Maneva R. Models, methods and information technologies for intelligent analysis of business processes

Українська версія

Thesis for the degree of Candidate of Sciences (CSc)

State registration number

0421U101952

Applicant for

Specialization

  • 05.13.06 - Інформаційні технології

13-05-2021

Specialized Academic Board

Д 64.050.07

National Technical University "Kharkiv Polytechnic Institute"

Essay

The dissertation is devoted to the solution of an important scientific and practical problem of ensuring the efficiency of enterprises in the conditions of uncontrolled changes in the external environment through the development and use of intelligent information technologies on the basis of situational and scenario models. Process mining is to identify, study the effectiveness and optimization of business processes. Process analysis aims to build and improve models of functioning of interacting physical or information objects based on the processing of information that captures such behavior. The need to automate the implementation of business processes (BP) has led to close interaction between business and information technology. The thesis sets the task of ensuring the efficiency of the enterprise in the conditions of uncontrolled changes in the external environment, which consists of the following stages: 1) development of a conceptual model of a flexible PSU in a distributed virtual environment; 2) development of a model of interaction between customers and performers on the basis of situational-scenario approach; 3) development of a mathematical model of flexible BP control; 4) development of a method of formation of organizational structure of performance of works; 5) development of a method of forming an adaptive team of performers; 6) development of applied bases of construction of multi-agent system as a basis of information technology of intellectual analysis of BP. The work proposes a verbal model of analysis of flexible PSUs that operate in dynamic business environments; developed a set of conceptual models of management and representation of flexible PSUs; a formal model of the agent system is proposed on the basis of simulation modeling of the interaction of agents of needs and agents of capabilities, which allows to analyze and promptly reorganize the BP in accordance with changes in the internal or external environment; the FIPA standard is defined as a basis for designing the architecture of the agent platform; an approach based on the description of product rules in the language of finite predicate algebra is proposed to represent the situations that arise during the execution of BP. The research shows that simulation is an effective tool for BP analysis. The analysis of mathematical means of representation of objects of the subject area of the analysis of business processes is carried out. The paper develops a method of information identification to support decision-making based on the use of the apparatus of algebra of finite predicates. The current state of the PSU and possible situations in accordance with alternative BP management solutions are described with the help of the FPA language. The agent platform is an basic tool for developing intelligent multi-agent systems that allows you to create, destroy, interpret, run and move agents. The paper proposes the use of FIPA standards, which provide basic definitions of agent communication concepts. The formal model of the agent proposed in the work is used to build a model of interaction of two types of agents: agents of needs and agents of capabilities. It is shown that the simulation model of interaction of agents of needs and agents of opportunities allows to build a model of management of flexible BP on the basis of the situational-scenario approach.

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