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Agent-based modeling of deforestation in southern Yucatán, Mexico, and reforestation in the Midwest United States

机译:基于代理的墨西哥尤卡坦州南部森林砍伐以及美国中西部地区森林砍伐的建模

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摘要

We combine mixed-methods research with integrated agent-based modeling to understand land change and economic decision making in the United States and Mexico. This work demonstrates how sustainability science benefits from combining integrated agent-based modeling (which blends methods from the social, ecological, and information sciences) and mixed-methods research (which interleaves multiple approaches ranging from qualitative field research to quantitative laboratory experiments and interpretation of remotely sensed imagery). We test assumptions of utility-maximizing behavior in household-level landscape management in south-central Indiana, linking parcel data, land cover derived from aerial photography, and findings from laboratory experiments. We examine the role of uncertainty and limited information, preferences, differential demographic attributes, and past experience and future time horizons. We also use evolutionary programming to represent bounded rationality in agriculturalist households in the southern Yucatán of Mexico. This approach captures realistic rule of thumb strategies while identifying social and environmental factors in a manner similar to econometric models. These case studies highlight the role of computational models of decision making in land-change contexts and advance our understanding of decision making in general.
机译:我们将混合方法研究与基于代理的集成建模相结合,以了解美国和墨西哥的土地变化和经济决策。这项工作展示了可持续科学如何通过结合基于主体的综合建模(融合了社会,生态学和信息科学的方法)和混合方法研究(从定性现场研究到定量实验室实验以及对方法的解释等多种方法的结合)而受益。遥感图像)。我们测试了印第安纳州中南部家庭水平景观管理中效用最大化行为的假设,并将地块数据,航空摄影获得的土地覆盖以及实验室实验的结果联系起来。我们研究不确定性和有限信息,偏好,人口统计学差异以及过去的经验和未来时间范围的作用。我们还使用进化规划来表示墨西哥尤卡坦州南部农业家庭的有限理性。这种方法捕获现实的经验法则,同时以类似于计量经济模型的方式识别社会和环境因素。这些案例研究突出了土地变化情况下决策的计算模型的作用,并提高了我们对决策的总体了解。

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