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Dane Sabo 2025-10-20 15:59:58 -04:00
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@ -1,21 +1,5 @@
\begin{thebibliography}{10} \begin{thebibliography}{10}
\bibitem{DOE-HDBK-1028-2009}
{U.S. Department of Energy}.
\newblock Human performance handbook.
\newblock Handbook DOE-HDBK-1028-2009, U.S. Department of Energy, 2009.
\bibitem{WNA2020}
{World Nuclear Association}.
\newblock Safety of nuclear power reactors.
\newblock \url{https://www.world-nuclear.org/information-library/safety-and-security/safety-of-plants/safety-of-nuclear-power-reactors.aspx}, 2020.
\bibitem{Wang2025}
Y.~Wang et~al.
\newblock Analysis of human error in nuclear power plant operations: A systematic review of events from 2007--2020.
\newblock {\em Journal of Nuclear Safety}, 2025.
\newblock Analysis of 190 events at Chinese nuclear power plants.
\bibitem{10CFR55} \bibitem{10CFR55}
{U.S. Nuclear Regulatory Commission}. {U.S. Nuclear Regulatory Commission}.
\newblock Operators' licenses. \newblock Operators' licenses.
@ -32,39 +16,15 @@ John~G. Kemeny et~al.
\newblock Guidelines for the preparation of emergency operating procedures. \newblock Guidelines for the preparation of emergency operating procedures.
\newblock Technical Report NUREG-0899, U.S. Nuclear Regulatory Commission, 1982. \newblock Technical Report NUREG-0899, U.S. Nuclear Regulatory Commission, 1982.
\bibitem{IAEA-TECDOC-1580} \bibitem{DOE-HDBK-1028-2009}
{International Atomic Energy Agency}. {U.S. Department of Energy}.
\newblock Good practices for cost effective maintenance of nuclear power plants. \newblock Human performance handbook.
\newblock Technical Report TECDOC-1580, International Atomic Energy Agency, 2007. \newblock Handbook DOE-HDBK-1028-2009, U.S. Department of Energy, 2009.
\bibitem{Zerovnik2023} \bibitem{WNA2020}
Gašper \v{Z}erovnik et~al. {World Nuclear Association}.
\newblock Knowledge transfer challenges in nuclear operations. \newblock Safety of nuclear power reactors.
\newblock {\em Nuclear Engineering and Design}, 2023. \newblock \url{https://www.world-nuclear.org/information-library/safety-and-security/safety-of-plants/safety-of-nuclear-power-reactors.aspx}, 2020.
\newblock Analysis of knowledge transfer from experienced operators.
\bibitem{Jo2021}
Y.~Jo et~al.
\newblock Automation paradox in nuclear power plant control: Effects on operator situation awareness.
\newblock {\em Nuclear Engineering and Technology}, 2021.
\newblock Empirical study of automation effects on operator performance.
\bibitem{IAEA2008}
{International Atomic Energy Agency}.
\newblock Modern instrumentation and control for nuclear power plants: A guidebook.
\newblock Technical Report Technical Reports Series No. 387, International Atomic Energy Agency, 2008.
\bibitem{Lee2019}
D.~Lee et~al.
\newblock Autonomous control of nuclear reactors using long short-term memory networks.
\newblock {\em Nuclear Engineering and Technology}, 2019.
\newblock Demonstration of LSTM-based autonomous control in LOC and SGTR scenarios.
\bibitem{IEEE2019}
{IEEE Working Group}.
\newblock Formal verification challenges for nuclear i\&c systems.
\newblock In {\em IEEE Conference on Nuclear Power Instrumentation, Control and Human-Machine Interface Technologies}, 2019.
\newblock Discussion of state space explosion in formal verification.
\bibitem{IAEA-severe-accidents} \bibitem{IAEA-severe-accidents}
{International Atomic Energy Agency}. {International Atomic Energy Agency}.
@ -72,11 +32,11 @@ D.~Lee et~al.
\newblock IAEA Safety Report. \newblock IAEA Safety Report.
\newblock Analysis of TMI, Chernobyl, and Fukushima accidents. \newblock Analysis of TMI, Chernobyl, and Fukushima accidents.
\bibitem{Dumas1999} \bibitem{Wang2025}
Lloyd Dumas. Y.~Wang et~al.
\newblock Worker error and safety in nuclear facilities. \newblock Analysis of human error in nuclear power plant operations: A systematic review of events from 2007--2020.
\newblock {\em Journal of Nuclear Safety}, 1999. \newblock {\em Journal of Nuclear Safety}, 2025.
\newblock Study of incidents at 10 nuclear centers. \newblock Analysis of 190 events at Chinese nuclear power plants.
\bibitem{NUREG-CR-6883} \bibitem{NUREG-CR-6883}
D.~Gertman et~al. D.~Gertman et~al.

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@ -3,12 +3,17 @@
\begin{document} \begin{document}
\maketitle \maketitle
\input{goals-and-outcomes/v6} % \input{goals-and-outcomes/v6}
\input{state-of-the-art/v5} % \input{state-of-the-art/v5}
\input{research-approach/v3} % \input{research-approach/v3}
\input{broader-impacts/v1} % \input{broader-impacts/v1}
\input{metrics-of-success/v1} % \input{metrics-of-success/v1}
%
% \newpage
% \bibliography{references}
% White Paper
\input{whitepaper/v1}
\newpage
\bibliography{references}
\end{document} \end{document}

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@ -33,9 +33,6 @@ responsibility under all conditions~\cite{Kemeny1979}. This tension
between operational flexibility and safety assurance remains unresolved between operational flexibility and safety assurance remains unresolved
in current practice. in current practice.
<<<<<<< HEAD
%how are procedures tested
=======
Nuclear plant procedures exist in a hierarchy: normal operating procedures for Nuclear plant procedures exist in a hierarchy: normal operating procedures for
routine operations, abnormal operating procedures for off-normal conditions, routine operations, abnormal operating procedures for off-normal conditions,
Emergency Operating Procedures (EOPs) for design-basis accidents, Severe Emergency Operating Procedures (EOPs) for design-basis accidents, Severe
@ -72,7 +69,6 @@ Safety systems instead operate with implemented automation. Reactor
Protection Systems trip automatically on safety signals with millisecond Protection Systems trip automatically on safety signals with millisecond
response times, and engineered safety features actuate automatically on accident response times, and engineered safety features actuate automatically on accident
signals without operator action required. signals without operator action required.
>>>>>>> 568549999a24c6a86f19411cbdf12b642057ade9
The current division between automated and human-controlled functions The current division between automated and human-controlled functions
reveals the fundamental challenge of hybrid control. Highly reveals the fundamental challenge of hybrid control. Highly
@ -94,34 +90,6 @@ decades of improvements in training and procedures, provides perhaps the
most compelling motivation for formal automated control with most compelling motivation for formal automated control with
mathematical safety guarantees. mathematical safety guarantees.
<<<<<<< HEAD
%Whos in the control room
%how are reactor operators trained
% Humans are actually really bad at doing control
%most accidents are human error
%Three mile island
%Human factors probabilities
\subsection{HARDENS and Formal Methods}
% The NRC recognizes that automation and high assurance are important things to
% pursue
%They put out a grant to do rigorous digital engineering
%Won by formal methods group galois. Galois does a bunch of formal methods work.
%What is formal methods?
%Rigorous digital engineering to create a reactor trip system
%details of how it worked, and limitations therein
%Digital system ONLY
=======
Multiple independent analyses converge on a striking statistic: \textbf{70--80\% Multiple independent analyses converge on a striking statistic: \textbf{70--80\%
of all nuclear power plant events are attributed to human error} versus of all nuclear power plant events are attributed to human error} versus
approximately 20\% to equipment failures~\cite{DOE-HDBK-1028-2009,WNA2020}. More approximately 20\% to equipment failures~\cite{DOE-HDBK-1028-2009,WNA2020}. More
@ -387,4 +355,3 @@ demonstrated by HARDENS, urgent safety imperatives documented by
persistent human error statistics, and fundamental gaps in current persistent human error statistics, and fundamental gaps in current
hybrid dynamics treatment creates a compelling and timely research hybrid dynamics treatment creates a compelling and timely research
opportunity. opportunity.
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