[1]WEN Y R,KASIELKE T,LI H,et al. A case‐study on history and rates of gully erosion in Northeast China[J].Land Degradation & Development,2021,32(15):4254‐4266.
[2]LIU X B,ZHANG S L,ZHANG X Y,et al. Soil erosion control practices in Northeast China:A mini‐review[J].Soil and Tillage Research,2011,117:44‐48.
[3] QIAO L,WANG X H,SMITH P,et al. Soil quality both increases crop production and improves resilience to climate change[J]. Nature Climate Change,2022,12:574‐580.
[4]LIU X B,ZHANG X Y,WANG Y X,et al. Soil degradation:A problem threatening the sustainable development of agriculture in Northeast China[J]. Plant,Soil and Environment,2010,56(2):87‐97.
[5]AASEN H,BOLTEN A. Multi‐temporal high‐resolution imaging spectroscopy with hyperspectral 2D imagers:From theory to application[J].Remote Sensing of Environment,2018,205:374‐389.
[6]鲍依临,孟祥添,刘焕军,等. 近20年农田精准管理分区施肥方法研究进展[J].土壤通报,2021,52(4):988‐999.
BAO Y L,MENG X T,LIU H J,et al. Review on site‐specific management zone for zonal fertilization delineation in last 20 years[J].Chinese Journal of Soil Science,2021,52(4):988‐999.
[7]DE OLIVEIRA J F,MAYI S,MARCHÃO R L,et al.Spatial variability of the physical quality of soil from management zones[J].Precision Agriculture,2019,20 (6):1251‐1273.
[8]李翔,潘瑜春,马景宇,等.基于多种土壤养分的精准管理分区方法研究[J].土壤学报,2007,44(1):14‐20.
LI X,PAN Y C,MA J Y,et al. Soil nutrients‐based zoning for management of precision agriculture[J].Acta Pedologica Sinica,2007,44(1):14‐20.
[9]MORAL F J,TERRÓN J M,REBOLLO F J.Site‐specific management zones based on the Rasch model and geostatistical techniques[J].Computers and Electronics in Agriculture,2011,75(2):223‐230.
[10]OHANA‐LEVI N,BAHAT I,PEETERS A,et al. A weighted multivariate spatial clustering model to determine irrigation management zones[J]. Computers and Electronics in Agriculture,2019,162:719‐731.
[11]SAIFUZZAMAN M,ADAMCHUK V,BUELVAS R,et al.Clustering tools for integration of satellite remote sensing imagery and proximal soil sensing data[J].Remote Sensing,2019,11(9):1036.
[12]刘焕军,邱政超,孟令华,等.黑土区田块尺度遥感精准管理分区[J].遥感学报,2017,21(3):470‐478.
LIU H J,QIU Z C,MENG L H,et al.Site‐specific management zone of field scale based on remote sensing image in a black soil area[J]. Journal of Remote Sensing,2017,21(3):470‐478.
[13]DAMIAN J M,PIAS O H C,CHERUBIN M R,et al.Applying the NDVI from satellite images in delimiting management zones for annual crops[J].Scientia Agricola,2020,77(1):e20180055.
[14]马士耐,殷悦,于滋洋,等.引入地形因子的无人机遥感精准管理分区研究[J].吉林农业大学学报,2021,43(2):205‐212.
MA S N,YIN Y,YU Z Y,et al. UAV remote sensing accurate management zoning with terrain factor[J].Journal of Jilin Agricultural University,2021,43(2):205‐212.
[15]刘焕军,宇万太,张新乐,等. 黑土反射光谱特征影响因素分析[J].光谱学与光谱分析,2009,29(11):3019‐3022.
LIU H J,YU W T,ZHANG X L,et al. Study on the main influencing factors of black soil spectral characteristics[J]. Spectroscopy and Spectral Analysis,2009,29(11):3019‐3022.
[16]陈红,江旭聪,任磊,等.基于RUSLE模型的淮河流域土壤侵蚀定量评价[J].土壤通报,2021,52(1):165‐176.
CHEN H,JIANG X C,REN L,et al. Quantitative evaluation of soil erosion in the Huaihe River Basin based on RUSLE model[J]. Chinese Journal of Soil Science,2021,52(1):165‐176.
[17]徐少杰,邓良,赵明松,等.安徽省1980—2020年土壤侵蚀时空变化特征[J].科学技术与工程,2023,23(1):109‐116.
XU S J,DENG L,ZHAO M S,et al.Spatial‐temporal characteristics of soil erosion in Anhui Province from 1980 to 2020[J].Science Technology and Engineering,2023,23(1):109‐116.
[18]王海涛,谢红霞,杨勤科,等.湖南蒸水流域近20年土壤侵蚀时空变化[J].中国水土保持科学(中英文),2021,19(2):33‐42.
WANG H T,XIE H X,YANG Q K,et al.Spatio‐temporal variation of the soil erosion in Zhengshui River Basin,Hunan Province[J]. Science of Soil and Water Conservation,2021,19(2):33‐42.
[19]吴发启,王健. 土壤侵蚀原理[M].3版. 北京:中国林业出版社,2017.
Wu F Q,Wang J. Principles of soil erosion[M]. 3rd ed. Beijing:China Forestry Press,2017.
[20]史志华,宋长青. 土壤水蚀过程研究回顾[J]. 水土保持学报,2016,30(5):1‐10.
SHI Z H,SONG C Q. Water erosion processes:A historical review[J]. Journal of Soil and Water Conservation,2016,30(5):1‐10.
[21]SONG F F,XU M G,DUAN Y H,et al. Spatial variability of soil properties in red soil and its implications for site‐specific fertilizer management[J].Journal of Integrative Agriculture,2020,19(9):2313‐2325.
[22]BREIMAN L. Random forests[J].Machine Learning,2001,45(1):5‐32.
[23]LIAW A,WIENER M. Classification and regression by random forest[J]. R news,2002,2(3):18‐22. [24]PIERI C. Fertility of soils:A future for farming in the west African savannah[M]. Springer Science & Business Media,2012.
[25]LI H Q,ZHU H S,QIU L P,et al. Response of soil OC,N and P to land‐use change and erosion in the black soil region of the Northeast China[J].Agriculture,Ecosystems & Environment,2020,302:107081.
[26]BENZ U C,HOFMANN P,WILLHAUCK G,et al.Multi‐resolution, object‐oriented fuzzy analysis of remote sensing data for GIS‐ready information[J].ISPRS Journal of Photogrammetry and Remote Sensing,2004,58(3/4):239‐258.
[27]陈春雷,武刚. 面向对象的遥感影像最优分割尺度评价[J]. 遥感技术与应用,2011,26(1):96‐102.
CHEN C L,WU G. Evaluation of optimal segmentation scale with object‐oriented method in remote sensing[J].Remote Sensing Technology and Application,2011,26(1):96‐102.
[28]王绍强,朱松丽,周成虎.中国土壤土层厚度的空间变异性特征[J].地理研究,2001,20(2):161‐169.
WANG S Q,ZHU S L,ZHOU C H. Characteristics of spatial variability of soil thickness in China[J].Geographical Research,2001,20(2):161‐169.
[29]MKHABELA M S,BULLOCK P,RAJ S,et al. Crop yield forecasting on the Canadian Prairies using MODIS NDVI data[J]. Agricultural and Forest Meteorology,2011,151(3):385‐393.
[30]BORRELLI P,ROBINSON D A,PANAGOS P,et al.Land use and climate change impacts on global soil erosion by water(2015—2070)[J]. Proceedings of the National Academy of Sciences of the United States of America,2020,117(36):21994‐22001.
[31]张丹红,王效科,张路,等.大比例尺土壤保持服务制图分级方法研究[J].生态学报,2021,41(4):1391‐1401.
ZHANG D H,WANG X K,ZHANG L,et al. Research on the classification methods of ecosystem service of soil retention for large‐scale choropleth mapping[J].Acta Ecologica Sinica,2021,41(4):1391‐1401.
[32]XU S X,WANG X J,MA X F,et al.Risk assessment and prediction of soil water erosion on the middle northern slope of Tianshan mountain[J]. Sustainability,2023,15(6):4826.
[33]SILVA T P,BRESSIANI D,EBLING É D,et al. Best management practices to reduce soil erosion and change water balance components in watersheds under grain and dairy production[J]. International Soil and Water Conservation Research,2024,12(1):121‐136.
[34]ALEWELL C,RINGEVAL B,BALLABIO C,et al.Global phosphorus shortage will be aggravated by soil erosion[J]. Nature Communications,2020,11(1):4546.
[35]CHI W F,ZHAO Y Y,KUANG W H,et al. Impacts of anthropogenic land use/cover changes on soil wind erosion in China[J]. Science of the Total Environment,2019,668:204‐215.
[36]XIONG M Q,LENG G Y. Global soil water erosion responses to climate and land use changes[J]. Catena,2024,241:108043.
[37]张科利,刘宏远. 东北黑土区冻融侵蚀研究进展与展望[J].中国水土保持科学,2018,16(1):17‐24.
ZHANG K L,LIU H Y. Research progresses and prospects on freeze‐thaw erosion in the black soil region of Northeast China[J].Science of Soil and Water Conservation,2018,16(1):17‐24.
[38]刘焕军,鲍依临,徐梦园,等. 基于SOM和NDVI的黑土区精准管理分区对比[J].农业工程学报,2019,35(13):177‐183.
LIU H J,BAO Y L,XU M Y,et al. Comparison of precision management zoning methods in black soil area based on SOM and NDVI[J]. Transactions of the Chinese Society of Agricultural Engineering,2019,35(13):177‐183.
[39]BORRELLI P,ROBINSON D A,PANAGOS P,et al.Land use and climate change impacts on global soil erosion by water(2015—2070)[J]. Proceedings of the National Academy of Sciences,2020,117(36):21994‐22001.
[40]付强. 基于多源数据的田块尺度精准管理分区研究[D].哈尔滨:东北农业大学,2016.
FU Q,Study on precision management zones based on multi‐source data in field scale[D]. Harbin:Northeast Agricultural University,2016.
[41]BERNABÉ S,PLAZA A,REDDY M P,et al. A new parallel tool for classification of remotely sensed imagery[J].Computers and Geosciences,2012,46(46):208‐218.
|