Integrated modeling of environmental factors and crop yield: a review

地理空间分析 环境科学 环境资源管理 计算机科学 农业 可持续发展 精准农业 环境规划 钥匙(锁) 气候变化 比例(比率) 环境影响评价 持续性 决策支持系统 农业生产力 土地利用 仿真建模 生产力 系统动力学 作物生产力 温室气体 地理信息系统 农作物产量 环境经济学 生态系统服务 业务 可持续农业 经济模型 农药 环境数据 风险分析(工程) 环境研究 作物模拟模型 信息系统 环境管理
作者
Siyi Wei,Junjie Chang,Yi-Ming Wei
出处
期刊:Journal of Modelling in Management [Emerald Publishing Limited]
卷期号:: 1-24
标识
DOI:10.1108/jm2-06-2025-0315
摘要

Purpose Agricultural production significantly emits greenhouse gases and pollutants, degrading environmental systems that, in turn, impact crop yields. Achieving climate neutrality and Sustainable Development Goals necessitates balancing climate action, pollution control and sustainable agriculture. This requires a systematic understanding of the links between environmental factors and crop yields, particularly the impact mechanisms of agriculture–environment interactions and advances in integrated climate–biophysical–economic modeling. However, existing research remains fragmented across various disciplines and domains. This paper aims to provide a review and conclude in this field. Design/methodology/approach This paper first identifies the key research boundaries on environmental factors and modeling tools through bibliometric analysis. It then summarizes the interaction mechanism between environmental systems and crop yields, and further systematically reviews the advantages, disadvantages and applicability of different modeling approaches in this field. Findings This review synthesizes and examines the key biophysical mechanisms linking environmental factors to crop yields, focusing on four major drivers: climate change, ozone pollution, nitrogen fertilizer use and soil organic carbon. It identifies critical modeling challenges, including scale mismatches between biophysical and economic models, spatial resolution limitations in ozone effects, underrepresentation of nitrogen’s economic costs and long-term dynamics of soil organic carbon. Research limitations/implications Addressing these gaps requires integrating process-based and statistical models, multisource data calibration, constructing marginal cost curves and leveraging remote sensing and geospatial technologies. These advances are essential for developing policies that align agricultural productivity with environmental sustainability. Originality/value This paper synthesizes key biophysical mechanisms and explores the development trajectories and characteristics of modeling tools, identifying the associated strengths, practical applicability, key limitations and methodological challenges. It also proposes directions for future research to enhance analytical frameworks.
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