Faculty Directory

Groth, Katrina

Groth, Katrina

Associate Professor
Associate Director for Research, Center for Risk and Reliability
Mechanical Engineering
Center for Risk and Reliability
Maryland Energy Innovation Institute
0151C Glenn L. Martin Hall, College Park, MD 20742

Katrina Groth is an Associate Professor in Mechanical Engineering at the University of Maryland.  Dr. Groth is the associate director for research for UMD's Center for Risk and Reliability and the director of the Systems Risk and Reliability Analysis lab (SyRRA). Groth’s research focuses on engineering safer systems through models and computational methods for risk analysis of complex engineering systems. Her research blends model-based thinking with computational, data-driven methods, drawing from reliability engineering, probability theory, causal modeling, Bayesian statistics, machine learning and engineering science. She is a recognized expert in hydrogen safety, probabilistic / quantitative risk assessment and human reliability analysis. Groth’s research has enhanced system safety, U.S. regulations and policy, and international codes and standards for applications including hydrogen fueling stations, natural gas and fuel cell vehicles, oil and natural gas pipelines, commercial aviation, and nuclear power.

Prior to joining UMD, she served as Principal R&D Engineer at Sandia National Laboratories, where she led multiple projects in probabilistic risk assessment, human reliability analysis and hydrogen safety, codes, and standards. Groth developed HyRAM (hyram.sandia.gov), a risk assessment and consequence analysis framework for hydrogen infrastructure, designed to put the state-of-the-art in hydrogen safety science into the hands of codes and standards developers. HyRAM integrates analytical models, experimental data, historical data, simulations, and techniques from risk assessment, fire science, and fluid dynamics. HyRAM was a critical tool in enabling harmonization of requirements beween the United States and international safety standards for hydrogen fueling stations (NFPA 2 and ISO 19880-1) and continues to be used today in the development of safe hydrogen technologues.

Groth has published over 90 journal and conference papers, 30 archival technical reports, and 2 software packages, and holds 2 patents. Her work has received funding from the U.S. Department of Energy (DOE), the U.S. Nuclear Regulatory Commission (NRC), the U.S. Pipeline and Hazardous Materials Safety Administration (PHMSA), the National Science Foundation (NSF), the Electric Power Research Institute (EPRI), GTI Energy (formerly Gas Technology Institute), and national laboratories, including Sandia National Laboratories, the National Renewable Energy Laboratory, and Idaho National Laboratory.

Groth is an active and engaged educator, and committed mentor for all of her students, and an advocate for women and minorities in engineering. Groth is also a trustee for the National Museum of Nuclear Science & History in Albuquerque, NM. She brings a combination of passion and deep real-world experience to her classes, and believes that risk assessment needs to be in every engineer's toolbox.

Education

  • Ph.D., Reliability Engineering, University of Maryland, 2009
  • M.S., Reliability Engineering, University of Maryland, 2008
  • B.S., Nuclear Engineering, University of Maryland, 2004

Honors and Awards

  • World’s top 2% scientists (based on 2021-single-year citation) by the Elsevier (Stanford University) list, Nov. 2022
  • Landis Young Member Engineering Achievement Award, American Nuclear Society, 2022 "in recognition of sustained technical excellence in nuclear safety, probabilistic risk assessment, and human reliability analysis"
  • Participant, 2021 US Frontiers of Engineering Symposium, September 2021
  • NSF CAREER  Award, U.S. National Science Foundation, 2021
  • David Okrent Award for Nuclear Safety, American Nuclear Society, 2021
  • DOE Hydrogen and Fuel Cells Program R&D Award “for outstanding leadership and technical contribution to hydrogen safety and risk assessment” in Safety, Codes, and Standards, June, 2016
  • Sandia National Laboratories’ Public Good Innovator Award for HyRAM 1.0, May 2016
  • Robert Schefer Memorial Best Paper Award,“HyRAM: A methodology and toolkit for Quantitative Risk Assessment of Hydrogen Systems,” International Conference on Hydrogen Safety (ICHS), Tokyo, Japan, October, 2015
  • George Apostolakis Early Career Fellowship Award “in recognition of early career accomplishments and contributions to the field of Probabilistic Safety Assessment,” International Association for Probabilistic Safety Assessment and Management (IAPSAM), Helsinki, Finland, 2012

Selected Professional Service

  • Associate Editor, Nuclear Science and Engineering, 2021 - present
  • Editorial Board, Reliability Engineering & System Safety, 2020 - present
  • Board of Trustees, National Atomic Museum Foundation, Albuquerque, NM, 2016 - present
  • Technical Program Committee, International Conference on Probabilistic Safety Assessment and Management, 2012-present
  • Technical Program Committee, European Society for Reliability Annual Meeting (ESREL), 2015-present 
  • Organizer, ASME - UMD workshop on PHM Approach for Complex Engineering Systems (PACES) College Park, MD
  • Organizer, R3Data workshop - Harnessing data for enhanced understanding of risk, reliability, andresilience.  College Park, MD, May 7-8, 2019.
  • Member (Elected), ANS Nuclear Installations Safety Division (NISD) Executive Committee, 2019 - 2022
  • Associate Technical Chair, International Conference on Probabilistic Safety Assessment and Management (PSAM 14), Los Angeles, CA, Sep. 16-21, 2018
  • Associate Editor, Reliability and Maintainability Symposium (RAMS), 2015 - 2018
  • Co-chair, Sub-task on safety methodology and distances, ISO TC197 WG24, 2014 - 2017
  • Scientific Advisory Board, 1st International Conference on Human Error, Reliability, Resilience, and Performance (HERPP), 2017
  • Leader, Task A (safety integration toolkits), International Energy Agency Hydrogen Implementing Agreement, IEA/HIA Task 37, 2014 - 2017

Society Memberships

  • Sigma Xi, the Scientific Research Honors Society
  • American Society of Mechanical Engineers (ASME)
  • American Nuclear Society (ANS)
  • International Association for Hydrogen Energy (IAHE) - Founding member of Hydrogen Safety Division
  • Society for Risk Analysis (SRA)
  • Institute of Electrical and Electronics Engineers (IEEE) Reliability Society - Senior Member

Risk analysis, quantitative risk assessment, system safety, human reliability analysis, causality, human-machine teams, decision making under uncertainty, Bayesian Networks, Bayesian methods, complex systems.

Applications in: hydrogen safety, hydrogen fueling stations, fuel cells, natural gas, pipelines, energy, transportation, infrastructure, and nuclear power plants.


  • ENRE 602 - Reliability Analysis
    • A first-year graduate course open to all engineering majors and required for all Reliability Engineering majors. This course provides an overview of the techniques, methods, and models methods used in various aspects of reliability engineering. Probabilistic modeling; probabilistic definition of reliability; use of data to assess model parameters; Principal methods of reliability analysis, including fault tree and reliability block diagrams; Failure Mode and Effects Analysis (FMEA); event tree construction and evaluation; reliability data collection and analysis; Bayesian analysis; parameter estimation. Focus on problems related to mechanical systems, process plants, energy systems and infrastructures, and other engineered systems.
  • ENRE 447 - Fundamentals of Reliability Engineering
    • A senior-level undergraduate engineering elective open to all STEM majors. This course provides a general survey of the techniques of reliability engineering with a focus on theoretical basis and quantitative methods, with frequent examples of application. Topics covered include: failure modes and effects analysis, mathematical definition of reliability, probabilistic models to represent failure phenomena, statistical life models for non-repairable components, reliability data analysis, and system reliability models including fault trees, event trees.  Students will learn how to apply these techniques to problems related to engineering systems, with example cases for process plants, energy systems and infrastructure.

See my Google Scholar Profile for full list including journal papers, conference papers, and technical reports: https://scholar.google.com/citations?user=KLstwMcAA

Journal Papers (Last update, July 2022):

  • Stephen Thomas and Katrina M. Groth. Toward a hybrid causal framework for autonomous vehicle safety analysis. Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability.
  • Lewis, A. D. & Groth, K. M. Jul. 2022. Metrics for evaluating the performance of complex engineering system health monitoring models Reliability Engineering & System Safety, 223, 108473
  • West, M.; Al-Douri, A.; Hartmann, K.; Buttner, W. & Groth, K. M. Jul. 2022. Critical review and analysis of hydrogen safety data collection tools. International Journal of Hydrogen Energy, 47, 17845-17858.
  • Moradi, R.; Cofre-Martel, S.; Lopez Droguett, E.; Modarres, M. & Groth, K. M. Jun. 2022. Integration of deep learning and Bayesian networks for condition and operation risk monitoring of complex engineering systems. Reliability Engineering & System Safety, 222, 108433
  • Andres Ruiz-Tagle, Enrique Lopez-Droguett, and Katrina M. Groth. Jun. 2022 Exploiting the Capabilities of Bayesian Networks for Engineering Risk Assessment: Causal Reasoning through Interventions. Risk Analysis 42.6, pp. 1306-1324.
  • Correa-Jullian, C. A. & Groth, K. M. May 2022. Opportunities and Data Requirements for Data-Driven Prognostics and Health Management in Liquid Hydrogen Storage Systems International Journal of Hydrogen Energy, 47, 18748-18762.
  • Vincent P. Paglioni and Katrina M. Groth. Apr. 2022. Dependency Definitions for Quantitative Human Reliability Analysis." Reliability Engineering & System Safety 220.4, p. 108274.
  • Heidary, R.; Prasad-Rao, J. & Groth, K. M. Mar. 2022, Optimal Maintenance Policy for Corroded Oil and Gas Pipelines using Markov Decision Processes International Journal of Prognostics and Health Management.
  • Camila Correa-Jullian and Katrina M. Groth. Jan. 2022. Data Requirements for Improving the Quantitative Risk Assessment of Liquid Hydrogen Storage Systems. International Journal of Hydrogen Energy 47.6, pp. 4222-4235.
  • Roohollah Heidary and Katrina M. Groth. Oct. 2021. A hybrid population-based degradation model for pipeline pitting corrosion. Reliability Engineering & System Safety 214.
  • Ramin Moradi and Katrina M. Groth. Dec. 2020. Modernizing risk assessment: A systematic integration of PRA and PHM techniques." Reliability Engineering and System Safety 204.
  • Michelle T. Bensi and Katrina M. Groth. Nov. 2020. On the Value of Data Fusion and Model Integration for Generating Real-time Risk Insights for Nuclear Power." Progress in Nuclear Energy 129. Invited paper, p. 103497. issn: 0149-1970.
  • Roohollah Heidary and Katrina M. Groth. July 2020. A hybrid model of internal pitting corrosion degradation under changing operational conditions for pipeline integrity management. Structural Health Monitoring 19 (4), pp. 1075-1091. 
  • Austin D. Lewis and Katrina M. Groth. 2020. A Dynamic Bayesian Network Structure for, Joint Diagnostics and Prognostics of Complex Engineering Systems. Algorithms 13.3, Mar, 2020.
  • Groth, Katrina M. Denman, Matthew R. Jones, Thomas B. Darling, Michael C. & Luger, George F. Building and using dynamic risk-informed diagnosis procedures for complex system accidents. Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability. 234(1), Feb, 2020.
  • Katrina M. Groth, Reuel Smith, and Ramin Moradi.  A hybrid algorithm for developing third generation HRA methods using simulator data, causal models, and cognitive science. Reliability Engineering and System Safety 191, Nov 2019.
  • Moradi, Ramin and Groth, Katrina M. Hydrogen storage and delivery: Review of the state of the art technologies and risk and reliability analysis, International Journal of Hydrogen Energy, 44(23):12254–12269, May 2019.
  • Darling, Michael C. Luger, George F. Jones, Thomas B. Denman, Matthew R. & Groth,Katrina M. Intelligent modeling for nuclear power plant accident management. International Journal of Artificial Intelligence Tools, 27(2), 2018.
  • Heidary, Roohollah, Gabriel, Steven A. Modarres, Mohammad, Groth, Katrina M.& Vahdati, Nader. A review of data-driven oil and gas pipeline pitting corrosion growth models applicable for prognostic and health management. International Journal of Prognostics and Health Management, 9(1), 2018.
  • Katrina M. Groth and Ethan S. Hecht. HyRAM: A methodology and toolkit for quantitative risk assessment of hydrogen systems. International Journal of Hydrogen Energy. 42(11): 7485-7493, March 2017.
  • C. San Marchi, E. S. Hecht, I. W. Ekoto, K. M. Groth, C. LaFleur, B. P. Somerday, R. Mukundan, T. Rockward, J. Keller, and C. W. James. Overview of the DOE hydrogen safety, codes and standards program, part 3: Advances in research and development to enhance the scientific basis for hydrogen regulations, codes and standards. International Journal of Hydrogen Energy, 42(11): 7263-7274, March 2017.
  • A. C. LaFleur, A. B. Muna, and K. M. Groth. Application of quantitative risk assessment for performance-based permitting of hydrogen fueling stations. International Journal of Hydrogen Energy, 42(11): 7529-7535, March 2017.
  • T. Skjold, D. Siccama, H. Hisken, A. Brambilla, Prankul Middha, K. M. Groth, and A. C. LaFleur. 3D risk management for hydrogen installations. International Journal of Hydrogen Energy, 42(11): 7721-7730, March 2017.
  • Kilian Zwirglmaier, Daniel Straub, and Katrina M. Groth. Capturing cognitive causal paths in human reliability analysis with Bayesian network models. Reliability Engineering & System Safety, 158:117-129, February 2017.
  • Huafei Liao, Katrina Groth, and Susan Stevens-Adams. Challenges in leveraging existing human performance data for quantifying the IDHEAS HRA method. Reliability Engineering & System Safety, 144:159-169, December 2015.
  • Katrina M. Groth, Curtis L. Smith, and Laura P. Swiler. A Bayesian method for using simulator data to enhance human error probabilities assigned by existing HRA methods. Reliability Engineering & System Safety, 128:32-40, 2014.
  • Katrina M. Groth and Laura P. Swiler. Bridging the gap between HRA research and HRA practice: A Bayesian network version of SPAR-H. Reliability Engineering and System Safety, 115:33-42, July 2013.
  • Katrina M. Groth and Ali Mosleh. A data-informed PIF hierarchy for model-based human reliability analysis. Reliability Engineering and System Safety, 108:154-174, December 2012.
  • Jeffrey L. LaChance, Bobby Middleton, and Katrina M. Groth. Comparison of NFPA and ISO approaches for evaluating separation distances. International Journal of Hydrogen Energy, 37(22):17488-17496, November 2012.
  • Katrina M. Groth and Ali Mosleh. Deriving causal Bayesian networks from human reliability analysis data: A methodology and example model. Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability, 226:361-379, August 2012.
  • Katrina Groth, Chengdong Wang, and Ali Mosleh. Hybrid causal methodology and software platform for probabilistic risk assessment and safety monitoring of socio-technical systems. Reliability Engineering & System Safety, 95(12):1276-1285, 2010.
  • Takashi Kashiwagi, Fangming Du, Karen I. Winey, Katrina M. Groth, John R. Shields, Severine P. Bellayer, Hansoo Kim, and Jack F. Douglas. Flammability properties of polymer nanocomposites with single-walled carbon nanotubes: effects of nanotube dispersion and concentration. Polymer, 46(2):471-481, January 2005.
  • Takashi Kashiwagi, Eric Grulke, Jenny Hilding, Katrina Groth, Richard Harris, Kathryn Butler, John Shields, Semen Kharchenko, and Jack Douglas. Thermal and flammability properties of polypropylene/carbon nanotube nanocomposites. Polymer, 45(12):4227-4239, May 2004.

Samantha Wismer Wins DOE NEUP Fellowship

UMD doctoral student is helping to assess the safety of combining hydrogen and nuclear systems.

Introducing the Early Career Distinguished Alumni Society

Announcing the Early Career Distinguished Alumni Society - Class of 2022

SyRRA Lab Members Represent UMD at the National Museum of Nuclear Science and History

The UMD team was honored to meet the recipient of this year's National Award of Nuclear Science & History

Camille Levine Wins DOE NEUP Fellowship

 UMD student focuses on human reliability as a component of nuclear risk assessment.

Student Spotlight: Ketsiya Rejoice Mundoga

Ketsiya is interested in helping organizations with relevant methods and approaches to utilizing their resources.

Allison Reilly Wins NSF CAREER Award

CEE researcher to study resilience disincentives baked into federal public assistance programs.

Assessing Nuclear Risk: CEE, ME Faculty Collaborate on New Tools

Research aims to explore updates to risk assessment tools and methods used by the nuclear industry.

Andrés Ruiz-Tagle Named First Marvin Roush Fellowship Award Recipient

The scholarship was created in honor of Dr. Marvin Roush, a pioneer in the field of Reliability Engineering

UMD Mechanical Engineering Retains Strong Position in Rankings

Program is #12 among public universities and #20 overall, according to U.S. News & World Report

Five Mechanical Engineering Faculty Promoted in 2021

The Ddepartment congratulates faculty members who have been promoted in 2021—two tenured faculty and three professional-track faculty.

Four Clark School Faculty Receive CAREER Awards

Shelby Bensi, Gregg Duncan, Katrina Groth and Katharina Maisel are recipients of NSF CAREER grants.

Student Spotlight: Madison West

Meet Madison West, who has a special interest in renewable energy and hydrogen systems.

Doyenne Reliability Engineering Program

A fellowship for Mozambican women to pursue graduate education in Reliability Engineering at UMD

Groth Wins NSF CAREER Award

UMD professor works to advance the risk assessment field.

Dr Groth Gives a Presentation at the Frontiers in Mechanical Engineering and Sciences

Exploring the Intersection Between Risk Assessment and Prognostics for Complex Engineering Systems

Student Spotlight: Vincent "Vinnie" Paglioni

Meet Vinnie, who says he was predestined from an early age to become a nuclear engineer.

Assessing Natural Hazard Risks to Nuclear Facilities

The DOE has awarded nearly $800,000 to a team led by assistant professor Michelle (Shelby) Bensi.

Student Spotlight: Andrés Ruiz-Tagle

Meet Andrés, who enjoys how interdisciplinary reliability engineering can be.

Engineering Graduate Students Win UMD 3MT Competition

Three Clark School graduate students were among the university's 2020 Three Minute Thesis (3MT) winners.

Mechanical Engineering Graduate Office Celebrates Student Achievements

Online event highlighted awards and honors for 2020 graduates.

Student Spotlight: Ramin Moradi

Meet Ramin, who thinks of reliability engineering as a very unique and useful set of skills.

Complex Systems: Better Understanding the Risks

Doctoral student Austin Lewis and faculty mentor Katrina Groth are developing a Bayesian Network approach.

Groth Joins Editorial Board of Reliability Engineering & System Safety

Assistant Professor Katrina Groth named to the Editorial Board of Elsevier’s Reliability Engineering & System Safety.

Student Spotlight: Austin Lewis

Meet Austin, who understands the importance that a system's reliability has on its functionality. 

Dr. Katrina Groth presented at multiple seminars in Nov. and Dec.

Dr. Groth gave three presentations across November and December 2019.

Student Spotlight: Camila A. Correa Jullian

Meet Camila, who believes engineering is the most versatile field to study.

ENRE Student, Austin Lewis, presents at ESREL

Austin presented both independent research and SyRRA Lab research at ESREL.

ENRE students tour STEM Library and Makerspace

Students from the SyRRA Lab visited UMD's STEM Library and new makerspace to learn about 3D printing. 

Dr. Katrina Groth attends educator visit of nuclear navy facilities

Dr. Groth was one of twelve faculty and staff from engineering schools across the U.S. who flew to San Diego, CA for the visit.

Student Spotlight: Roohollah Heidary

Meet Roohollah, who thinks of reliability engineers as "the doctors of engineering systems."

UMD workshop examines risks related to new transportation technology

Key concerns include vehice safety, software reliabillity, and cybersecurity.

Bensi, Groth Selected for Nuclear Facility Risk Assessment Faculty Development Program

The inter-department program will support junior faculty in developing solutions to advance probabilistic risk assessments.

Ramin Moradi wins Student Merit Award at Society of Risk Analysis annual meeting

Reliability Engineering student wins Student Merit Award at the Society of Risk Analysis annual meeting

Ramin Moradi selected as the Graduate School’s Outstanding Research Assistant Award for AY 2018-19

Reliability Engineering student selected as Graduate School's Outstanding Research Assistant Award for AY 2018-2019.

Spotlight on Dr. Katrina Groth and CRR!

Check out a Clark School feature on CRR's own Dr. Katrina Groth.

Mechanical Engineering Welcomes Assistant Professor Katrina Groth

Groth researches computational models for risk assessment in energy systems and infrastructure.