Architecture of the agent-based model for the region’s industrial complex digital transformation

G. Korovin
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引用次数: 3

Abstract

The study of the transformation of the industrial complex and industrial products markets, due to its complexity, involves the use of tools that can adequately simulate elaborate systems of interconnections. The paper aims at developing an agent-based model of digital transformation of the regional industrial complex. The research methodology relies on regional economics, game and contract theories, the network approach, as well as the concepts of new industrialisation and the fourth industrial revolution. The author uses simulation modelling to study the individual behaviour of agents. As one of its outcomes, the article provides a methodological rationale for modelling industrial development processes by simulating the behaviour of interacting agents. The structural elements of the proposed model include an interaction environment, four classes of agents with individual parameters, strategies and rules of behaviour, a complex of external stimulating factors and a set of indicators of a phased digital transformation of an industrial complex. The model development algorithm consists of three parts: setting the initial state; determining the specific number of model runs corresponding to the time horizon of calculations; making final calculations and visually presenting simulation outcomes. The author proposes one of the possible methods to formalise behaviour rules of heterogeneous agents that includes the choice of the digitalisation strategy and operational decision-making. The results of the study can offer support for the practical implementation of the simulation model within a specific computer environment and lay the foundations for the control system of a region’s industry digitalisation.
基于agent的区域工业综合体数字化转型模型体系结构
由于工业综合体和工业产品市场的复杂性,对其转型的研究涉及到使用能够充分模拟复杂互连系统的工具。本文旨在开发一个基于agent的区域工业综合体数字化转型模型。研究方法依赖于区域经济学、博弈论和契约论、网络方法以及新工业化和第四次工业革命的概念。作者使用模拟建模来研究代理人的个体行为。作为其成果之一,本文通过模拟相互作用主体的行为,为工业发展过程建模提供了方法论依据。所提出的模型的结构元素包括互动环境、具有个体参数、策略和行为规则的四类主体、外部刺激因素的综合体以及工业综合体分阶段数字化转型的一组指标。模型开发算法由三部分组成:设置初始状态;确定与计算的时间范围相对应的模型运行的特定数量;进行最终计算并直观地呈现模拟结果。作者提出了一种可能的方法来正式化异构主体的行为规则,包括数字化战略的选择和运营决策。研究结果可以为模拟模型在特定计算机环境中的实际实施提供支持,并为一个地区的工业数字化控制系统奠定基础。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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27
审稿时长
16 weeks
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