEEE Trans Smart Grid 3(2):915, 924 (June 2012)
22.
Zurück zum Zitat Park S, Lee E, Yu W, Lee H, Shin J (2013) State estimation for supervisory monitoring of substations. IEEE Trans Smart Grid 4(1):406, 410 (March 2013) Park S, Lee E, Yu W, Lee H, Shin J (2013) State estimation for supervisory monitoring of substations. IEEE Trans Smart Grid 4(1):406, 410 (March 2013)
23.
Zurück zum Zitat Xie L, Choi D-H, Kar S, Poor HV (2012) Fully distributed state estimation for wide-area monitoring systems. IEEE Trans Smart Grid 3(3):1154, 1169 (Sept 2012) Xie L, Choi D-H, Kar S, Poor HV (2012) Fully distributed state estimation for wide-area monitoring systems. IEEE Trans Smart Grid 3(3):1154, 1169 (Sept 2012)
24.
Zurück zum Zitat Zonouz S, Rogers KM, Berthier R, Bobba RB, Sanders WH, Overbye TJ (2012) SCPSE: Security-oriented cyber-physical state estimation for power grid critical infrastructures. IEEE Trans Smart Grid 3(4):1790, 1799 (Dec 2012) Zonouz S, Rogers KM, Berthier R, Bobba RB, Sanders WH, Overbye TJ (2012) SCPSE: Security-oriented cyber-physical state estimation for power grid critical infrastructures. IEEE Trans Smart Grid 3(4):1790, 1799 (Dec 2012)
25.
Zurück zum Zitat Niknam T, Firouzi BB (2009) A practical algorithm for distribution state estimation including renewable energy sources. Renew Energy 34(11):2309–2316 (Nov 2009) Niknam T, Firouzi BB (2009) A practical algorithm for distribution state estimation including renewable energy sources. Renew Energy 34(11):2309–2316 (Nov 2009)
26.
Zurück zum Zitat Liu Y, Reiter MK, Ning P (2009) False data injection attacks against state estimation in electric power grids. In: Proceedings of the 16th ACM conference on computer and communications security, 2009 Liu Y, Reiter MK, Ning P (2009) False data injection attacks against state estimation in electric power grids. In: Proceedings of the 16th ACM conference on computer and communications security, 2009
27.
Zurück zum Zitat Xie L, Mo Y, Sinopoli B (2011) Integrity data attacks in power market operations. IEEE Trans Smart Grid 2(4):659, 666 (Dec 2011) Xie L, Mo Y, Sinopoli B (2011) Integrity data attacks in power market operations. IEEE Trans Smart Grid 2(4):659, 666 (Dec 2011)
28.
Zurück zum Zitat Bobba RB, Rogers KM, Wang Q, Khurana H (2010) Detecting false data injection attacks on DC state estimation. In: Proceedings of the first workshop on secure control systems Bobba RB, Rogers KM, Wang Q, Khurana H (2010) Detecting false data injection attacks on DC state estimation. In: Proceedings of the first workshop on secure control systems
29.
Zurück zum Zitat Xie L, Mo Y, Sinopoli B (2010) False data injection attacks in electricity markets. In: 2010 First IEEE international conference on smart grid communications (SmartGridComm), pp 226, 231, 4–6 Oct 2010 Xie L, Mo Y, Sinopoli B (2010) False data injection attacks in electricity markets. In: 2010 First IEEE international conference on smart grid communications (SmartGridComm), pp 226, 231, 4–6 Oct 2010
30.
Zurück zum Zitat Kim TT, Poor HV (2011) Strategic protection against data injection attacks on power grids. IEEE Trans Smart Grid 2(2):326, 333 (June 2011) Kim TT, Poor HV (2011) Strategic protection against data injection attacks on power grids. IEEE Trans Smart Grid 2(2):326, 333 (June 2011)
31.
Zurück zum Zitat Kosut O, Jia L, Thomas RJ, Tong L (2010) On malicious data attacks on power system state estimation. In: 45th international universities power engineering conference (UPEC), pp 1, 6, 31 Aug 2010–Sept 3 2010 Kosut O, Jia L, Thomas RJ, Tong L (2010) On malicious data attacks on power system state estimation. In: 45th international universities power engineering conference (UPEC), pp 1, 6, 31 Aug 2010–Sept 3 2010
32.
Zurück zum Zitat Teixeira A, Amin S, Sandberg H, Johansson KH, Sastry SS (2010) Cyber security analysis of state estimators in electric power systems. In: 49th IEEE conference on decision and control (CDC), pp 5991, 5998, 15–17 Dec 2010 Teixeira A, Amin S, Sandberg H, Johansson KH, Sastry SS (2010) Cyber security analysis of state estimators in electric power systems. In: 49th IEEE conference on decision and control (CDC), pp 5991, 5998, 15–17 Dec 2010
33.
Zurück zum Zitat Huang Y, Li H, Campbell KA, Han Z (2011) Defending false data injection attack on smart grid network using adaptive CUSUM test. In: 45th annual conference on information sciences and systems (CISS), pp 1, 6, 23–25 Mar 2011 Huang Y, Li H, Campbell KA, Han Z (2011) Defending false data injection attack on smart grid network using adaptive CUSUM test. In: 45th annual conference on information sciences and systems (CISS), pp 1, 6, 23–25 Mar 2011
34.
Zurück zum Zitat Hug G, Giampapa JA (2012) Vulnerability assessment of AC state estimation with respect to false data injection cyber-attacks. IEEE Trans Smart Grid 3(3):1362, 1370 (Sept 2012) Hug G, Giampapa JA (2012) Vulnerability assessment of AC state estimation with respect to false data injection cyber-attacks. IEEE Trans Smart Grid 3(3):1362, 1370 (Sept 2012)
35.
Zurück zum Zitat Anwar A, Mahmood AN (2014) Cyber security of smart grid infrastructure. In: The state of the art in intrusion prevention and detection, CRC Press, USA (Jan 2014) Anwar A, Mahmood AN (2014) Cyber security of smart grid infrastructure. In: The state of the art in intrusion prevention and detection, CRC Press, USA (Jan 2014)
36.
Zurück zum Zitat Teixeira A, Amin S, Sandberg H, Johansson KH, Sastry SS (2010) Cyber security analysis of state estimators in electric power systems. In: 49th IEEE conference on decision and control (CDC), pp 5991, 5998, 15–17 Dec 2010 Teixeira A, Amin S, Sandberg H, Johansson KH, Sastry SS (2010) Cyber security analysis of state estimators in electric power systems. In: 49th IEEE conference on decision and control (CDC), pp 5991, 5998, 15–17 Dec 2010
Metadaten
Titel
Vulnerabilities of Smart Grid State Estimation Against False Data Injection Attack
verfasst von
Adnan Anwar
Abdun Naser Mahmood
Copyright-Jahr
2014
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-4585-27-9_17