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MONTHYEARML23221A4022023-08-11011 August 2023 Engineering Applications of Artificial Intelligence and Machine Learning for Mechanical Systems and Component Performance ML23200A3442023-06-20020 June 2023 National Organization of Test, Research, and Training Reactors 2023 Annual Conference Presentation by Joseph Staudenmeier on Models for Thermal Hydraulic Safety Analysis ML23166A1122023-06-14014 June 2023 Presentation on Artificial Intelligence and Machine Learning Support for Probabilistic Fracture Mechanics Analysis ML23045A2852023-03-14014 March 2023 RIC 2023 03/14/2023 to 03/16/2023 Regulatory Information Conference (RIC) Advancing the Infrastructure for Using PRA in Decision-Making Technical Session T5 ML22153A3072022-06-21021 June 2022 sessionabstract-t7 ML22153A3242022-06-21021 June 2022 sessionabstract-th21 ML22083A0302022-03-24024 March 2022 March 2022 Joint EPRI-INL ATF Workshop - NRC Code Development and Assessment for Accident Tolerant Fuel ML22080A0472022-03-22022 March 2022 Anticipated Impacts of Nuclear Accidents, Presentation for 2022 Society for Benefit-Cost Analysis Annual Conference, 3-22-2022 ML22081A3702022-03-10010 March 2022 RIC 2022 TH21 NRC Form 1106 R Prasad PNNL ML22081A3662022-03-10010 March 2022 RIC 2022 TH21 NRC Form 1106 F Ferrante EPRI ML22179A2242022-03-0909 March 2022 RIC 2022 Digital Twin Ffr Video ML22140A3092022-03-0808 March 2022 bush-goddards-hv-w12 ML22040A1802022-03-0808 March 2022 Regulatory Information Conference (RIC) RIC 2022 Technical Session T8 - Thaggard M - Safety Marker Study ML22040A1382022-03-0808 March 2022 Regulatory Information Conference (RIC) RIC 2022 Technical Session T8 - Franovichm - Safety Improvements Using Risk Insights ML22153A3302022-03-0808 March 2022 sessionabstract-th26 ML22153A3212022-03-0808 March 2022 Sessionabstract-w19 ML22153A3132022-03-0808 March 2022 sessionabstract-w12 ML22153A3012022-03-0808 March 2022 Sessionabstract-t1 ML22153A2932022-03-0808 March 2022 reisi-fardm-hv-th21 ML22145A3332022-03-0808 March 2022 furstenaur-w12-bio ML22145A2752022-03-0808 March 2022 reisi-fardm-th21-bio ML22140A3022022-03-0808 March 2022 betancourtl-hv-t1 ML22140A3112022-03-0808 March 2022 coffins-hv-t7 ML22140A3372022-03-0808 March 2022 Iyengarr-hv-w19 ML22140A3442022-03-0808 March 2022 kima-lawson-jenkinsk-hv-w12 ML22145A1452022-03-0808 March 2022 lalaint-t1-bio ML22145A1462022-03-0808 March 2022 lalaint-t1-bio ML22145A1492022-03-0808 March 2022 betancourtl-t1-bio ML22145A2072022-03-0808 March 2022 furstenaur-th26-bio ML22145A2782022-03-0808 March 2022 hunterc-th21-bio ML22145A2682022-03-0808 March 2022 iyengarr-w19-bio ML22145A2102022-03-0808 March 2022 bush-goddards-w12-bio ML22145A2082022-03-0808 March 2022 digitaltwinprojectteam-w12-bio ML22145A1852022-03-0808 March 2022 thaggardm-t8-bio ML22081A3622022-01-26026 January 2022 RIC 2022 TH21 Form 1105 P Contri IAEA ML22081A3652022-01-22022 January 2022 RIC 2022 TH21 NRC Form 1105 F Ferrante EPRI ML22081A3682022-01-0707 January 2022 RIC 2022 TH21 Form 1105 R Prasad PNNL ML22081A3692022-01-0707 January 2022 RIC 2022 TH21 NRC Form 1105 R Leung PNNL ML21113A0812021-05-0606 May 2021 Ril AMT Workshop Summary ML21225A6842021-03-0909 March 2021 Transcript for CMR Plenary - Caputo ML21022A2072021-03-0808 March 2021 RIC 2021 Heaf_Transcript ML21095A1222021-03-0808 March 2021 Furstenau, R -w19 - Space Nuclear Power Systems - to Cislunar and Beyond! ML21022A2062021-03-0808 March 2021 RIC 2021 Heaf_Flat ML20357A0062021-01-31031 January 2021 RIL2020-12, International Workshop on Age-Related Degradation of Reactor Vessels and Internals ML20106F0332020-09-0202 September 2020 Enhancing Risk-informed and Performance-based Seismic Safety for Advanced Non-light Water Reactors ML20106F0342020-09-0202 September 2020 White Paper on Ripb Approach to Seismic Safety ML20083J3162020-03-12012 March 2020 P5a Use of Human Error Data for Calculation of HEPs in IDHEAS-ECA ML20083J3242020-03-12012 March 2020 Post HRA Data Workshop Questions ML20045F2842020-02-14014 February 2020 RIL-2001, Part 3, - Proceedings of NRC Annual Probabilistic Flood Hazard Assessment Research Workshops I-IV ML20045F2852020-02-14014 February 2020 RIL-2001, Part 4, - Proceedings of NRC Annual Probabilistic Flood Hazard Assessment Research Workshops I-IV 2023-08-11
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MONTHYEARML24005A1022024-01-0505 January 2024 RES - High Burnup Fuel Source Term Accident Analysis Briefing - Workshop Jan 09, 2024 ML23214A0342023-08-0202 August 2023 RIC 2023 Regulatory Information Conference (RIC) Project Advanced Characterization of ATF Cladding for Understanding Their Degradation Under Short-time Temperature Excursions and Implications in Dry Storage ML23200A3442023-06-20020 June 2023 National Organization of Test, Research, and Training Reactors 2023 Annual Conference Presentation by Joseph Staudenmeier on Models for Thermal Hydraulic Safety Analysis ML23166A1122023-06-14014 June 2023 Presentation on Artificial Intelligence and Machine Learning Support for Probabilistic Fracture Mechanics Analysis ML23193B0422023-06-11011 June 2023 Applications of the Extremely Low Probability of Rupture (Xlpr) Code ML23150A0242023-05-17017 May 2023 0a -Welcome (NRC) ML23150A0262023-05-17017 May 2023 0c - Working Group ML23121A2552023-05-0202 May 2023 Public Meeting to Discuss Revision of Regulatory Guide 1.200 and Updates to Technical Guidance Related to Risk-Informed Activities ML23045A2852023-03-14014 March 2023 RIC 2023 03/14/2023 to 03/16/2023 Regulatory Information Conference (RIC) Advancing the Infrastructure for Using PRA in Decision-Making Technical Session T5 ML23058A2132023-02-27027 February 2023 HTGR Workshop 2023 Slides - Final ML22297A0322022-10-31031 October 2022 Nuclear Data at the Us NRC ML22235A6512022-09-0101 September 2022 FY22-24 NRC Research Prospectus Final for Review ML22220A0762022-08-0808 August 2022 Advanced Reactor Research Activities in Nuclear Innovation ML22221A2422022-07-30030 July 2022 KM Session Ai Strategic Plan Overview 20223006 ML22203A0852022-07-27027 July 2022 ROP Public Meeting Ai Strategic Plan Presentation ML22179A3342022-06-28028 June 2022 NRC Public Meeting - Advanced Manufacturing Technologies, June 28, 2022 ML22178A1832022-06-27027 June 2022 NRC Harvesting Strategy, Coordination, and Activities, June 27, 2022 ML22178A1792022-06-27027 June 2022 Harvesting - an Overview and Historical Perspective, June 27, 2022 ML22174A3242022-06-27027 June 2022 NRC Presentation: NRC Harvesting Strategy, Coordination, and Activities ML22166A3492022-06-14014 June 2022 Passive System LOCA Frequency Estimation and Break Size Selection NUREG-1829, Example Xlpr LOCA Frequency Estimates Compared to NUREG-1829 Expert Elicitation Results2022-06-14014 June 2022 Example Xlpr LOCA Frequency Estimates Compared to NUREG-1829 Expert Elicitation Results ML22143A9262022-05-26026 May 2022 ROP Public Meeting Ai Strategic Plan Presentation ML22131A3362022-05-13013 May 2022 DG-1402 April 13 2022 Public Meeting Slides ML22136A1102022-05-11011 May 2022 Presentation 1 - NRC Opening Remarks by T. Aird and C. Barr ML22102A0002022-04-0505 April 2022 Us NRC and Research Centre Rez (Czech Rep.) 2nd Bilateral Meeting, 04/05/2022 - NRC Presentation ML22083A0302022-03-24024 March 2022 March 2022 Joint EPRI-INL ATF Workshop - NRC Code Development and Assessment for Accident Tolerant Fuel ML22080A0472022-03-22022 March 2022 Anticipated Impacts of Nuclear Accidents, Presentation for 2022 Society for Benefit-Cost Analysis Annual Conference, 3-22-2022 ML22083A2042022-03-15015 March 2022 Presentation on NRC Regulatory Research - Enabling Regulatory Readiness for Accident Tolerant Fuel, March 22, 2022 ML22140A3092022-03-0808 March 2022 bush-goddards-hv-w12 ML22140A3112022-03-0808 March 2022 coffins-hv-t7 ML22040A1382022-03-0808 March 2022 Regulatory Information Conference (RIC) RIC 2022 Technical Session T8 - Franovichm - Safety Improvements Using Risk Insights ML22040A1802022-03-0808 March 2022 Regulatory Information Conference (RIC) RIC 2022 Technical Session T8 - Thaggard M - Safety Marker Study ML21257A2182021-09-16016 September 2021 AMT Subtask 1A - Lpbf Dgd - Sept 16, 2021 Public Webinar ML21277A1252021-08-18018 August 2021 8 Gonzalez and Humberstone MOU Overview ML21228A0812021-08-16016 August 2021 Agenda Dtaant Workshop Sept 2021 ML21221A1912021-08-11011 August 2021 Presentation on Regulatory Guide 1.9 Revision 5 for NRC Public Meeting with NEI on August 11 2021 ML21217A2612021-08-0909 August 2021 12A - NRC - Xlpr Slides for Mtls Exchange ML21187A1712021-07-0707 July 2021 Updated Presentation to Fc Meeting ACRS - Final - 7-6-21 Rev Minor Edit ML21187A1702021-07-0707 July 2021 Updated Presentation to Fc Meeting ACRS - Final - 7-6-21 Rev Minor Edit ML21183A2012021-07-0707 July 2021 Presentation to Fc Meeting ACRS Scheduled for July 7 2021 ML21183A2022021-07-0606 July 2021 Presentation to Fc Meeting ACRS Scheduled for July 7 2021 ML21172A1582021-06-22022 June 2021 Presentation to ACRS - Scheduled June 25th 2021 ML21113A0822021-05-0606 May 2021 Appendix B - Workshop Slides ML21098A1292021-04-0606 April 2021 1E - Sierra Modeling ML21098A1312021-04-0606 April 2021 1G - Fragility ML21098A1282021-04-0606 April 2021 1D - Modeling Overview ML21098A1262021-04-0606 April 2021 1B - Overview ML21022A2062021-03-0808 March 2021 RIC 2021 Heaf_Flat ML21095A1222021-03-0808 March 2021 Furstenau, R -w19 - Space Nuclear Power Systems - to Cislunar and Beyond! ML21069A0202021-03-0303 March 2021 Phenomena Identification and Ranking Tables: U.S. NRC Perspective 2024-01-05
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NRC-RES/EPRI FIRE PRA METHODOLOGY:
Task 12 - Fire HRA EXAMPLES OF HUMAN PERFORMANCE IN REAL FIRE EVENTS NRC-RES Fire PRA Workshop Module IV August 5-9, 2019 Rockville, MD
Agenda for Fire Event Discussion Retrospective analysis of operational events
- Why?
- How to do?
- When/where to use results?
Example fire events for discussion:
- Browns Ferry
- Waterford 3 (maybe)
Classroom exercise in retrospective analysis of fire events
- H.B. Robinson Fire HRA - Examples of Human Performance in Slide 2 Fire PRA Workshop 2019, Rockville, MD Real Fire Events
Why perform retrospective analysis of events (fire included)?
There are many reasons why review and analysis of past operational events is useful and/or important For HRA purposes, these reasons might include:
- To understand the operational characteristics and challenges for a new technology or new application, e.g.,
fire events in NPPs, normal operations at a chemical weapons destruction facility, spent fuel handling in NPPs To be updated or reminded of current operational challenges (serving as a seed for information collection in HRA qualitative analysis and HFE modeling)
Fire HRA - Examples of Human Performance in Slide 3 Fire PRA Workshop 2019, Rockville, MD Real Fire Events
Why perform retrospective analysis of events?
(continued)
Note that, here, we are focused on milking documentation of operational events for HRA insights NOT performing HRA to support Accident Sequence Precursor (ASP) or other similar analyses Fire HRA - Examples of Human Performance in Slide 4 Fire PRA Workshop 2019, Rockville, MD Real Fire Events
How to do retrospective event analysis for HRA insights?
At a high-level, answer following questions:
-What happened?
-Why?
For example:
- what are key factors determining accident progression?
- What are key factors influencing operator successes and failures?
Tell a story Fire HRA - Examples of Human Performance in Slide 5 Fire PRA Workshop 2019, Rockville, MD Real Fire Events
How to do retrospective event analysis for HRA insights?
(continued)
NUREG-1624, Rev. 1 (ATHEANA) includes a retrospective event analysis approach
- Chapter 8 briefly describes the approach
- Appendix A provides illustrative examples Because the purpose is to obtain HRA insights, we want to collect and present information with HRA/PRA applications and operations perspectives in mind, such as:
- Initial and final plant conditions
- Initial and final status of safety systems
- Hardware and instrumentation failures
- Timeline of events
- Key operator actions (or inactions) that might be modeled in a PRA Fire HRA - Examples of Human Performance in Slide 6 Fire PRA Workshop 2019, Rockville, MD Real Fire Events
When/where to use results?
HRA insights from retrospective event analyses have several uses, such as:
- Develop an understanding of a new PRA hazard, e.g.,
Unpublished ATHEANA retrospective analyses of fire events were used to develop original list of PSFs for NUREG/CR-6850
- Develop understanding of a new technology
- Develop understanding to base a new HRA method
- Seed analysts in performing HRA
- Seed discussions with operations staff when performing HRA Stories can trigger more stories and memories that can assist analysis Fire HRA - Examples of Human Performance in Slide 7 Fire PRA Workshop 2019, Rockville, MD Real Fire Events
Example fire events for discussion Worked out illustrative examples of retrospective analyses of fire events:
- Browns Ferry
- Waterford 3 (maybe)
Briefly review event description Discuss key information captured in event Refer to separate Word documents for event analyses Fire HRA - Examples of Human Performance in Slide 8 Fire PRA Workshop 2019, Rockville, MD Real Fire Events
Classroom exercise in retrospective analysis of fire events Class will be broken up into groups Each group will use provided template for retrospective analysis Each group will develop analysis of H.B. Robinson fire event using:
- AIT
- ASP analysis Refer to references provided on training website Fire HRA - Examples of Human Performance in Slide 9 Fire PRA Workshop 2019, Rockville, MD Real Fire Events
Questions?
Fire HRA - Examples of Human Performance in Slide 10 Fire PRA Workshop 2019, Rockville, MD Real Fire Events