Application of agent-based approach for heat conduction processes simulation

S. Bobkov, I. Astrakhantseva
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引用次数: 1

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.
基于智能体的热传导过程模拟方法的应用
传热过程是能源部门大多数技术过程的基础。因此,发展计算机模拟和可视化各种物体中热能传递现象的现代方法是非常重要和相关的。经典模型以不同类型的微分方程的形式描述连续空间和时间中的过程。因此,经典模型很难应用于研究非均匀介质中边界处存在不连续解的非线性现象和过程。在这些情况下,使用简化的假设,从而降低了模型的充分性。应用根本不同的方法来描述迁移过程是非常有趣的,其中包括离散动态模型。本项目的目的是研究在材料不均匀和存在变功率体积源的条件下,应用离散方法模拟非线性传热过程的可能性。本文研究了将基于智能体的方法应用于复杂系统模型仿真的可能性。这种方法允许我们将连续体视为一组相互作用的元素(代理)。元素的行为完全由局部依赖关系描述。同时,单个元素的作用规律被认为是确定性的,它们符合传热理论的基本原理。研究了用分子机理模拟传热过程的离散方法的可能性。描述了开发基于智能体的确定性模型的一般方法。考虑了它在拟线性和非线性热传导过程中的适用性。考虑了受放热和吸热影响的复杂燃烧过程的模拟实例。指出了该方法的优缺点。研究结果表明,离散介质模型是研究非均匀介质中传热过程的一个很好的替代方法。所得的结果与描述热过程的现代方法并不矛盾。研究还发现,在基于智能体的方法中所使用的仿真算法具有相当的通用性,并且易于适应问题设置条件下的变化。对结果的分析使得推荐一种基于离散代理的方法来开发复杂技术过程和系统的仿真模型成为可能。
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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