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Modeling of Processes and Systems

2019/2020
Учебный год
ENG
Обучение ведется на английском языке
8
Кредиты

Преподаватели

Программа дисциплины

Аннотация

The objectives of the discipline are determined by the educational standard, focused on obtaining theoretical knowledge and practical skills, competencies in the analysis and modeling of processes and systems that allow the graduate to successfully work in the field of designing the architecture of the enterprise, strategic development planning, organization of life cycle processes of information systems (IS) and information and communication technologies (ICT) enterprise management, analytical support of decision-making processes in the management of the enterprise. The graduate should possess universal and professional competences promoting his social mobility and stability in the labor market.
Цель освоения дисциплины

Цель освоения дисциплины

  • Search, collection, processing, analysis and systematization of information in economy, management and ICT.
  • Survey of activities and IT infrastructure of enterprises.
Результаты освоения дисциплины

Результаты освоения дисциплины

  • Modeling of processes and systems with use of various methodological approaches at the decision of professional problems of survey of activity and an IT infrastructure of the enterprises, at designing of information systems. Is able to build formal models of business processes in notations BPMN, EPC. Has skills of analysis of subject areas and construction of ontological models.
  • Gains insight into the use of process models and probabilistic model systems (SPM) for formal description and analysis. It is able to use graphical models for formal description and analysis of processes and systems (Petri nets:).
  • Has an idea of possibilities of means of automation of construction and analysis of models of business processes at survey of activity and an IT infrastructure of the enterprises Has an idea of possibilities of the various tool means applied at IS working out with use of visual models (graphic notations)
  • Has an idea of the simulation modeling method and its application in solving professional problems. Can develop simulation models using existing simulation tools. Is able to plan simulation experiments and interpret their results Has an understanding of the possibilities of modern simulation systems and trends in the development of simulation methods
Содержание учебной дисциплины

Содержание учебной дисциплины

  • Section 1: Modeling in the lifecycle of information systems
    Theme 1: Structural and object-oriented approaches to process and system modeling. Theme 2: Modelling of business processes. Theme 3: Subject-oriented modeling. Theme 4: Ontology: modeling of subject areas.
  • Section 2: Mathematical modelling and analysis of processes and systems
    Theme 5: Mass-service systems. Theme 6: Petri nets.
  • Section 3: Process and system model development and analysis tools
    Theme 7: Automation tools for building formal models. Theme 8: Tools based on modeling.
  • Section 4: Simulation modeling of processes and systems
    Theme 9: Simulation modeling method: basic concepts and features of the method application. Theme 10. General characteristics and classification of simulation systems. Theme 11. Statistical bases of simulation modeling. Theme 12. Modern simulation systems
Элементы контроля

Элементы контроля

  • Laboratory work: model development (неблокирующий)
  • Homework (self-study): Subject-oriented modeling (неблокирующий)
  • Homework (self-study) (неблокирующий)
  • Laboratory work: Analytical modeling of processes and systems (неблокирующий)
  • Abstract (independent work) (неблокирующий)
  • Laboratory work: Studying the capabilities of the GPSS simulation system (неблокирующий)
  • Homework (independent work): Study of the possibilities of the simulation system (неблокирующий)
  • Abstract (self-study): analytical review of simulation tools (неблокирующий)
  • Exam (module 1,2) (неблокирующий)
  • Exam (module 3,4) (неблокирующий)
Промежуточная аттестация

Промежуточная аттестация

  • Промежуточная аттестация (2 модуль)
    0.1 * Abstract (independent work) + 0.4 * Exam (module 1,2) + 0.1 * Homework (self-study) + 0.1 * Homework (self-study): Subject-oriented modeling + 0.1 * Laboratory work: Analytical modeling of processes and systems + 0.2 * Laboratory work: model development
  • Промежуточная аттестация (4 модуль)
    0.2 * Abstract (self-study): analytical review of simulation tools + 0.4 * Exam (module 3,4) + 0.2 * Homework (independent work): Study of the possibilities of the simulation system + 0.2 * Laboratory work: Studying the capabilities of the GPSS simulation system
Список литературы

Список литературы

Рекомендуемая основная литература

  • Data analysis, optimization, and simulation modeling, Albright S. C., Zappe C. J., 2011

Рекомендуемая дополнительная литература

  • Simulation modeling handbook : a practical approach, Chung C. A., 2004