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Title: | Information technology for performance assessment of complex multilevel systems in managing technogenic objects |
Authors: | Perederyi, Viktor Lytvynenko, Volodymyr Ohnieva, Oksana Борчик, Євген Юрійович Borchyk, Yevhen |
Keywords: | Bayesian network Complex multilevel systems Complex organizational and technical objects Decision-maker Functional sustainability Fuzzy risk of decision-making Human factor Relevant decisions Complex networks Computation theory Decision making Decision theory Engineering education Hierarchical systems Human engineering Reliability theory Risk assessment Classification and evaluations Cognitive components Efficiency indicators Formalized description Hierarchical structures Industrial environments Multi-level systems Performance assessment Information management Human Error Nuclear Power Plants Ergonomics |
Issue Date: | 2020 |
Publisher: | Mykolaiv National Agrarian University Kherson National Technical University |
Citation: | Perederyi, V., Borchik, E., & Ohnieva, O. (2020). Information Technology for Decision Making Support and Monitoring in Man-Machine Systems for Managing Complex Technical Objects of Critical Application. У Advances in Intelligent Systems and Computing. Springer International Publishing, 448–466. https://doi.org/10.1007/978-3-030-54215-3_29 |
Abstract: | The paper presents the information technology for performance assessment of complex multilevel systems in managing technogenic objects, which complements the theory and methods for solving tasks of ensuring system reliability and survivability, based on the interaction of a set of operability and human factor indicators in control and decision-making at each of its hierarchical levels. Risk conditions of the influence on system performance are determined and the classification and evaluation of the impact degree of the factors on decision-makers in the system's three-level hierarchical structure under fuzzy risk are carried out. A review, systematization, and generalization of publications on the issues of analysis and assessment of the systems for managing technogenic objects were carried out, based on which it was established that, in addition to the parameters of the system, and the influence of the external and industrial environment on the human factor, the efficiency indicator also depends on its hierarchical structure, the nature of the connections between the components, and on the regularities of the system's functioning, being poorly amenable to formalized description and evaluation. To assess the performance of the system, a Bayesian network was built, through which, based on the knowledge of experts, the probability of its performance at each hierarchical level was assessed, taking into account the influence of external and internal workplace factors on the cognitive component of a decision-maker under the fuzzy risk of taking irrelevant decisions. For practical substantiation of the obtained results, an experiment was conducted, the results of which confirmed the practical value of the information technology, which can be used to assess the performance of complex multilevel systems in managing technogenic objects. Copyright © 2020 for this paper by its authors. |
URI: | https://dspace.mnau.edu.ua/jspui/handle/123456789/16674 |
Appears in Collections: | Публікації науково-педагогічних працівників МНАУ у БД Scopus Статті (Інженерно-енергетичний факультет) |
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