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Vernotte, A., Välja, M., Korman, M., Björkman, G., Ekstedt, M. & Lagerström, R. (2018). Load Balancing of Renewable Energy: A Cyber Security Analysis. Energy Informatics, 1, Article ID 5.
Open this publication in new window or tab >>Load Balancing of Renewable Energy: A Cyber Security Analysis
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2018 (English)In: Energy Informatics, E-ISSN 2520-8942, Vol. 1, article id 5Article in journal (Refereed) Published
Abstract [en]

Background

In the coming years, the increase of automation in electricity distribution grids, controlled by ICT, will bring major consequences to the cyber security posture of the grids. Automation plays an especially important role in load balancing of renewable energy where distributed generation is balanced to load in a way that the grid stability is ensured. Threats to the load balancing and the smart grid in general arise from the activities of misbehaving or rouge actors in combination with poor design, implementation, or configuration of the system that makes it vulnerable. It is urgent to conduct an in-depth analysis about the feasibility and imminency of these potential threats ahead of a cyber catastrophy. This paper presents a cyber security evaluation of the ICT part of the smart grid with a focus on load balancing of renewable energy.

Method

The work builds on a load balancing centered smart grid reference architecture model that is designed as part of the evaluation with the help of SCADA system and smart grid experts. The smart grid load balancing architecture represented by the model is then analyzed using a threat modelling approach that is encapsulated in a tool called securiCAD. Countermeasures are introduced in the model to measure how much each improve the cyber security of the smart grid.

Results

The analysis shows that the main threat comes from the internet and is directly dependant on the level of internet access office users have coupled with their level of access on the OT zone. Supply chain attacks are also of great concern, i.e. the compromising of the software/hardware vendor with the objective of feeding rogue updates to assets, typically to install a backdoor. The general takeaway defense-wise is that it is of the utmost importance to increase efforts in securing the smart Grid in all the ways possible as they appear to be generally complementary.

Discussion

The obtained results raise concerns whether the architecture of the smart grid still remains satisfactory in today’s state of the cyberspace and the increased presence and sophistication of cyber threats. There are also concerns whether the proposed security measures, regardless of their evaluated effectiveness, are realistically implementable from both financial and practical point of view.

Conclusions

There is no silver bullet available to achieve full protection against cyber attacks. The smart grid remains a network of IT/OT machines with dataflows going between them. State-sponsored hackers given enough time and regardless of the defences in place will eventually make their way into a critical infrastructure such as the smart grid. While mitigations will not eliminate the threats, they will increase the cyber resilience of the infrastructure by increasing both its time frame and effectiveness. As such, in a time where usability, efficiency and practicality are at the front of every domain, innovations regarding these aspects should really be carried out with strong security in mind.

Place, publisher, year, edition, pages
Springer, 2018
National Category
Computer Sciences
Identifiers
urn:nbn:se:kth:diva-230939 (URN)10.1186/s42162-018-0010-x (DOI)2-s2.0-85064612403 (Scopus ID)
Funder
StandUp
Note

QCR 20180620. QC 20191024

Available from: 2018-06-18 Created: 2018-06-18 Last updated: 2024-03-15Bibliographically approved
Korman, M., Välja, M., Björkman, G., Ekstedt, M., Vernotte, A. & Lagerström, R. (2017). Analyzing the effectiveness of attack countermeasures in a SCADA system. In: Proceedings - 2017 2nd Workshop on Cyber-Physical Security and Resilience in Smart Grids, CPSR-SG 2017 (part of CPS Week): . Paper presented at 2nd Workshop on Cyber-Physical Security and Resilience in Smart Grids, CPSR-SG 2017, 21 April 2017 (pp. 73-78). Association for Computing Machinery, Inc
Open this publication in new window or tab >>Analyzing the effectiveness of attack countermeasures in a SCADA system
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2017 (English)In: Proceedings - 2017 2nd Workshop on Cyber-Physical Security and Resilience in Smart Grids, CPSR-SG 2017 (part of CPS Week), Association for Computing Machinery, Inc , 2017, p. 73-78Conference paper, Published paper (Refereed)
Abstract [en]

The SCADA infrastructure is a key component for power grid operations. Securing the SCADA infrastructure against cyber intrusions is thus vital for a well-functioning power grid. However, the task remains a particular challenge, not the least since not all available security mechanisms are easily deployable in these reliability-critical and complex, multi-vendor environments that host modern systems alongside legacy ones, to support a range of sensitive power grid operations. This paper examines how effective a few countermeasures are likely to be in SCADA environments, including those that are commonly considered out of bounds. The results show that granular network segmentation is a particularly effective countermeasure, followed by frequent patching of systems (which is unfortunately still difficult to date). The results also show that the enforcement of a password policy and restrictive network configuration including whitelisting of devices contributes to increased security, though best in combination with granular network segmentation.

Place, publisher, year, edition, pages
Association for Computing Machinery, Inc, 2017
Keywords
Cyber security, SCADA system, Security controls, Threat modeling, Vulnerability assessment, Electric power system security, Electric power transmission networks, Legacy systems, SCADA systems, Smart power grids, Multi-vendor environment, Network configuration, Network segmentation, Power grid operations, Vulnerability assessments, Network security
National Category
Computer Systems
Identifiers
urn:nbn:se:kth:diva-216532 (URN)10.1145/3055386.3055393 (DOI)2-s2.0-85019036296 (Scopus ID)
Conference
2nd Workshop on Cyber-Physical Security and Resilience in Smart Grids, CPSR-SG 2017, 21 April 2017
Note

QC 20171128

Part of ISBN 978-145034978-9

Available from: 2017-11-28 Created: 2017-11-28 Last updated: 2024-11-06Bibliographically approved
Vernotte, A., Johnson, P., Ekstedt, M. & Lagerström, R. (2017). In-Depth Modeling of the UNIX Operating System for Architectural Cyber Security Analysis. In: Halle, S Dijkman, R Lapalme, J (Ed.), PROCEEDINGS OF THE 2017 IEEE 21ST INTERNATIONAL ENTERPRISE DISTRIBUTED OBJECT COMPUTING CONFERENCE WORKSHOPS AND DEMONSTRATIONS (EDOCW 2017): . Paper presented at 21st IEEE International Enterprise Distributed Object Computing Conference (EDOC), OCT 10-13, 2017, Quebec City, CANADA (pp. 127-136). Institute of Electrical and Electronics Engineers (IEEE)
Open this publication in new window or tab >>In-Depth Modeling of the UNIX Operating System for Architectural Cyber Security Analysis
2017 (English)In: PROCEEDINGS OF THE 2017 IEEE 21ST INTERNATIONAL ENTERPRISE DISTRIBUTED OBJECT COMPUTING CONFERENCE WORKSHOPS AND DEMONSTRATIONS (EDOCW 2017) / [ed] Halle, S Dijkman, R Lapalme, J, Institute of Electrical and Electronics Engineers (IEEE), 2017, p. 127-136Conference paper, Published paper (Refereed)
Abstract [en]

ICT systems have become an integral part of business and life. At the same time, these systems have become extremely complex. In such systems exist numerous vulnerabilities waiting to be exploited by potential threat actors. pwnPr3d is a novel modelling approach that performs automated architectural analysis with the objective of measuring the cyber security of the modeled architecture. Its integrated modelling language allows users to model software and hardware components with great level of details. To illustrate this capability, we present in this paper the metamodel of UNIX, operating systems being the core of every software and every IT system. After describing the main UNIX constituents and how they have been modelled, we illustrate how the modelled OS integrates within pwnPr3d's rationale by modelling the spreading of a self-replicating malware inspired by WannaCry.

Place, publisher, year, edition, pages
Institute of Electrical and Electronics Engineers (IEEE), 2017
Series
IEEE International Enterprise Distributed Object Computing Conference Workshops-EDOCW, ISSN 2325-6583
National Category
Computer Systems
Identifiers
urn:nbn:se:kth:diva-220666 (URN)10.1109/EDOCW.2017.26 (DOI)000417417800020 ()2-s2.0-85043606711 (Scopus ID)978-1-5386-1568-3 (ISBN)
Conference
21st IEEE International Enterprise Distributed Object Computing Conference (EDOC), OCT 10-13, 2017, Quebec City, CANADA
Funder
EU, FP7, Seventh Framework Programme, 607109Swedish Civil Contingencies Agency
Note

QC 20180108

Available from: 2018-01-08 Created: 2018-01-08 Last updated: 2022-06-26Bibliographically approved
Johnson, P., Vernotte, A., Ekstedt, M. & Lagerström, R. (2016). pwnPr3d: an Attack Graph Driven Probabilistic Threat Modeling Approach. In: Availability, Reliability and Security (ARES), 2016 11th International Conference on: . Paper presented at International Conference on Availability, Reliability and Security (ARES). IEEE conference proceedings
Open this publication in new window or tab >>pwnPr3d: an Attack Graph Driven Probabilistic Threat Modeling Approach
2016 (English)In: Availability, Reliability and Security (ARES), 2016 11th International Conference on, IEEE conference proceedings, 2016Conference paper, Published paper (Refereed)
Abstract [en]

In this paper we introduce pwnPr3d, a probabilistic threat modeling approach for automatic attack graph generation based on network modeling. The aim is to provide stakeholders in organizations with a holistic approach that both provides high-level overview and technical details. Unlike many other threat modeling and attack graph approaches that rely heavily on manual work and security expertise, our language comes with built-in security analysis capabilities. pwnPr3d generates probability distributions over the time to compromise assets.

Place, publisher, year, edition, pages
IEEE conference proceedings, 2016
Keywords
:Threat Modeling; Network Security; Attack Graphs
National Category
Computer Systems
Identifiers
urn:nbn:se:kth:diva-200698 (URN)10.1109/ARES.2016.77 (DOI)000391214400034 ()2-s2.0-85015304142 (Scopus ID)
Conference
International Conference on Availability, Reliability and Security (ARES)
Note

QC 20170202

Available from: 2017-02-01 Created: 2017-02-01 Last updated: 2024-03-18Bibliographically approved
Johnson, P., Vernotte, A., Gorton, D., Ekstedt, M. & Lagerström, R. (2016). Quantitative Information Security Risk Estimation using Probabilistic Attack Graphs. In: RISK: International Workshop on Risk Assessment and Risk-driven Testing: 4th International Workshop, RISK 2016, Held in Conjunction with ICTSS 2016, Graz, Austria, October 18, 2016, Revised Selected Papers. Paper presented at 4th International Workshop on Risk Assessment and Risk Driven Quality Assurance, RISK 2016 held in conjunction with 28th International Conference on Testing Software and Systems, ICTSS 2016, Graz, Austria, 18 October 2016 through 18 October 2016 (pp. 37-52). Springer, 10224
Open this publication in new window or tab >>Quantitative Information Security Risk Estimation using Probabilistic Attack Graphs
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2016 (English)In: RISK: International Workshop on Risk Assessment and Risk-driven Testing: 4th International Workshop, RISK 2016, Held in Conjunction with ICTSS 2016, Graz, Austria, October 18, 2016, Revised Selected Papers, Springer, 2016, Vol. 10224, p. 37-52Conference paper, Published paper (Refereed)
Abstract [en]

This paper proposes an approach, called pwnPr3d, for quantitatively estimating information security risk in ICT systems. Unlike many other risk analysis approaches that rely heavily on manual work and security expertise, this approach comes with built-in security risk analysis capabilities. pwnPr3d combines a network architecture modeling language and a probabilistic inference engine to automatically generate an attack graph, making it possible to identify threats along with the likelihood of these threats exploiting a vulnerability. After defining the value of information assets to their organization with regards to confidentiality, integrity and availability breaches, pwnPr3d allows users to automatically quantify information security risk over time, depending on the possible progression of the attacker. As a result, pwnPr3d provides stakeholders in organizations with a holistic approach that both allows high-level overview and technical details.

Place, publisher, year, edition, pages
Springer, 2016
Series
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), ISSN 0302-9743 ; 10224
National Category
Computer Systems
Identifiers
urn:nbn:se:kth:diva-200700 (URN)10.1007/978-3-319-57858-3_4 (DOI)000426090100004 ()2-s2.0-85018370233 (Scopus ID)9783319578576 (ISBN)
Conference
4th International Workshop on Risk Assessment and Risk Driven Quality Assurance, RISK 2016 held in conjunction with 28th International Conference on Testing Software and Systems, ICTSS 2016, Graz, Austria, 18 October 2016 through 18 October 2016
Funder
Swedish Civil Contingencies AgencyEU, FP7, Seventh Framework Programme, 607109
Note

QC 20171030

Available from: 2017-02-01 Created: 2017-02-01 Last updated: 2024-03-18Bibliographically approved
Vernotte, A. (2013). Research Questions for Model-Based Vulnerability Testing of Web Applications. In: 2013 IEEE SIXTH INTERNATIONAL CONFERENCE ON SOFTWARE TESTING, VERIFICATION AND VALIDATION (ICST 2013): . Paper presented at 6th IEEE Int. Conf. on Software Testing, Verification and Validation (pp. 505-506). IEEE Computer Society
Open this publication in new window or tab >>Research Questions for Model-Based Vulnerability Testing of Web Applications
2013 (English)In: 2013 IEEE SIXTH INTERNATIONAL CONFERENCE ON SOFTWARE TESTING, VERIFICATION AND VALIDATION (ICST 2013), IEEE Computer Society, 2013, p. 505-506Conference paper, Published paper (Refereed)
Abstract [en]

This paper presents my Ph.D. research that focuses on developing concepts and techniques for Model-Based Vulnerability Testing (MBVT) of Web Applications. This research bridges the gap between MBT techniques, which are usually addressed to functional testing, and vulnerability testing, which is mostly done manually or with the assistance of Web Vulnerability Scanners, both techniques having several flaws. In this document, we define the core of the research and its expected contributions to MBT and vulnerability testing. Then, we expose the major key challenges of the research, and finally provide early results.

Place, publisher, year, edition, pages
IEEE Computer Society, 2013
Keywords
odel-Based Testing, Vulnerability Testing, Web Applications, DVWA example
National Category
Computer Systems
Identifiers
urn:nbn:se:kth:diva-179078 (URN)10.1109/ICST.2013.82 (DOI)000332473300066 ()2-s2.0-84883358851 (Scopus ID)
Conference
6th IEEE Int. Conf. on Software Testing, Verification and Validation
Note

QC 2016-02-05

Available from: 2015-12-10 Created: 2015-12-10 Last updated: 2022-06-23Bibliographically approved
Organisations
Identifiers
ORCID iD: ORCID iD iconorcid.org/0000-0002-2113-4900

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