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Cyber-Physical Security for the Smart Grid Deepa Kundur Texas A&M University (Joint work with Shan Liu, Takis Zourntos and Karen Butler-Purry)
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Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Jun 04, 2018

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Page 1: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Cyber-Physical Security for the Smart Grid

Deepa Kundur Texas A&M University

(Joint work with Shan Liu, Takis Zourntos and Karen Butler-Purry)

Page 2: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

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CYBER SECURITY POWER SYSTEMS

DYNAMICAL SYSTEMS

Page 3: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

A Smarter Grid

Bidirectional information transfer! Bidirectional energy transfer!

MARRIAGE OF INFORMATION TECHNOLOGY WITH THE EXISTING

ELECTRICITY NETWORK

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Page 4: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Why Cyber Protect the Grid?

Technical

Public-Welfare Business

INCREASED MOTIVATION INCREASED

OPPORTUNITY

SECURE FOR COMPLIANCE PROTECT/REDUCE LIABILITY

ASSURE REVENUE

TERRORISM PHYSICAL DAMAGE CASCADING FAILURES

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Page 5: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

What has history taught us?

Commerce eCommerce has provided greater consumer-

and vendor-centricity

Entertainment Digital entertainment has enabled more

flexible business models

Friendship Social networking has allowed us to keep in

touch with geographically distant friends

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IMPERSONATION

PIRACY

PRIVACY

Page 6: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Lessons Learned

Cyber security should be part of system design.

Cyber security is a support service that should not hinder usability

Cyber security is a process; no system is completely secure.

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Page 7: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Cyber-Physical Interface

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Page 8: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Cyber-Physical Interface

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Page 9: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Fundamental R&D Questions

What are the electrical system impacts of a cyber attack?

How should security resources be prioritized for the greatest advantage?

Is the new data/control worth the security risk?

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Page 10: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Of Interest to the EPU Community

Attacks on information accuracy False data injection attacks

Attacks on timely delivery Denial of information access

Attacks on access control Reconfiguration attacks

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Page 11: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Design Mantra

Cyber assets: Any data, device or component of the

environment that supports information-related activities

E.g., IEDs, PLCs, RTUs, PMUs, PDCs, SCADA, AMI, communication infrastructure …

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“Cyber assets are targets of cyber attacks.”

Page 12: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

False Data Injection Attacks

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STATE ESTIMATION

Liu et al. (2009)

Corruption of measurements: za = z + a, for a = Hc and constraints on a

Figures of merit:

Likelihood of finding a Impact = ||xa – x||

Page 13: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Denial-of-Service Attacks

How do you make decisions with lack of or delayed information?

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G(s)

H(s)

Page 14: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Risk Risk = Likelihood x Impact Risk = PThreats x PVulnerabilities x Impact

THREATS NATURALLY OCCURRING UNTRAINED PERSONNEL MALICIOUS INSIDERS LONE ACTORS ORGANIZED CRIME TERRORISM NATION-STATES VLUNERABILITIES

COMMUNICATIONS INTERNET GRID COMPLEXITY CONTROL SYSTEM

COMPLEXITY NEW SYSTEMS NEW DEVICES IMPACT AREAS GENERATION SENSORS

GENERATION ACTUATORS XMISSION SENSORS XMISSION ACTUATORS DISTRIB SENSORS DISTRIB ACTUATORS DISTRIB GNERATION MICROGRIDS

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ICT Simulator

Power System Simulator

Page 15: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Emerging Design Mantra

Cyber-physical assets: Any component of the environment that

supports energy-related activities E.g., IEDs, PLCs, RTUs, PMUs, PDCs, SCADA,

AMI, communication infrastructure, energy sources, transformers, transmission lines, buses, loads

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“Cyber-physical assets are targets of cyber-physical attacks.”

Page 16: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Cyber-Physical Vulnerabilities

Cyber assets can be direct targets of cyber and physical attacks.

Physical assets can be direct targets of physical attack and indirect targets of cyber attack.

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Page 17: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Cyber-Physical Attacks Evolving definitions:

A coordinated set of cyber and physical attacks on cyber-physical assets with the goal of maximizing physical disruption E.g., combination of transmission line fault with state

estimation modification

A cyber attack employed on a cyber asset with the goal of disruptive impacts to the physical assets E.g., control signal modification to reconfigure power

system to an emergency state

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Emerging Grand challenge: Modeling

Page 18: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Modeling Wish List

Tight coupling of cyber and physical components:

time-scale integration, vulnerability analysis

Formalism using powerful mathematical constructs

Flexible granularity of modeling detail to tune complexity

‘What if’ analysis possible.

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Page 19: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Dynamical Systems

Dynamical Systems Describes time evolution of state vector:

Models physics of power systems effectively

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✓ Formalism � Variable granularity � ‘What if’ analysis

How can you model cyber and physical entities within a common framework?

Page 20: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

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Page 21: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

13 Node System

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Page 22: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

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Graph Model

Page 23: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Of Interest to the Power Community

Attacks on information accuracy False data injection attacks

Attacks on timely delivery Denial of information access

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Attacks on access control Reconfiguration attacks

Page 24: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Cyber-Physical Attacks Evolving definitions:

A coordinated set of cyber and physical attacks on

cyber-physical assets with the goal of maximizing physical disruption E.g., combination of transmission line fault with state

estimation modification

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A cyber attack employed on a cyber asset with the goal of disruptive impacts to the physical assets E.g., control signal modification to reconfigure power

system to an emergency state

Page 25: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Coordinated Switching Attacks

Smart grid envisions remote access of circuit breakers and switches

Breaker control signals are corrupted

Exploits physical vulnerabilities from reconfiguration

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Page 26: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Coordinated Switching Attacks Goal: physical disruption through rotor

angle instability

Exploit local state info to define a disruptive cyber control switching sequence

Model the cyber-physical system as a type of hybrid dynamic system: Exhibit both continuous and discrete behaviors

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Page 27: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Variable Structure System

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switching signal

Page 28: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Variable Structure System

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Page 29: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Variable Structure System

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Page 30: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Static Switch Phase Portraits

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Page 31: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Variable Structure System

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Page 32: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Variable Structure System

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Page 33: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

The Sliding Mode

“Emergent” property from switching that has characteristics different from individual subsystems

Motion of state trajectory along a chosen line/plane/surface

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Page 34: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Existence of Sliding Mode

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s>0

s<0

Page 35: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Attack Construction

1. Represent smart system as variable structure system whereby s(x) is general.

2. Determine existence of and identify class of sliding modes.

3. Assign identified sliding surface for attack.

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Page 36: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

WECC System

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Western Electricity Coordinating Council, 3 machine, 9-bus system

Page 37: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Step 1: Modeling

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Page 38: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Step 2: Existence of Sliding Mode

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Phase Portrait of A1 Phase Portrait of A2 Overlapping Close-up

Page 39: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Step 2: Existence of Sliding Mode

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VALID SLIDING SURFACE

A1 A2

Page 40: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Step 3: Assign s(x) for attack

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Page 41: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Attack Simulation on SMIB Model

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Switching applied From 0 s to 2.5 s.

Page 42: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Attack Simulation on WECC

PSCAD Simulations

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Page 43: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Attack Simulation on WECC

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Page 44: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Final Remarks

Coordinated variable structure switching attacks represent a new class of attacks aimed specifically to disrupt power system operation.

Hybrid dynamical system models are effective tools in vulnerability analysis.

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Page 45: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Where should we go from here? Develop common problem formulations

within community Exciting area, but still ad hoc

Encourage greater collaboration amongst

power system researchers, control theorists and information technology community

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Page 46: Cyber-Physical Security for the Smart Grid - TCIPG · Cyber-Physical Security for the Smart Grid Deepa Kundur ... 11 “Cyber assets are ... machine, 9- bus system .

Contact

Dr. Deepa Kundur Associate Professor Electrical & Computer Engineering Texas A&M University [email protected] http://www.ece.tamu.edu/~deepa/

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