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Case studies cross-site comparisons and the challenge of generalization: comparing agent-based models of land-use change in frontier regions

机译:案例研究跨站点比较和普遍化的挑战:比较基于代理人的边境地区土地利用变化模型

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摘要

Cross-site comparisons of case studies have been identified as an important priority by the land-use science community. From an empirical perspective, such comparisons potentially allow generalizations that may contribute to production of global-scale land-use and land-cover change projections. From a theoretical perspective, such comparisons can inform development of a theory of land-use science by identifying potential hypotheses and supporting or refuting evidence. This paper undertakes a structured comparison of four case studies of land-use change in frontier regions that follow an agent-based modeling approach. Our hypothesis is that each case study represents a particular manifestation of a common process. Given differences in initial conditions among sites and the time at which the process is observed, actual mechanisms and outcomes are anticipated to differ substantially between sites. Our goal is to reveal both commonalities and differences among research sites, model implementations, and ultimately, conclusions derived from the modeling process.
机译:土地使用科学界已将案例研究的跨站点比较确定为重要的优先事项。从经验的角度来看,这种比较有可能进行概括,从而有助于全球规模的土地利用和土地覆盖变化预测的产生。从理论上讲,这种比较可以通过确定潜在的假设并支持或反驳证据来为土地利用科学理论的发展提供信息。本文采用基于主体的建模方法,对边境地区土地利用变化的四个案例研究进行了结构化比较。我们的假设是,每个案例研究都代表一个共同过程的特定体现。给定站点之间的初始条件和观察到该过程的时间的差异,预期站点之间的实际机制和结果将有很大的不同。我们的目标是揭示研究站点,模型实现以及最终从建模过程得出的结论之间的共性和差异。

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