Effects of cropland reclamation on soil organic carbon in China's black soil region over the past 35 years

被引:62
作者
Wang, Xiang [1 ,2 ]
Li, Sijia [1 ]
Wang, Liping [1 ,2 ]
Zheng, Miao [1 ,3 ]
Wang, Zongming [1 ]
Song, Kaishan [1 ,4 ]
机构
[1] Chinese Acad Sci, Northeast Inst Geog & Agroecol, Changchun, Peoples R China
[2] Univ Chinese Acad Sci, Beijing, Peoples R China
[3] Jilin Normal Univ, Siping, Peoples R China
[4] Chinese Acad Sci, Northeast Inst Geog & Agroecol, Changchun 130102, Peoples R China
关键词
cropland reclamation; Landsat images; Northeast China; probability hybrid model; random forest; soil organic carbon; DIFFUSE-REFLECTANCE SPECTROSCOPY; LAND-USE CHANGE; REGRESSION; PREDICTION; CLASSIFICATION; ACCUMULATION; WETLAND; DRIVEN; STOCKS;
D O I
10.1111/gcb.16833
中图分类号
X176 [生物多样性保护];
学科分类号
090705 ;
摘要
The long-term use of cropland and cropland reclamation from natural ecosystems led to soil degradation. This study investigated the effect of the long-term use of cropland and cropland reclamation from natural ecosystems on soil organic carbon (SOC) content and density over the past 35 years. Altogether, 2140 topsoil samples (0-20 cm) were collected across Northeast China. Landsat images were acquired from 1985 to 2020 through Google Earth Engine, and the reflectance of each soil sample was extracted from the Landsat image that its time was consistent with sampling. The hybrid model that included two individual SOC prediction models for two clustering regions was built for accurate estimation after k-means clustering. The probability hybrid model, a combination between the hybrid model and classification probabilities of pixels, was introduced to enhance the accuracy of SOC mapping. Cropland reclamation results were extracted from the land cover time-series dataset at a 5-year interval. Our study indicated that: (1) Long-term use of cropland led to a 3.07 g kg(-1) and 6.71 Mg C ha(-1) decrease in SOC content and density, respectively, and the decrease of SOC stock was 0.32 Pg over the past 35 years; (2) nearly 64% of cropland had a negative change in terms of SOC content from 1985 to 2020; (3) cropland reclamation track changed from high to low SOC content, and almost no cropland was reclaimed on the "Black soils" after 2005; (4) cropland reclamation from wetlands resulted in the highest decrease, and reclamation period of years 31-35 decreased when SOC density and SOC stock were 16.05 Mg C ha(-1) and 0.005 Pg, respectively, while reclamation period of years 26-30 from forest witnessed SOC density and stock decreases of 8.33 Mg C ha(-1) and 0.01 Pg, respectively. Our research results provide a reference for SOC change in the black soil region of Northeast China and can attract more attention to the area of the protection of "Black soils" and natural ecosystems.
引用
收藏
页码:5460 / 5477
页数:18
相关论文
共 60 条
[1]   Soil organic carbon as affected by land use in young and old reclaimed regions of a coastal estuary wetland, China [J].
Bai, J. ;
Xiao, R. ;
Zhang, K. ;
Gao, H. ;
Cui, B. ;
Liu, X. .
SOIL USE AND MANAGEMENT, 2013, 29 (01) :57-64
[2]  
Batjes NH, 2014, EUR J SOIL SCI, V65, P10, DOI [10.1111/j.1365-2389.1996.tb01386.x, 10.1111/ejss.12114_2]
[3]   Random forests [J].
Breiman, L .
MACHINE LEARNING, 2001, 45 (01) :5-32
[4]   Random forests [J].
Breiman, L .
MACHINE LEARNING, 2001, 45 (01) :5-32
[5]   Near-infrared reflectance spectroscopy-principal components regression analyses of soil properties [J].
Chang, CW ;
Laird, DA ;
Mausbach, MJ ;
Hurburgh, CR .
SOIL SCIENCE SOCIETY OF AMERICA JOURNAL, 2001, 65 (02) :480-490
[6]  
Chen WH, 2004, INT GEOSCI REMOTE SE, P3379
[7]   A COEFFICIENT OF AGREEMENT FOR NOMINAL SCALES [J].
COHEN, J .
EDUCATIONAL AND PSYCHOLOGICAL MEASUREMENT, 1960, 20 (01) :37-46
[8]   CROP-ROTATION AND RESIDUE MANAGEMENT EFFECTS ON SOIL CARBON AND MICROBIAL DYNAMICS [J].
COLLINS, HP ;
RASMUSSEN, PE ;
DOUGLAS, CL .
SOIL SCIENCE SOCIETY OF AMERICA JOURNAL, 1992, 56 (03) :783-788
[9]   Impact of tropical land-use change on soil organic carbon stocks - a meta-analysis [J].
Don, Axel ;
Schumacher, Jens ;
Freibauer, Annette .
GLOBAL CHANGE BIOLOGY, 2011, 17 (04) :1658-1670
[10]   Soil management concepts and carbon sequestration zin cropland soils [J].
Follett, RF .
SOIL & TILLAGE RESEARCH, 2001, 61 (1-2) :77-92