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An introduction to agent‐based models as an accessible surrogate to field‐based research and teaching

机译:基于代理模型的介绍作为基于现场的研究和教学的可访问代理

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摘要

There are many barriers to fieldwork including cost, time, and physical ability. Unfortunately, these barriers disproportionately affect minority communities and create a disparity in access to fieldwork in the natural sciences. Travel restrictions, concerns about our carbon footprint, and the global lockdown have extended this barrier to fieldwork across the community and led to increased anxiety about gaps in productivity, especially among graduate students and early‐career researchers. In this paper, we discuss agent‐based modeling as an open‐source, accessible, and inclusive resource to substitute for lost fieldwork during COVID‐19 and for future scenarios of travel restrictions such as climate change and economic downturn. We describe the benefits of Agent‐Based models as a teaching and training resource for students across education levels. We discuss how and why educators and research scientists can implement them with examples from the literature on how agent‐based models can be applied broadly across life science research. We aim to amplify awareness and adoption of this technique to broaden the diversity and size of the agent‐based modeling community in ecology and evolutionary research. Finally, we discuss the challenges facing agent‐based modeling and discuss how quantitative ecology can work in tandem with traditional field ecology to improve both methods.
机译:实地工作有许多障碍,包括成本,时间和物理能力。不幸的是,这些障碍不成比例地影响少数民族社区,并在自然科学中获得野外工作的差异。旅行限制,对我们的碳足迹的担忧,全球锁定将这一障碍延长到整个社区的实地工作,并导致了对生产力的差距增加了焦虑,特别是在研究生和早期职业研究人员中。在本文中,我们讨论基于代理的建模作为开源,可访问和包容性资源,以替代Covid-19期间的丢失的实地工作,以及诸如气候变化和经济衰退等旅行限制的未来情景。我们描述了基于代理的模型作为教育水平学生的教学和培训资源的好处。我们讨论教育者和研究科学家如何用文献中的示例讨论教育工作者和研究科学家如何实现基于代理的模型如何广泛应用于生命科学研究的文献。我们的目标是放大这种技术的认识和采用,以扩大生态和进化研究中基于代理的模型社区的多样性和规模。最后,我们讨论了基于代理的建模的挑战,并讨论了定量生态学如何与传统领域生态学在串联中工作,以改善两种方法。

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