Skip to main content

PNNL

  • About
  • News & Media
  • Careers
  • Events
  • Research
    • Scientific Discovery
      • Biology
        • Chemical Biology
        • Computational Biology
        • Ecosystem Science
        • Human Health
          • Cancer Biology
          • Exposure Science & Pathogen Biology
        • Integrative Omics
          • Advanced Metabolomics
          • Chemical Biology
          • Mass Spectrometry-Based Measurement Technologies
          • Spatial and Single-Cell Proteomics
          • Structural Biology
        • Microbiome Science
          • Biofuels & Bioproducts
          • Human Microbiome
          • Soil Microbiome
          • Synthetic Biology
        • Predictive Phenomics
      • Chemistry
        • Computational Chemistry
        • Chemical Separations
        • Chemical Physics
        • Catalysis
      • Earth & Coastal Sciences
        • Global Change
        • Atmospheric Science
          • Atmospheric Aerosols
          • Human-Earth System Interactions
          • Modeling Earth Systems
        • Coastal Science
        • Ecosystem Science
        • Subsurface Science
        • Terrestrial Aquatics
      • Materials Sciences
        • Materials in Extreme Environments
        • Precision Materials by Design
        • Science of Interfaces
        • Smart Advanced Manufacturing
          • Cold Spray
          • Friction Stir Welding & Processing
          • ShAPE
      • Nuclear & Particle Physics
        • Dark Matter
        • Fusion Energy Science
        • Neutrino Physics
      • Quantum Information Sciences
    • Energy Resiliency
      • Electric Grid Modernization
        • Emergency Response
        • Grid Analytics
          • AGM Program
          • Tools and Capabilities
        • Grid Architecture
        • Grid Cybersecurity
        • Grid Energy Storage
        • Transmission
        • Distribution
      • Energy Efficiency
        • Appliance and Equipment Standards
        • Building Energy Codes
        • Building Technologies
          • Advanced Building Controls
          • Advanced Lighting
          • Building-Grid Integration
        • Commercial Buildings
        • Federal Buildings
          • Federal Performance Optimization
          • Resilience and Security
        • Residential Buildings
          • Building America Solution Center
          • Energy Efficient Technology Integration
          • Home Energy Score
        • Energy Efficient Technology Integration
      • Energy Storage
        • Electrochemical Energy Storage
        • Flexible Loads and Generation
        • Grid Integration, Controls, and Architecture
        • Regulation, Policy, and Valuation
        • Science Supporting Energy Storage
        • Chemical Energy Storage
      • Environmental Management
        • Waste Processing
        • Radiation Measurement
        • Environmental Remediation
      • Fossil Energy
        • Subsurface Energy Systems
        • Carbon Management
          • Carbon Capture
          • Carbon Storage
          • Carbon Utilization
        • Advanced Hydrocarbon Conversion
      • Nuclear Energy
        • Fuel Cycle Research
        • Advanced Reactors
        • Reactor Operations
        • Reactor Licensing
      • Renewable Energy
        • Solar Energy
        • Wind Energy
          • Wind Resource Characterization
          • Wildlife and Wind
          • Community Values and Ocean Co-Use
          • Wind Systems Integration
          • Wind Data Management
          • Distributed Wind
        • Marine Energy
          • Environmental Monitoring for Marine Energy
          • Marine Biofouling and Corrosion
          • Marine Energy Resource Characterization
          • Testing for Marine Energy
          • The Blue Economy
        • Hydropower
          • Environmental Performance of Hydropower
          • Hydropower Cybersecurity and Digitalization
          • Hydropower and the Electric Grid
          • Materials Science for Hydropower
          • Pumped Storage Hydropower
          • Water + Hydropower Planning
        • Grid Integration of Renewable Energy
        • Geothermal Energy
      • Transportation
        • Bioenergy Technologies
          • Algal Biofuels
          • Aviation Biofuels
          • Waste-to-Energy and Products
        • Hydrogen & Fuel Cells
        • Vehicle Technologies
          • Emission Control
          • Energy-Efficient Mobility Systems
          • Lightweight Materials
          • Vehicle Electrification
          • Vehicle Grid Integration
    • National Security
      • Chemical & Biothreat Signatures
        • Contraband Detection
        • Pathogen Science & Detection
        • Explosives Detection
        • Threat-Agnostic Biodefense
      • Cybersecurity
        • Discovery and Insight
        • Proactive Defense
        • Trusted Systems
      • Nuclear Material Science
      • Nuclear Nonproliferation
        • Radiological & Nuclear Detection
        • Nuclear Forensics
        • Ultra-Sensitive Nuclear Measurements
        • Nuclear Explosion Monitoring
        • Global Nuclear & Radiological Security
      • Stakeholder Engagement
        • Disaster Recovery
        • Global Collaborations
        • Legislative and Regulatory Analysis
        • Technical Training
      • Systems Integration & Deployment
        • Additive Manufacturing
        • Deployed Technologies
        • Rapid Prototyping
        • Systems Engineering
      • Threat Analysis
        • Advanced Wireless Security
          • 5G Security
          • RF Signal Detection & Exploitation
        • Internet of Things
        • Maritime Security
        • Millimeter Wave
        • Mission Risk and Resilience
    • Data Science & Computing
      • Artificial Intelligence
      • Graph and Data Analytics
      • Software Engineering
      • Computational Mathematics & Statistics
      • Future Computing Technologies
        • Adaptive Autonomous Systems
    • Lab Objectives
    • Publications & Reports
    • Featured Research
  • People
    • Inventors
    • Lab Leadership
    • Lab Fellows
    • Staff Accomplishments
  • Partner with PNNL
    • Education
      • Undergraduate Students
      • Graduate Students
      • Post-graduate Students
      • University Faculty
      • University Partnerships
      • K-12 Educators and Students
      • STEM Education
        • STEM Workforce Development
        • STEM Outreach
        • Meet the Team
      • Internships
    • Community
      • Regional Impact
      • Philanthropy
      • Volunteering
    • Industry
      • Available Technologies
      • Industry
      • Industry Partnerships
      • Licensing & Technology Transfer
      • Entrepreneurial Leave
      • Visual Intellectual Property Search (VIPS)
  • Facilities & Centers
    • All Facilities
      • Atmospheric Radiation Measurement User Facility
      • Electricity Infrastructure Operations Center
      • Energy Sciences Center
      • Environmental Molecular Sciences Laboratory
      • Grid Storage Launchpad
      • Institute for Integrated Catalysis
      • Interdiction Technology and Integration Laboratory
      • PNNL Portland Research Center
      • PNNL Seattle Research Center
      • PNNL-Sequim (Marine and Coastal Research)
      • Radiochemical Processing Laboratory
      • Shallow Underground Laboratory

Wildfire Risk & Resilience

  • Explore our Research
    • Wildfire Resiliency Standards and Metrics for Utilities
    • Wildfire Risk & Changing Utility Business Models
    • Rapid Analytics for Disaster Response
    • State Technical Assistance for Emerging Wildfire Risk
  • Explore Technical Assistance
    • For Utilities
    • For States
  • Tools
    • Rapid Analytics for Disaster Response
    • WREST
    • Wildfire Mitigation Plan Database
    • EGRASS
    • DCAT
  • Get Connected
    • Events
    • Meet the Team

Breadcrumb

  1. Home
  2. Projects
  3. Wildfire Risk & Resilience

Dynamic Contingency Analysis Tool (DCAT)

DCAT is a cutting-edge, open-source tool that empowers grid planners to simulate, analyze, and mitigate cascading power outages using hybrid dynamic-steady-state modeling and real-world protection systems.

The Dynamic Contingency Analysis Tool (DCAT) is an open-platform and publicly available methodology to help develop applications that aim to improve the capabilities of power system planning engineers to assess the impact and likelihood of extreme contingencies and potential cascading events across their systems and interconnections. Outputs from DCAT will help find mitigation solutions to reduce the risk of cascading outages in technically sound and effective ways. It has the following features: It uses a hybrid dynamic and steady-state approach to simulating the cascading outage sequences that includes fast dynamic and slower steady-state events. It integrates dynamic models with protection scheme models for generation, transmission, and load. It models special protection systems (SPSs)/remedial action schemes (RASs) and automatic and manual corrective actions. Overall, the DCAT attempts to bridge multiple gaps in cascading-outage analysis in a single, unique prototype tool capable of automatically simulating and analyzing cascading sequences in real systems using multiprocessor computers.

Map image of a metropolitan area that includes individual cascading events labeled

DCAT simulates finer details of cascading grid.

Publications

Journal Publications
  • Vyakaranam B., N. Samaan, Y. Makarov, T. Nguyen, Y. Chen, and J. Dagle, et al. 2025. "A Hybrid Dynamic/Steady-State Tool With Protection Simulation for Cascading-Outage Analysis of Extreme Events in Power Systems," IEEE Access, vol. 13, pp. 103823-103833. doi: 10.1109/ACCESS.2025.3578245, https://ieeexplore.ieee.org/document/11033199
  • Guddanti K., B. Vyakaranam, T.B. Nguyen, S. Kincic, P.V. Etingov, Q.H. Nguyen, and N.A. Samaan, et al. 2022. "Identification of Voltage Stability Critical Locations for Future Large Grids with Dynamics and High Renewable Mix," IEEE Open Access Journal of Power and Energy. PNNL-SA-178082
  • Qin C., K. Prudhvi Guddanti, B. Vyakaranam, T. Nguyen, K. Mahapatra, Q. Nguyen, Z. Hou, P. Etingov, and N. Samaan. "Critical Zone Identification Framework for Bulk Electric System Security Assessment," International Journal of Electrical Power & Energy Systems
  • Guddanti K., B. Vyakaranam, K. Mahapatra, Z. Hou, P.V. Etingov, N.A. Samaan, and T.B. Nguyen, et al. 2023. "Dynamic Security Analysis Framework for Future Large Grids with High Renewable Penetrations," IEEE Access 11. PNNL-SA-174886. doi:10.1109/ACCESS.2023.3238316
  • Vyakaranam B., K. Mahapatra, X. Li, H. Wang, P.V. Etingov, Z. Hou, and Q.H. Nguyen, et al. 2021. "Novel Data-Driven Distributed Learning Framework for Solving AC Power Flow for Large Interconnected Systems," IEEE Open Access Journal of Power and Energy 8. PNNL-SA-158500. doi:10.1109/OAJPE.2021.3092264
     
Conference Publications
  • Vyakaranam B., N. Samaan, B. Thomas, W.W. Price, M. Vallem, R. Huang, R. Diao, and Y. Makarov, “Modeling of Protection Relays using Generic Models in System-Wide Power System Dynamic Simulation Studies,” IEEE PES General Meeting, 2018
  • Dong F., B. Vyakaranam, N. Samaan, R. Huang, B. Thomas, W.W. Price, M. Vallem, “Restoration of System Security with Optimized Corrective Actions,” IEEE PES General Meeting, 2018
  • Huang Q., B. Vyakaranam, R. Diao, Y. Makarov, N. Samaan, M.R. Vallem, and E. Pajuelo, "Modeling Zone-3 Protection with Generic Relay Models for Dynamic Contingency Analysis," in the Proc. of IEEE/PES General Meeting, Chicago, July 2017
  • Vyakaranam B., A. Berscheid, M. Vallem, N. Samaan, X. Ke, Y. Makarov, J. Dagle, R. Diao, “Novel Additions to DCAT to Analyze What-if Scenarios of Protection Maloperation and Intermittent Resources on Cascading Failures for Extreme Events,” IEEE PES Transmission and Distribution Conference and Exposition, April 2018
  • Vyakaranam B., V. Mallikarjuna, T. Nguyen, N. Samaan, A. Berscheid, Y.V. Makarov, R. Diao, “A Study of the Impact of Peak Demand on Increasing Vulnerability of Cascading Failures to Extreme Contingency Events," in the Proc. of IEEE/PES General Meeting, Chicago, July 2017
  • Vallem M., B. Vyakaranam, J. Holzer, N. Samaan, Y.V. Makarov, R. Diao, Q. Huang, and X. Ke, “Hybrid Cascading Outage Analysis of Extreme Events with Optimized Corrective Actions,” in the Proc. of The 2017 Intelligent Systems Application to Power Systems (ISAP) Conference, San Antonio, September 2017
  • Samaan N.A., J.E. Dagle, Y.V. Makarov, R. Diao, M.R. Vallem, T.B. Nguyen, L.E. Miller, B.G. Vyakaranam, S. Wang, F.K. Tuffner, M.A. Pai, J. Conto, and S.W. Kang, “Modeling of Protection in Dynamic Simulation Using Generic Relay Models and Settings,” in the Proc. of IEEE/PES General Meeting, Boston, July 2016
     
Reports/User Manuals
  • Samaan N.A., J.E. Dagle, Y.V. Makarov, R. Diao, M.R. Vallem, T.B. Nguyen, L.E. Miller, B. Vyakaranam, S. Wang, F.K. Tuffner, and M.A. Pai, "Dynamic Contingency Analysis Tool Phase 1," PNNL-24843, Pacific Northwest National Laboratory, Richland, WA
  • Vyakaranam B., N.A. Samaan, X. Li, R. Huang, Y. Chen, M.R. Vallem, and T.B. Nguyen, et al. 2019. "Dynamic Contingency Analysis Tool 2.0 User Manual with Test System Examples," Pacific Northwest National Laboratory, Richland, WA
  • Vyakaranam B., N.A. Samaan, R. Huang, S.T. Ojetola. 2018. “Dynamic Contingency Analysis Tool (DCAT) User Manual for Use with GE PSLF” 
  • Other DCAT publications on Research Gate

Contacts

Bharat Vyakaranam
Electrical Engineer
bharatgnvsr.vyakaranam@pnnl.gov
(509) 375-3658
Nader Samaan
Electrical Engineer
nader.samaan@pnnl.gov

PNNL

  • Get in Touch
    • Contact
    • Careers
    • Doing Business
    • Environmental Reports
    • Security & Privacy
    • Vulnerability Disclosure Policy
    • Notice to Applicants
  • Research
    • Scientific Discovery
    • Energy Resiliency
    • National Security
Subscribe to PNNL News
Department of Energy Logo Battelle Logo
Pacific Northwest National Laboratory (PNNL) is managed and operated by Battelle for the Department of Energy
  • YouTube
  • Facebook
  • X (formerly Twitter)
  • Instagram
  • LinkedIn