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基于滑动窗口的耕地投入强度与产出强度耦合分析

Coupled analysis of arable land input intensity and output intensity based on sliding windows.

作者信息

Jiang Jiayi, Ye Sijing, Gao Peichao, Song Changqing

机构信息

Faculty of Geographical Science, Beijing Normal University, Beijing, 100875, China.

State Key Laboratory of Earth Surface Processes and Resource Ecology, Beijing Normal University, Beijing, 100875, China.

出版信息

MethodsX. 2024 Jul 23;13:102862. doi: 10.1016/j.mex.2024.102862. eCollection 2024 Dec.

Abstract

Sustainable intensification (SI) of agriculture can produce more food to meet the demand of a growing population while considering ecosystem health. The current SI estimation framework ignores the complex coupling between input and output intensity of arable land. A method for coupled analysis of arable land input intensity and output intensity based on sliding windows is proposed. By calculating the correlation coefficient and partial correlation coefficient between input intensity and output intensity in different value ranges as the order parameter, the phase transition and the influence process of input intensity on output intensity can be explained. Meanwhile, a python-based framework is developed. An application of the method was made to reveal the interaction process between annual provincial input intensity and output intensity in mainland China. Researchers in many fields may benefit from the method by obtaining a fast way to analysis the coupling relationship between driving and dependent variables in complex systems.•New method for SI estimation is presented.•The order parameter of the coupling relationship between input and output intensity is calculated based on sliding windows.•Analysis of coupling relationships between driving and dependent variables in complex systems.

摘要

农业可持续集约化(SI)可以在考虑生态系统健康的同时生产更多粮食,以满足不断增长的人口需求。当前的SI估算框架忽略了耕地投入强度和产出强度之间的复杂耦合关系。提出了一种基于滑动窗口的耕地投入强度与产出强度耦合分析方法。通过计算不同取值范围内投入强度与产出强度之间的相关系数和偏相关系数作为序参量,可解释投入强度的相变及其对产出强度的影响过程。同时,开发了一个基于Python的框架。该方法应用于揭示中国大陆省级年度投入强度与产出强度之间的相互作用过程。许多领域的研究人员可能会受益于该方法,从而获得一种快速分析复杂系统中驱动变量和因变量之间耦合关系的途径。

  • 提出了SI估算的新方法。

  • 基于滑动窗口计算投入强度与产出强度耦合关系的序参量。

  • 分析复杂系统中驱动变量和因变量之间的耦合关系。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/520e/11338139/f8f1991644e6/ga1.jpg

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