Scientia Agricultura Sinica ›› 2020, Vol. 53 ›› Issue (9): 1773-1794.doi: 10.3864/j.issn.0578-1752.2020.09.007

• TILLAGE & CULTIVATION·PHYSIOLOGY & BIOCHEMISTRY·AGRICULTURE INFORMATION TECHNOLOGY • Previous Articles     Next Articles

Spatio-Temporal Variations of Winter Wheat Planting Frequency and Their Analysis of Influencing Factors in Henan Province

FangJie LI,JianQiang REN(),ShangRong WU,ZhongXin CHEN,NingDan ZHANG   

  1. Institute of Agricultural Resources and Regional Planning, Chinese Academy of Agricultural Sciences/Key Laboratory of Agricultural Remote Sensing, Ministry of Agriculture and Rural Affairs, Beijing 100081
  • Received:2019-08-29 Accepted:2019-11-18 Online:2020-05-01 Published:2020-05-13
  • Contact: JianQiang REN E-mail:renjianqiang@caas.cn

Abstract:

【Objective】Quantitative analysis was made on spatio-temporal variations of winter wheat planting frequency (WWPF) and its main influencing factors in different stages (2001-2005, 2006-2010 and 2011-2015) in Henan province, in order to further clarify the characteristics of crop planting frequency change and the sequence of main influencing factors. 【Method】In this study, winter wheat in Henan province was taken as the research crop. The spatial information of winter wheat planting frequency in different periods in the study area were obtained by extracting the spatial crop distribution information for 15 consecutive years (2001-2015) using mid-low resolution MODIS EVI time series remote sensing data and CART decision tree algorithm. On this basis, the spatio-temporal variations of winter wheat planting frequency in different stages were analyzed, and the influencing factors of the winter wheat planting frequency variations in different stages were investigated by correlation analysis, principal component analysis and linear regression analysis. Finally, the sequence of the main influence factors was determined. 【Result】It was verified that the average overall precision of winter wheat extraction was 90.39%, and the Kappa coefficient was between 0.82 and 0.92, which could meet the requirements of spatial distribution accuracy of crops required for regional winter wheat planting frequency change research. By analyzing the spatial and temporal variation information of the winter wheat planting frequency in different periods in Henan province, most of the main winter wheat producing regions in Henan province had higher winter wheat planting frequency (WWPF>80%), while the planting frequency of winter wheat was generally lower in southwestern Henan and in mountainous areas of southern Henan due to complex topography and poor natural conditions (WWPF≤40%). In addition, during the three periods, the area of winter wheat planted at high frequency increased gradually in the main winter wheat producing areas of Henan province, the area proportion of WWPF>80% was 42.68%, 59.94% and 63.07%, respectively. And the area planted at low frequency showed a decreasing trend, the area proportion of WWPF≤40% was 28.53%, 17.99% and 16.63%, respectively, which were of great significance to stabilize the planted area of grain in the main winter wheat producing areas of China. According to the analysis results of influencing factors of winter wheat planting frequency, there was a significant correlation between the WWPF in Henan province and the ratio of effective irrigation area, soil quality comprehensive index, climate suitability at sowing stage, slope and elevation, etc. Besides the negative correlation between slope/elevation and WWPF, other factors were all positively correlated with WWPF. The ranking results of the above indicators affecting on the WWPF were as follows: soil comprehensive quality index>climatic suitability at sowing stage>effective irrigated area ratio>slope (elevation), that was to say, the soil quality>sowing date climatic condition>irrigation condition>topographic condition. 【Conclusion】Based on quantitative analysis of spatio-temporal variations of winter wheat planting frequency and its influencing factors in Henan province, the spatio-temporal distribution characteristics and variation law of winter wheat planting frequency in Henan province were clarified, and the influencing factors and importance ranking of winter wheat planting frequency in Henan province were gotten, which could provide some technical methods and ideas for the analysis of crop planting area change, and provide some basic theoretical support for the construction of regional agricultural land use decision-making model.

Key words: Henan province, winter wheat, crop area extraction, crop planting frequency, spatio-temporal variations, influencing factors

Fig. 1

Schematic map of research area"

Table 1

Number of samples for winter wheat area extraction in Henan province (2001-2015)"

年份
Year
地面样点 Ground samples Google Earth样点 Google Earth samples 训练样点 Training samples
冬小麦
Winter wheat
非冬小麦
Non-winter wheat
总计
Total
冬小麦
Winter wheat
非冬小麦
Non-winter wheat
总计
Total
冬小麦
Winter wheat
非冬小麦
Non-winter wheat
总计
Total
2001 1145 1073 2218 295 423 718
2002 1165 1118 2283 315 468 783
2003 1155 1101 2256 305 451 756
2004 1095 1150 2245 245 500 745
2005 1100 1117 2217 250 467 717
2006 39 42 81 1129 1081 2210 318 473 791
2007 53 54 107 1027 1026 2053 230 430 660
2008 44 41 85 1027 1024 2051 221 415 636
2009 47 45 92 1043 1115 2158 240 510 750
2010 45 45 90 1015 1105 2120 210 500 710
2011 51 53 104 1049 1022 2071 250 425 675
2012 57 58 115 1073 1057 2130 280 465 745
2013 62 60 122 1023 999 2022 235 409 644
2014 69 71 140 998 1006 2004 217 427 644
2015 71 70 141 984 995 1979 205 415 620

Fig. 2

Overall technical route"

Table 2

Main parameters of climatic factor suitability calculation for winter wheat at sowing stage"

指标名称
Indicator name
输入参数
Input parameter
计算公式
Computational formulas
备注
Remarks
旬温度适宜度
Ten days temperature suitability
温度适宜度S(T)
Temperature suitability S(T)
$S(T)=[(T-T_1)(T_2-T)^B]/[(T_0-T_1)(T_2-T_0)^B]\\B= (T_2-T_0)/(T_0-T_1)$ T是旬平均温度,T1、T2、T0分别是该时段生长发育下限温度、上限温度和最适温度,分别取值4、33、15[42]
T is the ten days average temperature, T1, T2, T0 are the lower limit temperature, upper limit temperature and the most suitable temperature for growth and development in this period, taking 4, 33, 15 respectively [42]
旬降水适宜度
Ten days precipitation suitability
降水适宜度S(R)
Precipitation suitability S(R)
$S(R)=\begin{cases} R/ R_{0} & R<R_{0} \\ R_{0}/R & R> R_{0} \end{cases}$ R为旬平均降水量(mm),R0为作物生理需水量,研究中,10月上旬和中旬R0分别11mm和9.1mm[42]
R is tens day average precipitation (mm), R0 is the physiological water demand of crops, in the first ten days and the middle ten days of October, R0 is 11mm and 9.1mm respectively [42]
旬日照适宜度
Ten days sunshine suitability
日照适宜度S(L)
Sunshine suitability S(L)
$S(L)=\begin{cases} e^{-[(L-L_{0})/b]^{2}} & L<L_{0} \\ l & L\geq L_{0} \end{cases}$ L表示实际日照时数(小时),L0表示日照百分率为70%的日照时数,b为常数,文中L0=7.69,b=4.15[42]
L represents the actual sunshine hours (hours), L0 is the sunshine hours with the sunshine percentage of 70%, and b is a constant. In this paper, L0 = 7.69, b = 4.15 [42]

Fig. 3

CART Decision Tree of winter wheat planting area extraction in Henan province (2010)"

Fig. 4

Extraction results of spatial distribution of winter wheat in Henan province"

Fig. 5

Accuracy result of winter wheat recognition by remote sensing in Henan province in different years"

Fig. 6

Remote sensing extraction area of winter wheat in Henan province (2001-2015)"

Fig.7

Spatial distribution of WWPF in different periods of Henan province"

Fig. 8

The proportion change of WWPF in different periods of Henan province"

Fig. 9

Variation distribution of WWPF in different periods in Henan province (a)Variation of WWPF between the second period and the first period; (b)Variation of WWPF between the third period and the second period"

Fig. 10

Relationship between WWPF and ratio of effective irrigated area in different counties of Henan province in different periods"

Fig. 11

Spatial distribution of WWPF and ratio of effective irrigation area in different periods of Henan province"

Fig. 12

Spatial distribution of SQCI in Henan province"

Fig. 13

Relationship between WWPF and SQCI in Henan province"

Fig. 14

Spatial distribution of WWPF and climate suitability at sowing stage in different periods"

Fig. 15

Scatter plot of WWPF and climatic suitability at sowing stage in counties of Henan province"

Fig. 16

Spatial distribution of WWP and elevation/slope in Henan province"

Fig. 17

Scatter plot of WWPF and elevation/slope in counties of Henan province"

[1] 吴文斌, 杨鹏, 李正国, 陈仲新, 周清波, 唐华俊 . 农作物空间格局变化研究进展评述. 中国农业资源与区划, 2014,35(1):12-20.
WU W B, YANG P, LI Z G, CHEN Z X, ZHOU Q B, TANG H J . Overview of research progresses in crop spatial pattern changes. Chinese Journal of Agricultural Resources and Regional Planning, 2014,35(1):12-20. (in Chinese)
[2] 胡琼, 吴文斌, 宋茜, 余强毅, 杨鹏, 唐华俊 . 农作物种植结构遥感提取研究进展. 中国农业科学, 2015,48(10) : 1900-1914.
doi: 10.3864/j.issn.0578-1752.2015.10.004
HU Q, WU W B, SONG Q, YU Q Y, YANG P, TANG H J . Recent progresses in research of crop patterns mapping by using remote sensing. Scientia Agricultura Sinica, 2015,48(10) : 1900-1914. (in Chinese)
doi: 10.3864/j.issn.0578-1752.2015.10.004
[3] 潘学鹏, 李改欣, 刘峰贵, 吴喜芳, 近藤昭彦, 沈彦俊 . 华北平原冬小麦面积遥感提取及时空变化研究. 中国生态农业学报, 2015,23(4):497-505.
pmid: 19431994
PAN X P, LI G X, LIU F G, WU X F, KONDOH A, SHEN Y J . Using remote sensing to determine spatio-temporal variations in winter wheat growing area in the North China Plain. Chinese Journal of Eco-Agriculture, 2015,23(4):497-505. (in Chinese)
pmid: 19431994
[4] 唐华俊, 吴文斌, 杨鹏, 周清波, 陈仲新 . 农作物空间格局遥感监测研究进展. 中国农业科学, 2010,43(14):2879-2888.
TANG H J, WU W B, YANG P, ZHOU Q B, CHEN Z X . Recent progresses in monitoring crop spatial patterns by using remote sensing technologies. Scientia Agricultura Sinica, 2010,43(14):2879-2888. (in Chinese)
[5] 余强毅, 吴文斌, 陈羊阳, 杨鹏, 孟超英, 周清波, 唐华俊 . 农作物空间格局变化模拟模型的MATLAB实现及应用. 农业工程学报, 2014,30(12):105-114.
YU Q Y, WU W B, CHEN Y Y, YANG P, MENG C Y, ZHOU Q B, TANG H J . Model application of an agent-based model for simulating crop pattern dynamics at regional scale based on MATLAB. Transactions of the Chinese Society of Agricultural Engineering, 2014,30(12):105-114. (in Chinese)
[6] LIU Z H, YANG P, WU W B, YOU L Z . Spatiotemporal changes of cropping structure in China during 1980-2011. Journal of Geographical Sciences, 2018,28(11):1659-1671.
doi: 10.1007/s11442-018-1535-4
[7] 宋桂琴, 徐惠民, 刘志晨 . 辽宁省农作物种植结构时空变化特征分析. 中国农学通报, 2019,35(5):24-31.
SONG G Q, XU H M, LIU Z C . Temporal and spatial characteristics of crop planting structure in Liaoning province. Chinese Agricultural Science Bulletin, 2019,35(5):24-31. (in Chinese)
[8] 王红营 . 基于遥感的华北平原农业土地利用时空变化特征及驱动力分析[D]. 石家庄: 河北师范大学, 2016.
WANG H Y . Using remote sensing to analyze spatiotemporal variations in farmland utilization and driving force in the North China Plain[D]. Shijiazhuang: Hebei Normal University, 2016. (in Chinese)
[9] XIAO X, BOLES S, FROLKING S, LI C, BABU J, SALAS W, MOORE B . Mapping paddy rice agriculture in South and Southeast Asia using multi-temporal MODIS images. Remote Sensing of Environment, 2006,100(1):95-113.
[10] 陈仲新, 任建强, 唐华俊, 史云, 冷佩, 刘佳, 王利民, 吴文斌, 姚艳敏, 哈斯图亚 . 农业遥感研究应用进展与展望. 遥感学报, 2016,20(5):748-767.
CHEN Z X, REN J Q, TANG H J, SHI Y, LENG P, LIU J, WANG L M, WU W B, YAO Y M, HASI T Y . Progress and perspectives on agricultural remote sensing research and applications in China. Journal of Remote Sensing, 2016,20(5):748-767. (in Chinese)
[11] 杨珺雯, 张锦水, 潘耀忠, 孙佩军, 朱爽 . 基于遥感识别误差校正面积的农作物种植面积抽样高效分层指标研究—以冬小麦为例. 中国农业科学, 2018,51(4):675-687.
doi: 10.3864/j.issn.0578-1752.2018.04.007
YANG J W, ZHANG J S, PAN Y Z, SUN P J, ZHU S . An efficient hierarchical indicator based on the correction area of remote sensing identification error for planting acreage sampling-A case study of winter wheat. Scientia Agricultura Sinica, 2018,51(4):675-687. (in Chinese)
doi: 10.3864/j.issn.0578-1752.2018.04.007
[12] CHANG J, HANSEN M, PITTMAN K, CARROLL M, DIMICELI C . Corn and soybean mapping in the United States using MODIS time-series data sets. Agronomy Journal. 2007,99(6):1654-1664.
doi: 10.1016/j.fertnstert.2013.01.092 pmid: 23394781
[13] 张莎, 张佳华, 白雲, 姚凤梅 . 基于MODIS-EVI及物候差异免阈值提取黄淮海平原冬小麦面积. 农业工程学报, 2018,34(11):150-158.
ZHANG S, ZHANG J H, BAI Y, YAO F M . Extracting winter wheat area in Huanghuaihai Plain using MODIS-EVI data and phenology difference avoiding threshold. Transactions of the Chinese Society of Agricultural Engineering, 2018,34(11):150-158. (in Chinese)
[14] 黄青, 唐华俊, 吴文斌, 李丹丹, 刘佳 . 农作物分布格局动态变化的遥感监测—以东北三省为例. 中国农业科学, 2013,46(13):2668-2676.
HUANG Q, TANG H J, WU W B, LI D D, LIU J . Remote sensing based dynamic changes analysis of crop distribution pattern-Taking Northeast China as an example. Scientia Agricultura Sinica, 2013,46(13):2668-2676. (in Chinese)
[15] 权文婷, 王钊 . 冬小麦种植面积遥感提取方法研究. 国土资源遥感, 2013,25(4):8-15.
QUAN W T, WANG Z . Researches on the extraction of winter wheat planting area using remote sensing method. Remote Sensing for Land and Resources, 2013,25(4):8-15. (in Chinese)
[16] 许文波, 田亦陈 . 作物种植面积遥感提取方法的研究进展. 云南农业大学学报, 2005,20(1):94-98.
XU W B, TIAN Y C . Overview of extraction of crop area from remote sensing. Journal of Yunnan Agricultural University, 2005,20(1):94-98. (in Chinese)
[17] 李石华, 王金亮, 毕艳, 陈姚, 朱妙园, 杨帅, 朱佳 . 遥感图像分类方法研究综述. 国土资源遥感, 2005,17(2):1-6.
LI S H, WANG J L, BI Y, CHEN Y, ZHU M Y, YANG S, ZHU J . A review of methods for classification of remote sensing images. Remote Sensing for Land & Resources, 2005,17(2):1-6. (in Chinese)
[18] 刘勇洪, 牛铮, 王长耀 . 基于MODIS数据的决策树分类方法研究与应用. 遥感学报, 2005,9(4):405-412.
LIU Y H, NIU Z, WANG C Y . Research and application of the decision tree classification using MODIS data. Journal of Remote Sensing, 2005,9(4):405-412. (in Chinese)
[19] CHEN L, SUN Y . Comparison of object-oriented remote sensing image classification based on different decision trees in forest area. Chinese Journal of Applied Ecology, 2018,29(12):3995-4003.
doi: 10.13287/j.1001-9332.201812.015 pmid: 30584726
[20] 刘焕军, 于胜男, 张新乐, 郭栋, 殷继先 . 一年一季农作物遥感分类的时效性分析. 中国农业科学, 2017,50(5):830-839.
LIU H J, YU S N, ZHANG X L, GUO D, YIN J X . Timeliness analysis of crop remote sensing classification one crop a year. Scientia Agricultura Sinica, 2017,50(5):830-839. (in Chinese)
[21] 张晓娟, 杨英健, 盖利亚, 李亮, 王宇 . 基于CART决策树与最大似然比法的植被分类方法研究. 遥感信息, 2010(2):88-92.
ZHANG X J, YANG Y J, GAI L Y, LI L, WANG Y . Research on vegetation classification method based on combined decision tree algorithm and maximum likelihood ratio. Remote Sensing Information, 2010(2):88-92. (in Chinese)
[22] 黄健熙, 贾世灵, 武洪峰, 苏伟 . 基于GF-1 WFV影像的作物面积提取方法研究. 农业机械学报, 2015,46(S1):253-259.
HUANG J X, JIA S L, WU H F, SU W . Extraction method of crop planted area based on GF-1 WFV image. Transactions of the Chinese Society for Agricultural Machinery, 2015,46(S1):253-259. (in Chinese)
[23] 米晓楠, 杨超, 李峰, 相栋, 李孟蔚, 赵永强, 闫加海 . 晋南区冬小麦种植分布卫星遥感反演及时空变化分析. 山西农业科学, 2018,46(3):378-382.
MI X N, YANG C, LI F, XIANG D, LI M W, ZHAO Y Q, YAN J H . Analysis of temporal and spatial variations in winter wheat growing regions in Jinnan region using remote sensing. Journal of Shanxi Agricultural Sciences, 2018,46(3):378-382. (in Chinese)
[24] XIANG M T, YU Q Y, WU W B . From multiple cropping index to multiple cropping frequency: Observing cropland use intensity at a finer scale. Ecological Indicators, 2019,101:892-903.
doi: 10.1016/j.ecolind.2019.01.081
[25] BORYAN C, YANG Z, WILLIS P, DI L . Developing crop specific area frame stratifications based on geospatial crop frequency and cultivation data layers. Journal of Integrative Agriculture, 2017,16(2):312-323.
[26] 边金虎, 李爱农, 宋孟强, 马利群, 蒋锦刚 . MODIS植被指数时间序列Savitzky-Golay滤波算法重构. 遥感学报, 2010,14(4):725-741.
BIAN J H, LI A N, SONG M Q, MA L Q, JIANG J G . Reconstruction of NDVI time-series datasets of MODIS based on Savitzky-Golay filter. Journal of Remote Sensing, 2010,14(4):725-741. (in Chinese)
[27] SHI X, YU D, XU S, WARNER E, WANG H, SUN W, ZHAO Y, GONG Z . Cross-reference for relating genetic soil classification of China with WRB at different scales. Geoderma, 2010,155(1):344-350.
[28] SHI X, YU D, WARNER E, PAN X, PETERSEN G, GONG Z, WEINDORF D . Soil database of 1:1,000,000 digital soil survey and reference system of the Chinese genetic soil classification system. Soil Horizons, 2004,45(4):129.
doi: 10.2136/sh2004.4.0129
[29] 王学, 李秀彬, 谈明洪, 辛良杰 . 华北平原2001-2011年冬小麦播种面积变化遥感监测. 农业工程学报, 2015,31(8):190-199.
WANG X, LI X B, TAN M H, XIN L J . Remote sensing monitoring of changes in winter wheat area in North China Plain from 2001 to 2011. Transactions of the Chinese Society of Agricultural Engineering, 2015,31(8):190-199. (in Chinese)
[30] ZHANG N, WU Y, ZHANG Q . Detection of sea ice in sediment laden water using MODIS in the Bohai Sea: a CART decision tree method. International Journal of Remote Sensing, 2015,36(6):1661-1674.
[31] RUFIN P, LEVERS C, BAUMANN M, JAGERMEYR J, KRUEGER T, KUEMMERLE T, HOSTERT P . Global-scale patterns and determinants of cropping frequency in irrigation dam command areas. Global Environmental Change, 2018,50:110-122.
doi: 10.1016/j.gloenvcha.2018.02.011
[32] WILKEN F, WAGNER P, NARASIMHAN B, FIENER P . Spatio-temporal patterns of land use and cropping frequency in a tropical catchment of South India. Applied Geography, 2017,89:124-132.
doi: 10.1016/j.apgeog.2017.10.011
[33] 范玲玲 . 过去65年中国小麦种植时空格局变化及其驱动因素分析[D]. 北京: 中国农业科学院, 2018.
FAN L L . Spatio-temporal variation of wheat cultivation in China and its driving factors during the past 65 years[D]. Beijing: Chinese Academy of Agricultural Sciences, 2018. (in Chinese)
[34] 裴源生, 李旭东, 杨明智 . 21世纪以来我国灌溉面积构成及农业种植结构变化趋势. 灌溉排水学报, 2018,37(4):1-8.
PEI Y S, LI X D, YANG M Z . Changes in irrigated areas and the types of cropland in China since 2000. Journal of Irrigation and Drainage, 2018,37(4):1-8. (in Chinese)
[35] 刘占锋, 傅伯杰, 刘国华, 朱永官 . 土壤质量与土壤质量指标及其评价. 生态学报, 2006,26(3):901-913.
LIU Z F, FU B J, LIU G H, ZHU Y G . Soil quality: Concept, indicators and its assessment. Acta Ecologica Sinica, 2006,26(3):901-913. (in Chinese)
[36] 张心昱, 陈利顶 . 土壤质量评价指标体系与评价方法研究进展与展望. 水土保持研究, 2006,13(3):30-34.
ZHANG X Y, CHEN L D . The progress and prospect of soil quality indicators and evaluation methods. Research of Soil and Water Conservation, 2006,13(3):30-34. (in Chinese)
[37] 刘广明, 吕真真, 杨劲松, 李可晔, 余世鹏 . 基于主成分分析及GIS的环渤海区域土壤质量评价. 排灌机械工程学报, 2015,33(1):67-72.
LIU G M, LÜ Z Z, YANG J S, LI K Y, YU S P . Quality evaluation of soil in land along Bohai Sea Coast by principal component analysis and GIS. Journal of Drainage and Irrigation Machinery Engineering, 2015,33(1):67-72. (in Chinese)
[38] 马树庆 . 吉林省农业气候研究. 吉林: 气象出版社, 1996.
MA S Q. Agroclimatic Studie in Jilin Province. Jilin: China Meteorological Press, 1996. (in Chinese)
[39] 蒋定生, 黄国俊, 帅启富, 刘梅 . 渭北旱塬降水对农作物生长适宜度的模糊分析. 水土保持研究, 1992(2):61-71.
JIANG D S, HUANG G J, SHUAI Q F, LIU M . Fuzzy analysis the suitable degrees of the precipitation to the agro-crops growing in the arid Plain of Northern Wei River. Research of Soil and Water Conservation, 1992(2):61-71. (in Chinese)
[40] 黄璜 . 中国红黄壤地区作物生产的气候生态适应性研究. 自然资源学报, 1996,11(4):340-346.
doi: 10.11849/zrzyxb.1996.04.007
HUANG H . A study on the climatic ecology adaptability of the crop production in the Red and Yellow Soils Region of China. Journal of Natural Resources, 1996,11(4):340-346. (in Chinese)
doi: 10.11849/zrzyxb.1996.04.007
[41] 千怀遂, 焦士兴, 赵峰 . 河南省冬小麦气候适宜性变化研究. 生态学杂志, 2005,24(5):503-507.
QIAN H S, JIAO S X, ZHAO F . Climate suitability change of winter wheat in Henan province. Chinese Journal of Ecology, 2005,24(5):503-507. (in Chinese)
[42] 赵峰 . 河南省冬小麦气候适宜性变化研究[D]. 开封: 河南大学, 2002.
ZHAO F . Research on the climate suitability change of winter wheat in Henan province[D]. Kaifeng: Henan University, 2002. (in Chinese)
[43] 李伟毅, 赵佳 . 中国农业直接补贴: 演变历程、阶段特征与变迁方向. 经济研究参考, 2012(60):5-12.
LI W Y, ZHAO J . China’s agricultural direct subsidy: Evolution process, stage characteristics and change direction. Review of Economic Research, 2012(60):5-12. (in Chinese)
[44] 中华人民共和国农业部. 中国农业统计资料. 2010. 北京: 中国农业出版社, 2011.
Ministry of Agriculture of the People’s Republic of China. China Agriculture Statistical Report.2010. Beijing: China Agriculture Press, 2011.
[45] 中华人民共和国农业部. 中国农业统计资料. 2013. 北京: 中国农业出版社, 2014.
Ministry of Agriculture of the People’s Republic of China. China Agriculture Statistical Report. 2013. Beijing: China Agriculture Press, 2014.
[46] 高惠璇 . 应用多元统计分析. 北京: 北京大学出版社, 2005.
GAO H X. Application of Multivariate Statistical Analysis. Beijing: Peking University Press, 2005. (in Chinese)
[47] 黄勇, 杨忠芳 . 土壤质量评价国外研究进展. 地质通报, 2009,28(1):130-136.
HUANG Y, YANG Z F . Recent research progress of overseas soil quality evaluation. Geological Bulletin of China, 2009,28(1):130-136. (in Chinese)
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