Terrestrial ecosystem model studies and their contributions to AsiaFlux

IF 1.4 4区 农林科学 Q2 AGRICULTURE, MULTIDISCIPLINARY
A. Ito, K. Ichii
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引用次数: 2

Abstract

A wide variety of models have been developed and used in studies of land - atmosphere interactions and the carbon cycle, with aims of data integration, sensitivity analysis, interpolation, and extrapolation. This review summarizes the achievements of model studies conducted in Asia, a focal region in the changing Earth system, especially collaborative works with the regional flux measurement network, AsiaFlux. Process-based biogeochemical models have been developed to simulate the carbon cycle, and their accuracy has been verified by comparing with carbon dioxide flux data. The development and use of data-driven ( statistical and machine learning ) models has further enhanced the utilization of field survey and satellite remote sensing data. Model intercomparison studies were also conducted by using the AsiaFlux dataset for uncertainty analyses and benchmarking. Other types of models, such as cropland models and trace gas emission models, are also briefly reviewed here. Finally, we discuss the present status and remaining issues in data - model integration, regional synthesis, and future projection with the models.
陆地生态系统模式研究及其对亚洲流动的贡献
基于数据整合、敏感性分析、内插和外推的目的,各种各样的模型已经被开发并用于陆地-大气相互作用和碳循环的研究。本文综述了在亚洲这个地球变化系统的重点区域进行的模式研究的成果,特别是与区域通量测量网络AsiaFlux的合作工作。建立了基于过程的生物地球化学模型来模拟碳循环,并通过与二氧化碳通量数据的比较验证了模型的准确性。数据驱动(统计和机器学习)模型的开发和使用进一步提高了对野外调查和卫星遥感数据的利用。还利用AsiaFlux数据集进行了模型间比较研究,以进行不确定性分析和基准测试。其他类型的模型,如农田模型和微量气体排放模型,也简要地回顾了这里。最后,讨论了数据模型集成、区域综合和未来预测等方面的现状和存在的问题。
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来源期刊
Journal of Agricultural Meteorology
Journal of Agricultural Meteorology AGRICULTURE, MULTIDISCIPLINARYMETEOROLOGY-METEOROLOGY & ATMOSPHERIC SCIENCES
CiteScore
2.70
自引率
7.70%
发文量
18
期刊介绍: For over 70 years, the Journal of Agricultural Meteorology has published original papers and review articles on the science of physical and biological processes in natural and managed ecosystems. Published topics include, but are not limited to, weather disasters, local climate, micrometeorology, climate change, soil environment, plant phenology, plant response to environmental change, crop growth and yield prediction, instrumentation, and environmental control across a wide range of managed ecosystems, from open fields to greenhouses and plant factories.
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