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Utility-based Multi-agent System with Spatial Interactions: The Case of Virtual Estate Development: A Stochastic Simulation-based Modeling Approach

机译:基于效用的具有空间交互作用的多主体系统:虚拟房地产开发案例:基于随机模拟的建模方法

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摘要

A multi-agent system is presented here. Agent decisions are based on economic partial utilities. It's a new computational tool using cellular and agent-based models. Decision processes are represented through computational agents. Land-use and land cover changes are represented through a cellular model. It belongs to kind of models called Multi-Agent Systems model of Land-Use Cover Change. Decisions concern the estate development in the neighborhood of the agents. Space is dis-cretized in heterogeneous cells where heterogeneous agents interact together (directly or via space). Based on partial utility probabilities, several stochastic simulations are achieved. These simulations are then summarized, replicated and a parameter sensitivity analysis provided. The main parameters influencing the decisions of an agent depend on his type (ecologist, etc.) and on the expected economic activities in his neighborhood. Little information is assumed to be known about the mechanisms determining the parameter values guiding the decisions of the agents, except their type. The whole system constitutes a general virtual model, mostly independent from initial conditions and real data. Sensitivity analysis are used to explore behavioral paths and influencing parameters. In summary, the main contribution of this paper consists in: (ⅰ) defining a simulation-based framework for modeling the decisions of many heterogeneous economic agents involved in spatial interactions; (ⅱ) capturing the decision process using general utility-based equations; (ⅲ) providing a sensitivity analysis of initial parameter values. An example of possible application investigating strategies of various categories of agents (institutions, landowners, homeowners, etc.) facing an intense residential development is provided. The framework consists of abstracting institutional characteristics of actual local Urbanism Plan procedures in France. This model constitutes a first step to be further specified.
机译:这里介绍了一个多代理系统。代理人的决定基于部分经济效用。它是使用基于蜂窝和基于代理的模型的新计算工具。决策过程通过计算代理来表示。土地利用和土地覆被的变化通过蜂窝模型来表示。它属于一种模型,称为土地利用覆盖变化的多智能系统模型。决策涉及代理商附近的房地产开发。空间在异质细胞中离散化,异质细胞在异质细胞中相互作用(直接或通过空间)。基于部分效用概率,可以实现几种随机模拟。然后对这些模拟进行总结,复制并提供参数敏感性分析。影响代理人决策的主要参数取决于代理人的类型(生态学家等)以及他附近的预期经济活动。假定除了决定其类型以外,几乎没有关于确定指导代理决策的参数值的机制的信息。整个系统构成了一个通用的虚拟模型,主要独立于初始条件和实际数据。敏感性分析用于探索行为路径和影响参数。总而言之,本文的主要贡献在于:(defining)定义了一个基于仿真的框架,用于对参与空间相互作用的许多异构经济主体的决策进行建模; (ⅱ)使用基于通用效用的方程式来捕获决策过程; (ⅲ)提供初始参数值的灵敏度分析。提供了可能面临大量住宅开发的各种类型的代理商(机构,土地所有者,房主等)的应用调查策略的示例。该框架包括抽象法国实际的地方城市主义计划程序的制度特征。该模型构成了有待进一步说明的第一步。

著录项

  • 来源
    《Computational economics》 |2014年第3期|271-299|共29页
  • 作者单位

    UMR CNRS 6240 LISA, Universita di Corsica-Pasquale Paoli,BP 52, Campus Caraman, 20250 Corti, France;

    UMR CNRS 6240 LISA, Universita di Corsica-Pasquale Paoli,BP 52, Campus Caraman, 20250 Corti, France;

    UMR CNRS 6134 SPE, Universita di Corsica-Pasquale Paoli, BP 52, Quartier Grossetti,20250 Corti, France;

    UMR CNRS 6240 LISA, Universita di Corsica-Pasquale Paoli,BP 52, Campus Caraman, 20250 Corti, France;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Environmental externalities; Spatial heterogeneity; MAS/LUCC;

    机译:环境外部性;空间异质性;MAS / LUCC;

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