Web Application for Simulation of an Agent-Based Model in NetLogo3D.

Spora : a journal of biomathematics Pub Date : 2025-01-01 Epub Date: 2025-03-27 DOI:10.61403/2473-5493.1107
Chris Davis Perumal, Abraham Nofal, Benedict J Kolber, Rachael Miller Neilan
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Abstract

Agent-based models (ABMs) are computer simulation models for studying systems of autonomous agents. Modelers often use specialized software like NetLogo to develop ABMs, but this software poses barriers to researchers in other disciplines with no prior programming experience. To address this issue, we developed a web application that allows users to simulate our ABM via a web browser, eliminating the need for the user to download and use specialized software. While presented in the context of a specific ABM, our approach can be applied to other ABMs to enhance accessibility. The ABM presented here was developed in NetLogo3D. The model simulates pain-related neural activity in the central nucleus of the amygdala and generates an emergent measure of pain output. The web application enables users to modify parameters, run simulations, visualize output, and export data without interacting with the model's code or downloading software, broadening access to researchers and the public.

NetLogo3D中基于agent模型仿真的Web应用。
基于智能体的模型(ABMs)是研究由自主智能体组成的系统的计算机仿真模型。建模者经常使用像NetLogo这样的专业软件来开发ABMs,但是这种软件对没有编程经验的其他学科的研究人员构成了障碍。为了解决这个问题,我们开发了一个web应用程序,允许用户通过web浏览器模拟我们的ABM,从而消除了用户下载和使用专门软件的需要。虽然是在特定ABM的上下文中提出的,但我们的方法可以应用于其他ABM以增强可访问性。这里展示的ABM是在NetLogo3D中开发的。该模型模拟了杏仁核中央与疼痛相关的神经活动,并产生了疼痛输出的紧急测量。该网络应用程序使用户能够修改参数、运行模拟、可视化输出和导出数据,而无需与模型代码交互或下载软件,从而扩大了研究人员和公众的访问范围。
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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