=Paper= {{Paper |id=Vol-2763/CPT2020_paper_s2-1 |storemode=property |title=Analysis of the actions of NPP personnel in making decisions |pdfUrl=https://ceur-ws.org/Vol-2763/CPT2020_paper_s2-1.pdf |volume=Vol-2763 |authors=Maria Berberova,Aida Khakimova,Oleg Zolotarev }} ==Analysis of the actions of NPP personnel in making decisions== https://ceur-ws.org/Vol-2763/CPT2020_paper_s2-1.pdf
           Analysis of the actions of NPP personnel in making decisions
                                 M.A. Berberova1, A.Kh.Khakimova2, O.V.Zolotarev3
                        maria.berberova@gmail.com | aida_khatif@mail.ru | ol-zolot@yandex.ru
                             1
                               MIREA - Russian Technological University, Moscow, Russia
      2
        ANO «Scientific and Research Center for Information in Physics and Technique», Nizhny Novgorod, Russia
                                  3
                                   ANO «Russian New University», Moscow, Russia

    The operational experience of nuclear facilities shows that personnel reliability has a significant impact on safety. We consider the
reliability of the staff as the property (ability) of the staff to accurately and timely perform the necessary actions prescribed by the
operating instructions, both during normal operation and in an accident. Personnel Reliability Analysis (PRA) is one of the significant
tasks of probabilistic safety analysis. There are problem situations at NPP: the analysis methods and techniques used, the variety of
solving tasks, the wide range and diverse nature of errors that a human operator can potentially make, the numerous factors affecting
the probability of a particular error. All this makes it necessary to develop an automated personnel reliability analysis system that can
support a specialist performing probabilistic safety analysis (PSA) in terms of performing the reliability analysis of the human
operator, to ensure the required accuracy, quality and completeness of the results of the personnel reliability analysis.
    Key words: personnel, the most dangerous accidents, personnel reliability, stress, normal operation, emergency.

                                                                                perform various stages of the PRA requires manual
1. Introduction                                                                 processing by the executor of large amounts of
    The current practice of performing personnel                                information presented in the form of tables and graphs,
reliability analysis during PSA involves the use of a                           which increases the analysis timeline and reduces the
number of methods of qualitative and quantitative PRAs,                         quality of its implementation.
as part of a structured procedure for their application.
                                                                                2. Decision making by the NPP operator
PRA contains numerous levels and stages. In particular,
the formation of a list of personnel actions, a selection                           The operator's activity consists of a set of sequential
analysis and a detailed analysis of the most significant                        actions to develop a solution and implement
actions of the personnel, the determination of the                              management.
probabilities of an error in the performance of actions,                            The development of a solution is a process that
the analysis of the relationships between the actions of                        consists of three stages [1]:
the personnel, the analysis of the possibilities to correct                     1. Information search (perception of information)
the mistake made, and the assessment of the uncertainty                              (table 1).
of the personnel reliability indicators. The reliability of                     2. Information preparation of decision making (table
the human operator depends on a combination of factors,                              2).
and the most important for analysis used to be the                              3. Decision making (table 3).
available time, stress level, and staff qualification level.
    Currently, the application of these methods to

                                                          Table 1. Information search
            Actions                                         Operations                                     The inclusion of psychological processes
                                        Search eye movement, signal extraction from the
       Signal Detection                                                                                   Attention, signal and background perception
                                                           background
Comparison with the standard                           Feature Comparison                                   Visual thinking, random access memory
                                          Identification of similarities and differences,
         Identification                identification of essential features, categorization,               Operational thinking, long-term memory
                                                          memorization

                                            Table 2. Information preparation for decision making
                   Actions                                      Operations                    The inclusion of psychological processes
 Information processing about the problematic         The operation of constructing a figurative-
                                                                                                                   Visual action, visual thinking
                    situation                          conceptual model (FCM) of the situation
 Search for essential information. Highlighting      Image conversion operations, comparisons,
    from background information. Situation             detection of similarities and differences,                   RAM. Long-term memory.
                 classification                   identification of essential features, categorization.
 Compilation of information. Building an FCM      Operations to convert FCM to a form suitable for
                                                                                                               Operational thinking. Visual thinking.
                    situation.                     decision making. Selection of evaluation criteria.

                                                          Table 3. Decision making
               Actions                               Operations                    The inclusion of psychological processes
         Objective definition             Objective formation operations   Long-term and random access memory. Conceptual and image thinking
Determining the conditions for achieving Operations formulating conditions
                                                                                        Operational thinking. Theoretical thinking
             the objective                  for achieving the objective
 Develop a solution strategy. Choosing   Comparison of different solution
                                                                                        Long-term memory. Theoretical thinking
           the best strategy                         methods




Copyright © 2020 for this paper by its authors. Use permitted under Creative Commons License Attribution 4.0 International (CC BY
4.0)
    At the first stage, it is very important to respond to                  of action, errors are usually associated with a
alarms as quickly as possible and to find the source of the                 combination of various forced or temporary factors.;
accident.                                                              2. Rule Based Actions - Actions taken in familiar
    Table 3 demonstrates the next stage.                                    situations. Based on previously worked out
    If at the first stage it is important to notice the                     sequences of actions that are detailed in the
accident, then at the second stage operator will have to                    instructions and / or obtained from experience or
evaluate the current situation. At this stage, it is                        training. Actions by rules are less developed than
extremely important to analyze the situation quickly and                    actions based on skill, because they are performed
correctly.                                                                  less frequently and are more complex and often
    Table 4 demonstrates the next stage.                                    require increased conscious control. Errors in this
 Table 4. Areas of error probabilities considering the types of             type of action are associated with incorrect diagnosis
                           behavior                                         of the situation, which leads to the use of the wrong
        Operator Behavior Types           Error Probability Areas           rule or instruction;
         1. Based on experience               Pr = 10-4 - 10-2
     2. Based on rules (instructions)         Pr = 10-3 – 0.1
                                                                       3. Knowledge-based actions - Actions performed in
          3. Knowledge based                    Pr = 10-2 - 1               emergency situations when existing rules and
                                                                            experience cannot be applied directly. There are no
   Before performing actions aimed at eliminating the                       ready-made instructions for these actions, they are
emergency, the operator compares various solutions to                       based on general knowledge, and they must be
the current situation (from possible) and selects the                       executed in real time. Errors in this type of actions
optimal.                                                                    are the result of the limited time to make decisions
                                                                            and perform actions, as well as insufficient or
3. Types of staff behavior                                                  incorrect knowledge.
                                                                           Table 4 presents probability domains for the
   For rapid assessment of personnel reliability, used
                                                                       described types of behavior [2, 3].
primarily for screening analysis (screening) to determine
                                                                           Preliminary assessments of personnel post-emergency
dominant events, error probability domains they apply
                                                                       actions (in response-response to an initial event) used in
considering the types of behavior (cognitive modeling)
                                                                       PSA are expert screening [2-5].
required for each operation [2, 3]:
                                                                           A logical scheme to help in deciding what type of
1. Skill-based actions - Automated actions. They are
                                                                       mental activity a person’s actions are shown in Fig. 1.
    performed strictly according to the scenarios that are
    set out in the instructions (similar, for example,
    driving a car along a familiar route). With this type




                   Fig. 1. A logical tree to determine the prevailing type of personnel actions in solving the problem

4. Types (mechanism) and forms of personnel                            of behavior:
   errors                                                              − oversight / omission - an action leading to an
                                                                           unintended result due to an error during performing.
   Personnel errors modeled in the PSA are usually                         This kind of error usually refers to skill-based
divided into the following types related to different types
     actions;                                                            operations performed, number of steps, availability
−    delusion is an intentionally performed action, but the              of a written instruction, its format (descriptive or
     intention is incorrect. This is a typical mistake in                symptom-oriented), quality of presentation, degree
     assessing a situation or in planning a response,                    of detail, etc.);
     leading to the execution of incorrect actions. This            − training / experience;
     type of error refers to actions based on rules or              − human-machine interaction;
     knowledges.                                                    − interaction / size (composition) of the group of
    Personnel errors modeled in PSA are subdivided into                  operators;
such forms as non-fulfillment errors and execution                  − information exchange;
errors:                                                             − load;
− Failure to comply: personnel error consisting in                  − stress.
     failure to perform one or more prescribed actions.                 Not all of these factors are directly applicable to each
     Typically, a failure error is a failure by the operator        of the analyzed personnel errors. Additional factors not
     to take the required security system into operation;           included in this list may be considered.
− execution error: personnel error consisting in                        Depending on the likelihood of the consequences of
     incorrectly performing one or more actions, or                 the accident and the time available to the operator for the
     performing any other action / actions instead of               intervention, personnel are exposed to different levels of
     prescribed ones. Typically, a runtime error is either          stress. This directly affects the likelihood of correct or
     an inappropriate termination of a required security            erroneous actions by personnel to troubleshoot in the
     function, or an inappropriate activation of a system           event of an emergency. Stress can occur for a number of
     or initiation of a security function.                          reasons: unpredictability of an accident, workload (its
    The relationship between the actions of the staff takes         level and duration), high noise level (for example, when
place if the result of a specific action depends on the             an alarm has triggered), conflicts during work.
previous action or actions. The probability of personnel                Stress is not necessarily accompanied by negative
errors in dependent activities should be higher than if             reactions. The optimal level of stress will allow for better
they were considered independent. All alarm sequences,              concentration, increased attention, which will favorably
which include several personnel errors, are analyzed for            affect the work of the operator. At the same time,
their potential dependencies. Whenever possible,                    “unfavorable” (high) stress will negatively affect the
completely dependent personnel errors are redefined and             work of even very experienced operators. The time limit,
modeled as a single event.                                          the difficulty of eliminating the consequences of an
                                                                    accident, errors, in the case of incorrect diagnosis of an
5. The effect of stress on decision making                          accident, will only increase the level of staff stress,
   The main factors that affect the behavior of personnel           which will entail an increase in the likelihood of
and the reliability of their actions are considered in a            erroneous actions.
detailed analysis of personnel errors:                                  Fig. 2 shows a graph of the dependence of the
− instructions (the following aspects of instructions are           operator's performance on the level of stress experienced
    evaluated, which are considered to be factors that              by him [6-8].
    influence behavior: simplicity / complexity of




            Fig. 2. The graph of the dependence of the operator's performance on the level of stress experienced by him

6. Types of motivation for activity                                     Cognitive motivation - a manifestation of interest in
                                                                    the content of the activity. The process of work attracts a
    The following types of motivation for activity are              person, the result is important for him of every task.
distinguished [1]:                                                      Conflict avoidance is the pursuit of a conflict-free
style of behavior. They distinguish motivation for               and the development of recommendations in the
avoiding conflicts with the social environment and with          conditions of uncertainty implemented on the basis of
their own principles.                                            studies developed in [9,10].
    The prestige motivation is the realization that the
activity carried out is respected and gives weight to the        7. Conclusion
individual. It is expressed in desire to assert oneself.            Further planns:
    Utilitarian motivation - the possibility of obtaining        1.  To continue work on the assessment of personnel
good earnings or other material wealth.                              actions in the most dangerous accidents with the
    Human activity is mobilized in real activity in the              emission of thermal neutron sources with a low flux
form of a system of motives leading to actions.                      density.
    Motives are formed and rebuilt in the process of             2. To develop a methodological approach to solving the
professional development of the employee and in his                  problems of assessing doses of external and internal
daily life.                                                          exposure and assessing damage to the population
    There are some differenties between situational                  (taking into account the age composition of the
components of activity that is external, objective and               population) living around nuclear power plants
internal, and mental.                                                during the most dangerous accidents involving the
    External, objective components are the complexity of             emission of thermal neutron sources with a low flux
the task and its compliance (or inconsistency) with the              density.
conditions of execution:                                         3. To develop an atlas of risk metrics and a program for
– equipment and the possibility of its application for               monitoring (control) the safety of nuclear power
     solving problems;                                               plants.
– deadlines (sufficient or short);
– mission statement.                                             Acknowledgment
    Internal, mental components of activity:
– professional training;                                             The reported study was funded by RFBR according to
– functional state (mood, health, fatigue, etc.) for the         the research projects № 18-07-00225, 18-07-00909, 18-
     duration of the task.                                       07-01111, 19-07-00455, 20-04-60185.
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About the authors
   Berberova Maria A., PhD, docent, MIREA - Russian
Technological University, Е-mail: maria.berberova@gmail.com
   Khakimova Aida Kh., PhD, docent, Kama Institute
(Naberezhnye Chelny, Russia), ANO «Scientific and Research
Center for Information in Physics and Technique» (Nizhny
Novgorod, Russia), Е-mail: aida_khatif@mail.ru
   Zolotarev Oleg V., Ph.D., Docent, ANO HE «Russian New
University» (Moscow, Russia), E-mail: ol-zolot@yandex.ru