Application of agent-based approach for heat conduction processes simulation

Author:

Bobkov S.P.1,Astrakhantseva I.A.1

Affiliation:

1. Ivanovo State University of Chemistry and Technology

Abstract

Heat transfer processes are the basis of the most technological processes of the energy sector. Thus, the development of modern approaches for computer simulation and visualization of the phenomena of thermal energy transfer in various objects are of great importance and is relevant. Classical models in the form of differential equations of various types describe processes in continuous space and time. So, it is difficult to apply classical models to study nonlinear phenomena, and processes in inhomogeneous media in the presence of discontinuous solutions at the boundaries. In these cases, simplifying assumptions are used, thus, the adequacy of the models is reduced. It is of great interest to apply fundamentally different approaches to describe transfer processes, which include discrete dynamic models. The purpose of this project is to study the possibilities to apply discrete approaches to simulate nonlinear heat transfer processes under conditions of material inhomogeneity and the presence of volume sources of variable power. The paper studies the possibilities to apply the agent-based approach to simulate models of complex systems. This approach allows us to consider a continuum as a set of interacting elements (agents). The behavior of the elements is completely described by local dependencies. At the same time, the laws of functioning of individual elements are accepted as deterministic and they correspond to the fundamental principles of the theory of heat transfer. The possibility to apply a discrete approach for simulating the process of heat transfer by the molecular mechanism has been studied. The general methodology to develop an agent-based deterministic model is described. Its applicability to describe quasi-linear and nonlinear heat conduction processes is considered. The examples of simulation of combustion processes complicated by exothermic and endothermic effects are considered. The advantages and disadvantages of the proposed method are indicated. The results of the study have shown that discrete agent models are a good alternative to classical continuum approaches to study heat transfer processes in inhomogeneous media. The results obtained do not contradict modern approaches to the description of thermal processes. It has also been found that the simulation algorithms used in the agent-based approach are quite universal and easily adapt to changes under the conditions of problem setting. The analysis of the results makes it possible to recommend a discrete agent-based approach to develop simulation models of complex technological processes and systems.

Publisher

Ivanovo State Power University (ISPU)

Reference15 articles.

1. 1. Wolfram, S. A new kind of science. Champaign, IL: Wolfram media inc, 2002.

2. 2. Bobkov, S.P., Astrakhantseva, I.A., Volkov, V.S. Imitatsionnoe modelirovanie sistemy massovogo obsluzhivaniya s tsel'yu analiza ee raboty [Simulation modeling of system of mass service to analyze its operation]. Sovremennye naukoemkie tekhnologii. Regional'noe prilozhenie, 2021, no. 3(67), pp. 58–62.

3. 3. Inverno, M., Luck, M. Multi-agent systems research into the 21st century. The Knowledge Engineering Review, 2002, vol. 16, pp. 271–275.

4. 4. Yoav, S., Leyton-Brown, K. Multiagent Systems: Algorithmic, Game-Theoretic and Logical Foundations. Cambridge University Press, 2009. 519 p.

5. 5. Macal, C., North, M. Tutorial on Agent-Based Modelling and Simulation. Journal of Simulation, 2010, vol. 4, pp. 151–162.

Cited by 1 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Flow hydrodynamics discrete stochastic model;Modeling of systems and processes;2023-06-14

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3