The Weather model (Indus Village): Procedural generation of daily weather for the simulation of small-scale socioecological systems

IF 4.6 2区 环境科学与生态学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Andreas Angourakis , Jean-Philippe Baudouin , Cameron A. Petrie
{"title":"The Weather model (Indus Village): Procedural generation of daily weather for the simulation of small-scale socioecological systems","authors":"Andreas Angourakis ,&nbsp;Jean-Philippe Baudouin ,&nbsp;Cameron A. Petrie","doi":"10.1016/j.envsoft.2025.106634","DOIUrl":null,"url":null,"abstract":"<div><div>This paper describes the Weather model, a procedural generation model that creates realistic daily weather data. The Weather model generates synthetic weather time series (solar radiation, temperature, precipitation) using algorithms based on sinusoidal and double logistic functions, incorporating stochastic variation to mimic unpredictable weather patterns. It aims to provide realistic yet flexible weather inputs for exploring diverse climate scenarios. The model is implemented in NetLogo and R, offering a computationally efficient method to generate extensive weather data for socioecological simulations. We further discuss the caveats and advantages of the procedural approach over data-driven or mechanistic methods for simulating past climates in complex systems. The Weather model was designed as a component of the Indus Village model, which is a larger simulation framework studying the Indus Civilisation, but it can be used independently.</div></div>","PeriodicalId":310,"journal":{"name":"Environmental Modelling & Software","volume":"193 ","pages":"Article 106634"},"PeriodicalIF":4.6000,"publicationDate":"2025-08-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Environmental Modelling & Software","FirstCategoryId":"93","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1364815225003184","RegionNum":2,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS","Score":null,"Total":0}
引用次数: 0

Abstract

This paper describes the Weather model, a procedural generation model that creates realistic daily weather data. The Weather model generates synthetic weather time series (solar radiation, temperature, precipitation) using algorithms based on sinusoidal and double logistic functions, incorporating stochastic variation to mimic unpredictable weather patterns. It aims to provide realistic yet flexible weather inputs for exploring diverse climate scenarios. The model is implemented in NetLogo and R, offering a computationally efficient method to generate extensive weather data for socioecological simulations. We further discuss the caveats and advantages of the procedural approach over data-driven or mechanistic methods for simulating past climates in complex systems. The Weather model was designed as a component of the Indus Village model, which is a larger simulation framework studying the Indus Civilisation, but it can be used independently.
天气模式(印度河村):模拟小规模社会生态系统的日常天气的程序生成
本文描述了天气模型,一个程序生成模型,创建真实的日常天气数据。Weather模型使用基于正弦和双逻辑函数的算法生成合成天气时间序列(太阳辐射、温度、降水),并结合随机变化来模拟不可预测的天气模式。它旨在为探索不同的气候情景提供现实而灵活的天气输入。该模型在NetLogo和R中实现,为社会生态模拟提供了一种高效的计算方法来生成广泛的天气数据。我们进一步讨论了程序方法相对于数据驱动或机制方法模拟复杂系统中过去气候的注意事项和优点。天气模型被设计为印度河村模型的一个组成部分,这是一个更大的模拟框架,研究印度河文明,但它可以独立使用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Environmental Modelling & Software
Environmental Modelling & Software 工程技术-工程:环境
CiteScore
9.30
自引率
8.20%
发文量
241
审稿时长
60 days
期刊介绍: Environmental Modelling & Software publishes contributions, in the form of research articles, reviews and short communications, on recent advances in environmental modelling and/or software. The aim is to improve our capacity to represent, understand, predict or manage the behaviour of environmental systems at all practical scales, and to communicate those improvements to a wide scientific and professional audience.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信