基于代理的印度佩里亚尔-阿加斯提亚马莱综合体大象袭击农作物动态模型

IF 2.6 3区 环境科学与生态学 Q2 ECOLOGY
Anjali Purathekandy, Meera Anna Oommen, Martin Wikelski, Deepak N. Subramani
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引用次数: 0

摘要

人类与野生动物的冲突给全世界的保护工作带来了挑战,需要创新的管理解决方案。我们开发了一个基于代理的模型(ABM)原型,用于模拟印度喀拉拉邦西高止山Periyar-Agasthyamalai地区人类与独居公牛亚洲象之间的互动。主要挑战在于大象的复杂行为和该地区运动数据的不足。利用文献、专家见解和实地调查,我们创建了一个包含作物习性、体温调节和攻击行为的行为模型原型。我们设计了一种四步校准法,以调整来自印度尼西亚无线电标记大象的迁移数据,从而建立模型域中的大象运动模型。在 "概述"、"设计概念 "和 "细节 "协议中详细介绍了 ABM 的结构,包括假设、子模型和数据使用。该模型模拟了各种食物供应情况,以研究大象的行为以及环境对空间利用和冲突模式的影响。结果表明,潮湿的月份会增加冲突,体温调节对大象的行动和袭击农作物有很大影响。饥饿和作物习性会加剧这些模式。该人工智能管理原型是一个初步模型,为野生动物管理决策支持系统的开发提供了信息,并将在不同维度上进一步提高复杂性和微妙性。请访问.ABM。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An agent-based model of elephant crop raid dynamics in the Periyar–Agasthyamalai complex, India
Human–wildlife conflict challenges conservation worldwide, which requires innovative management solutions. We developed a prototype Agent-Based Model (ABM) to simulate interactions between humans and solitary bull Asian elephants in the Periyar–Agasthyamalai complex of the Western Ghats in Kerala, India. The main challenges were the complex behavior of elephants and insufficient movement data from the region. Using literature, expert insights, and field surveys, we created a prototype behavior model that incorporates crop habituation, thermoregulation, and aggression. We designed a four-step calibration method to adapt relocation data from radio-tagged elephants in Indonesia to model elephant movements in the model domain. The ABM’s structure, including the assumptions, submodels, and data usage are detailed following the Overview, Design concepts, Details protocol. The ABM simulates various food availability scenarios to study elephant behavior and environmental impact on space use and conflict patterns. The results indicate that the wet months increase conflict and thermoregulation significantly influences elephant movements and crop raiding. Starvation and crop habituation intensify these patterns. This prototype ABM is an initial model that offers information on the development of a decision support system in wildlife management and will be further enhanced with layers of complexity and subtlety across various dimensions. Access the ABM at .
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来源期刊
Ecological Modelling
Ecological Modelling 环境科学-生态学
CiteScore
5.60
自引率
6.50%
发文量
259
审稿时长
69 days
期刊介绍: The journal is concerned with the use of mathematical models and systems analysis for the description of ecological processes and for the sustainable management of resources. Human activity and well-being are dependent on and integrated with the functioning of ecosystems and the services they provide. We aim to understand these basic ecosystem functions using mathematical and conceptual modelling, systems analysis, thermodynamics, computer simulations, and ecological theory. This leads to a preference for process-based models embedded in theory with explicit causative agents as opposed to strictly statistical or correlative descriptions. These modelling methods can be applied to a wide spectrum of issues ranging from basic ecology to human ecology to socio-ecological systems. The journal welcomes research articles, short communications, review articles, letters to the editor, book reviews, and other communications. The journal also supports the activities of the [International Society of Ecological Modelling (ISEM)](http://www.isemna.org/).
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