在现代科学研究和社会科学领域,基于代理的模拟模型(Agent-Based Simulation Model, ABM)作为一种强有力的工具,广泛应用于复杂系统的分析与理解。通过模拟个体行为及其相互作用,ABM能够有效地揭示系统的动态特性和 emergent 现象。本文将探讨基于代理的模拟模型的基本概念、工作原理、应用场景及其优缺点。 1. 什么是基于代...
1.1ABM是一种理论建立(theory development)技术。 如下图所示,在计算社会科学的大家庭中,ABM是计算机模拟(computer simulation)的一种。与之相对比的就是大数据方法,大数据更加偏重应用,是通过收集大量数据 (data collection)来预测现象 (phenomenon)的方法,其不足在于...
那么你用agent-based simulation做出来的结果，最好的水平也就是能复制出别人用普通的数值模拟（线性系统...
• “Agent-Based Simulation” (ABS) is broadly defined – An ABS is a simulation in which entities have “agency” – Agents can perceive and behave in their environment based on goals • Agent-Based Simulation is used for modeling living systems – Biological and social systems – Non-li...
multi-agent systems or multi-agent simulation in that the goal of ABM is to search for explanatory insight into the collective behavior of agents obeying simple rules, typically in natural systems, rather than in designing agents or solving specific practical or engineering problems....
We are excited to announce the Call for Papers for the 25th International Workshop on Multi-Agent-Based Simulation (MABS 2024), a pivotal event that brings together leading researchers from Multi-Agent Systems (MAS) engineeri...
如下图所示,在计算社会科学的大家庭中,ABM是计算机模拟(computer simulation)的一种。与之相对比的就是大数据方法,大数据更加偏重应用,是通过收集大量数据 (data collection)来预测现象 (phenomenon)的方法,其不足在于虽然可以预测,但难以对被预测的现象进行解释。而ABM更加偏重理论。其作用在于通过计算机模拟提取理论 (...
Introduction Agent-based simulation (ABS) is a computational framework for simulating dynamic processes that involve autonomous agents. An autonomous agent acts on its own without external direction in response to situations the agent encounters during the simulation. Modeling a population of autonomous an...
Based on the results of a large-scale survey, we construct an agent-based network model for the China independent inbound tourism system and, by the approach of numerical simulation, investigate the responses of the tourist behaviors to perturbations in
Multi-agent based simulation (MABS) is suggested as an instrument to investigate potential effects of KM instruments on dependent variables such as knowledge goals, e.g., sharing of knowledge in organizations, or business goals, e.g., business performance. For such a simulation, the concept of...