数字农科院2.0

Pixel-wise parameter assignment in LandTrendr algorithm: Enhancing cropland abandonment monitoring using satellite-based NDVI time-series

文献类型： 外文期刊

作者： Deji Wuyun;Mengqi Duan;Liang Sun;Luís Guilherme Teixeira Crusiol;Nitu Wu;Zhongxin Chen

作者机构：

关键词： Cropland abandonment;Drought;Inner Mongolia;LandTrendr algorithm;Vegetation Health Index

期刊名称： Computers and Electronics in Agriculture

ISSN： 0168-1699

年卷期： 2024 年 227 卷

页码：

收录情况： SCIE（2024版） ; ; EI（2024版）

摘要： Effective global agricultural land management is crucial for ensuring food security amidst rapid population growth, especially in Northern China's semi-arid and desert regions, where uncontrolled fallowing has led to increased cropland abandonment. Traditional remote sensing methods often face accuracy challenges in these harsh climatic conditions. This study introduces a novel approach to enhance the Normalized Difference Vegetation Index (NDVI) by reconstructing the magnitude image using ground-truth samples and regional-scale Vegetation Health Index (VHI) data. This allows for flexible, pixel-level parameter assignment to detect cropland transitions more accurately. Rather than relying on single-value assessments to differentiate between active and inactive croplands, we employ pixel-wise magnitude images, integrated into the LandTrendr algorithm for trajectory-based change detection, to better address the variability of large, diverse agricultural regions. Tested on the Google Earth Engine (GEE) platform in Inner Mongolia—a representative arid and semi-arid region of Northern China—our method identified the year of cropland abandonment with 82.02 % accuracy and showed a correlation (R2) of 0.6065 between observed and actual abandonment durations. This research extends the applicability of the LandTrendr algorithm, offering a robust solution for optimizing land use change detection across regions with significant climatic variation.

分类号：

  • 相关文献

[1]Resistance of Grassland under Different Drought Types in the Inner Mongolia Autonomous Region of China. Jian Guo,Xiuchun Yang,Weiguo Jiang,Xiaoyu Xing,Min Zhang,Ang Chen,Dong Yang,Mingxin Yang,Lunda Wei,Bin Xu. 2023

[2]Soil aggregation and aggregate associated organic carbon and total nitrogen under long-term contrasting soil management regimes in loess soil. Xie Jun-yu,Zhang Shu-lan,Sun Ben-hua,Yang Xue-yun,Xie Jun-yu,Zhang Shu-lan,Sun Ben-hua,Yang Xue-yun,Xu Ming-gang,Qiangjiu Ciren,Yang Yang. 2015

[3]Can Agricultural Machinery Harvesting Services Reduce Cropland Abandonment? Evidence from Rural China. Ping Xue,Xinru Han,Yongchun Wang,Xiudong Wang. 2022

[4]Mapping the Spatiotemporal Dynamics of Cropland Abandonment and Recultivation across the Yangtze River Basin. Yuqiao Long,Jing Sun,Joost Wellens,Gilles Colinet,Wenbin Wu,Jeroen Meersmans. 2024

[5]Recultivating abandoned cropland intensifies the trade-off between climate change mitigation and food security within the Yangtze River Basin, China. Yuqiao Long,Jing Sun,Gilles Colinet,Jian Peng,Joost Wellens,Xiuchun Dong,Chuya Wang,Ping Huang,Wenbin Wu,Jeroen Meersmans. 2025

[6]Linking nutrient strategies with plant size along a grazing gradient: Evidence from Leymus chinensis in a natural pasture. Li Xi-liang,Liu Zhi-ying,Ren Wei-bo,Ding Yong,Ji Lei,Guo Feng-hui,Hou Xiang-yang. 2016

[7]Applicability study of using in-situ gamma-ray spectrometry technique for Cs-137 and Pb-210(ex) inventories measurement in grassland environments. Li, Junjie,Wang, Yanglin,Wu, Jiansheng,Li, Junjie,Wang, Yanglin,Wu, Jiansheng,Li, Junjie,Li, Yong. 2010

[8]Establishing the carrying capacity of the grasslands of China: a review. Zhang, Y. J.,Zhang, X. Q.,Wang, X. Y.,Liu, N.,Kan, H. M.,Zhang, X. Q.. 2014

[9]Temporal variations in PM(10) and particle size distribution during Asian dust storms in Inner Mongolia. Hoffmann, Carsten,Funk, Roger,Sommer, Michael,Li, Yong. 2008

[10]Drivers of nitrous oxide fluxes from the semi-arid Leymus chinensis grassland in Inner Mongolia, China. Liu, Xingren,Zhang, Qingzhong,Liu, Xingren,Dong, Yunshe,Ren, Jianqiang. 2012

[11]Notes on Hybos Meigen (Diptera: Empididae) in Inner Mongolia with description of a new species. Wang, Ning,Dong, Hui,Yang, Ding,Wang, Ning,Dong, Hui.

[12]Drivers of soil net nitrogen mineralization in the temperate grasslands in Inner Mongolia, China. Liu, Xing-Ren,Li, Sheng-Gong,Liu, Xing-Ren,Li, Sheng-Gong,Ren, Jian-Qiang,Ren, Jian-Qiang.

[13]Effects of grazing and topography on dust flux and deposition in the Xilingele grassland, Inner Mongolia. Hoffmann, C.,Funk, R.,Sommer, M.,Wieland, R.,Li, Y..

[14]Changes of soil CO2 flux under different stocking rates during spring-thaw period in a northern desert steppe, China. Tang, Shiming,Zhai, Xiajie,Liu, Kesi,Wang, Kun,Tang, Shiming,Han, Guodong,Jiang, Yuanyuan,Zhou, Pei,Wang, Chengjie,Zhang, Yujuan,Guo, Yupin,Wilkes, Andreas. 2015

[15]New species of Medetera from Inner Mongolia, China (Diptera, Dolichopodidae, Medeterinae). Tang, Chufei,Yang, Ding,Wang, Ning. 2016

[16]A novel soil manganese mechanism drives plant species loss with increased nitrogen deposition in a temperate steppe. Tian, Qiuying,Liu, Nana,Bai, Wenming,Li, Linghao,Lu, Peng,Gao, Yan,Yang, An,Wang, Tianzuo,Li, Xin,Han, Xingguo,Zhang, Wen-Hao,Tian, Qiuying,Zhang, Wen-Hao,Liu, Nana,Chen, Jiquan,Chen, Jiquan,Reich, Peter B.,Reich, Peter B.,Yu, Qiang,Cheng, Weixin,Wang, Zhengwen,Han, Xingguo,Yu, Qiang,Smith, Melinda D.,Knapp, Alan K.,Yu, Qiang,Smith, Melinda D.,Guo, Dali,Cheng, Weixin,Ma, Yibing.

[17]Decreased plant productivity resulting from plant group removal experiment constrains soil microbial functional diversity. Zhang, Ximei,Zhang, Ximei,Lu, Xiaotao,Han, Xingguo,Johnston, Eric R.,Barberan, Albert,Ren, Yi,Han, Xingguo.

[18]Chrysotus Meigen (Diptera: Dolichopodidae) from Inner Mongolia with descriptions of two new species. Liu, Ruosi,Wang, Ning,Yang, Ding.

[19]Status of Nature Reserves in Inner Mongolia, China. Ma, Wenjing,Feng, Gang,Zhang, Qing,Ma, Wenjing. 2016

[20]Optimization of Maximum Light Use Efficiency in Inner Mongolian Steppe. Bao Gang,Xin Xiao-ping,Bao Gang,Bao Yu-hai,Wang Mu-lan,Yuan Zhi-hui,Wang Mu-lan,Yuan Zhi-hui,Wulantuya. 2016

作者其他论文 更多>>