Scientia Agricultura Sinica ›› 2012, Vol. 45 ›› Issue (15): 3049-3057.doi: 10.3864/j.issn.0578-1752.2012.15.005

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

Monitoring Biomass and N Accumulation at Jointing Stage in Winter Wheat Based on SPOT-5 Images

 WANG  Bei-Zhan, FENG  Xiao, WEN  Nuan, ZHENG  Tao, YANG  Wu-De   

  1. 1.山西农业大学农学院,山西太谷 030801
    2.河南省农业科学院农业经济与信息研究中心,郑州 450008
    3.河南农业大学经济与管理学院,郑州 450002
    4.安阳县农业科学研究所,河南安阳455000
  • Received:2012-02-20 Online:2012-08-01 Published:2012-05-19

Abstract: 【Objective】 The monitoring equations to determine the above-ground biomass weight and N accumulation of winter wheat at jointing stage were established based on SPOT-5 images to provide reference for prediction of productivity and nitrogen regulation in mass production of wheat.【Method】Using SPOT-5 images and test data, the relationships were analyzed between spectral parameter and above-ground biomass weight, N accumulation of winter wheat at jointing stage, then the monitoring equations were established.【Result】The correlation between reflectance of green, red, near-infrared band and above-ground biomass weight, N accumulation reached 0.01 significant level. Reflectance of near-infrared band showed the most sensitive response for above-ground biomass weight, and reflectance of red band showed the most sensitive response to above-ground N accumulation. The exponential function model based on NDVI inversed plant above-ground biomass weight was the best, and R2 was 0.696** and that of RMSE was 258.92 kg•hm-2. The exponential function model based on the reflectance ratio of near-infrared band to red band inversed plant above-ground N accumulation was the best, and R2 was 0.717** and that of RMSE was 19.24 kg•hm-2. Based on the monitoring models, the thematic maps were produced to monitor above-ground biomass and N accumulation at jointing stage.【Conclusion】Using SPOT-5 images can achieve high precision in growth monitoring of winter wheat at jointing stage and it has a wide application prospect.

Key words: winter wheat, SPOT-5, jointing stage, biomass, nitrogen accumulation, monitoring model

[1]Babar M A, Reynolds M P, Van Ginkel M, Klatt A R, Raun W R, Stone M L. Spectral reflectance to estimate genetic variation for in-season biomass, leaf chlorophyll, and canopy temperature in wheat. Crop Science, 2006, 46: 1046-1057.

[2]李映雪, 朱 艳, 戴廷波, 田永超, 曹卫星. 小麦叶面积指数与冠层反射光谱的定量关系. 应用生态学报, 2006, 17(8): 1443-1447.

Li Y X, Zhu Y, Dai T B, Tian Y C, Cao W X. Quantitative relationships between leaf area index and canopy reflectance spectra of wheat. Chinese Journal of Applied Ecology, 2006, 17(8): 1443-1447. (in Chinese)

[3]冯 伟. 基于高光谱遥感的小麦氮素营养及生长指标监测研究[D]. 南京: 南京农业大学, 2007.

Feng W. Monitoring nitrogen status and growth characters with hyperspectral remote sensing in wheat[D]. Nanjing: Nanjing Agricultural University, 2007. (in Chinese)

[4]李卫国, 赵春江, 王纪华, 刘良云, 宋晓宇. 基于卫星遥感的冬小麦拔节期长势监测. 麦类作物学报, 2007, 27(3): 523-527.

Li W G, Zhao C J, Wang J H, Liu L Y, Song X Y. Monitoring the growth condition of winter wheat in jointing stage based on land sat TM image. Journal of Triticeae Crops, 2007, 27(3): 523-527. (in Chinese)

[5]谭昌伟, 王纪华, 朱新开, 王 妍, 王君婵, 童 璐, 郭文善. 基于Landsat TM影像的冬小麦拔节期主要长势参数遥感监测. 中国农业科学, 2011, 44(7): 1358-1366.

Tan C W, Wang J H, Zhu X K, Wang Y, Wang J C, Tong L, Guo W S. Monitoring main growth status parameters at jointing stage in winter wheat based on landsat TM images. Scientia Agricultura Sinica, 2011, 44(7): 1358-1366. (in Chinese)

[6]裴志远, 杨邦杰. 多时相归一化植被指数NDVI的时空特征提取与作物长势模型设计. 农业工程学报, 2000, 16(5): 20-22.

Pei Z Y, Yang B J. Analysis of multi-temporal and multi-spatial character of NDVI and crop condition models development. Transactions of the CSAE, 2000, 16(5): 20-22. (in Chinese)

[7]吴文斌, 杨桂霞. 用NOAA图像监测冬小麦长势的方法研究. 中国农业资源与区划, 2001, 22(2): 58-61.

Wu W B, Yang G X. A study of method of monitoring the winter wheat growth by using NOAA image. Chinese Journal of Agricultural Resources and Regional Planning, 2001, 22(2): 58-61. (in Chinese)

[8]贾良良, 寿丽娜, 李 斐, 陈新平, 张福锁. 遥感技术在植物氮营养诊断和推荐施肥中的应用之研究进展. 中国农学通报, 2007, 12(23): 396-401.

Jia L L, Shou L N, Li F, Chen X P, Zhang F S. Overview of remote sensing technology be used in plant nitrogen status diagnosis and N fertilizer recommendation. Chinese Agricultural Science Bulletin, 2007, 12(23): 396-401. (in Chinese)

[9]薛利红, 曹卫星, 罗卫红, 张 宪. 小麦叶片氮素状况与光谱特性的相关性研究. 植物生态学报, 2004, 28(2): 172-177.

Xue L H, Cao W X, Luo W H, Zhang X. Correlation between leaf nitrogen status and canopy spectral characteristics in wheat. Acta Phytoecologica Sinica, 2004, 28(2): 172-177. (in Chinese)

[10]张俊华, 张佳宝, 李立平. 基于冬小麦植被指数的氮肥调控技术研究. .土壤学报, 2007, 44(3): 550-555.

Zhang J H, Zhang J B, Li L P. Nitrogen regulation technology based on canopy spectral property of winter wheat. Acta Pedologica Sinica, 2007, 44(3): 550-555. (in Chinese)

[11]Hansen P M, Schjoerring J K. Reflectance measurement of canopy biomass and nitrogen status in wheat crops using normalized difference vegetation indices and partial least squares regression. Remote Sensing of Environment, 2003, 86: 542-553.

[12]赵春江, 黄文江, 王纪华, 刘良云, 宋晓宇, 马智宏, 李存军. 用多角度光谱信息反演冬小麦叶绿素含量垂直分布. 农业工程学报, 2006 ,22(6): 104-109.

Zhao C J, Huang W J, Wang J H, Liu L Y, Song X Y, Ma Z H, Li C J. Extracting winter wheat chlorophyll concentration vertical distribution based on bidirectional canopy reflected spectrum. Transactions of the CSAE, 2006 , 22(6): 104-109. (in Chinese)

[13]姚 霞, 田永超, 刘小军, 曹卫星, 朱 艳. 不同算法红边位置监测小麦冠层氮素营养指标的比较. 中国农业科学, 2010, 43(13): 2661-2667.

YAO X, Tian Y C, Liu  X J, Cao W X, Zhu Y. Comparative study on monitoring canopy leaf nitrogen status on red edge position with different algorithms in wheat. Scientia Agricultura Sinica, 2010, 43(13): 2661-2667. (in Chinese)

[14]Delecolle R, Maas S J, Guerif M. Remote sensing and crop production models: present trends. ISPRS Journal of Photogrammetry & Remote Sensing,1992,47(2-3):145-161.

[15]蒙继华, 吴炳方, 李强子, 张 磊. 全球农作物长势遥感监测系统的设计和实现. 世界科技研究与发展, 2006, 28(3): 41-44.

Meng J H, Wu B F, Li Q Z, Zhang L. Design and implementation of a global crop growth monitoring system by remote sensing. World Science and Technology Research and Development, 2006, 28(3): 41-44. (in Chinese)

[16]陈君颖, 田庆久, 亓雪勇, 刘晓臣, 管 仲. 基于Hyperion影像的水稻冠层生化参量反演. 遥感学报, 2009, 13(6): 1114-1121.

Chen J Y, Tian Q J, QI X Y, Liu X C, Guan Z. Rice canopy biochemical concentration retrievals based on Hyperion data. Journal of Remote Sensing, 2009, 13(6): 1114-1121. (in Chinese)

[17]王来刚, 王备战, 冯 伟, 郑 涛, 冯 晓, 郑国清. SPOT-5与HJ遥感影像用于冬小麦氮素监测的效果对比. 麦类作物学报, 2011, 31(2): 331-336.

Wang L G, Wang B Z, Feng W, Zheng T, Feng X, Zheng G Q. Comparative analysis of monitoring winter wheat nitrogen with SPOT-5 and HJ image. Journal of Triticeae Crops, 2011, 31(2): 331-336. (in Chinese)

[18]Delecolle R, Maas S J, Guerif M, Baret F. Remote sensing and crop production models: present trends. ISPRS Journal of Photogrammetry & Remote Sensing, 1992, 47(2-3): 145-161.

[19]Wright D L, Rasmussen, V P, Ramsey R D, Baker D J, Ellsworth J W. Canopy reflectance estimation of wheat nitrogen content for grain protein management. GIS Science and Remote Sensing, 2004, 41, 287-300.

[20]谭昌伟, 王纪华, 赵春江, 王 妍, 王君婵, 童 璐, 朱新开, 郭文善. 利用 Landsat TM 遥感数据监测冬小麦开花期主要长势参数. 农业工程学报, 2011, 27(5): 224-230.

Tan C W, Wang J H, Zhao C J, Wang Y, Wang J C, Tong L, Zhu X K, Guo W S. Monitoring wheat main growth parameters at anthesis stage by landsat TM. Transactions of the CSAE, 2011, 27(5): 224-230. (in Chinese)

[21]程一松, 胡春胜, 郝二波, 于贵瑞. 氮素胁迫下的冬小麦高光谱特征提取与分析. 资源科学, 2003, 25(1): 86-93.

Cheng Y S, Hu C S, Hao E B, Yu G R. Analysis and extraction of hyperspectral information feature of winter wheat under N stress condition. Resources Science, 2003, 25(1): 86-93. (in Chinese)

[22]刘宇光, 金 明, 冯钟葵, 李晓辉. SPOT数据反演地物辐射亮度和反射率的基础研究. 地球信息科学, 2005, 7(2): 111-115.

Liu Y G, Jin M, Feng Z K, Li X H. Study on inversion of radiance and reflectivity with SPOT data. Geo-information Science, 2005, 7(2): 111-115. (in Chinese)

[23]Research Systems Inc (RSI), FLAASH Module User’s Guide, 2005.

[24]宋晓宇, 王纪华, 薛绪掌, 刘良云, 陈立平, 赵春江. 利用航空成像光谱数据研究土壤供氮量及变量施肥对冬小麦长势影响. 农业工程学报, 2004, 20(4): 45-49.

Song X Y, Wang J H, Xue X Z, Liu L Y, Cheng L P, Zhao C J. Assessment of the influence of soil nitrogen supplies and variable fertilization on winter wheat growth condition using airborne hyperspectral image. Transactions of the CSAE, 2004, 20(4): 45-49. (in Chinese)

[25]Grossman Y L, Ustin S L, Jacquemoud S, Sanderson E W, Schmuck  G, Verdebout J. Critique of stepwise multiple linear regression for the extraction of leaf reflectance data. Remote Sensing of Environment, 1996, 56: 182-193.
[1] WANG YangYang,LIU WanDai,HE Li,REN DeChao,DUAN JianZhao,HU Xin,GUO TianCai,WANG YongHua,FENG Wei. Evaluation of Low Temperature Freezing Injury in Winter Wheat and Difference Analysis of Water Effect Based on Multivariate Statistical Analysis [J]. Scientia Agricultura Sinica, 2022, 55(7): 1301-1318.
[2] YI YingJie,HAN Kun,ZHAO Bin,LIU GuoLi,LIN DianXu,CHEN GuoQiang,REN Hao,ZHANG JiWang,REN BaiZhao,LIU Peng. The Comparison of Ammonia Volatilization Loss in Winter Wheat- Summer Maize Rotation System with Long-Term Different Fertilization Measures [J]. Scientia Agricultura Sinica, 2022, 55(23): 4600-4613.
[3] ZHU ChangWei,MENG WeiWei,SHI Ke,NIU RunZhi,JIANG GuiYing,SHEN FengMin,LIU Fang,LIU ShiLiang. The Characteristics of Soil Nutrients and Soil Enzyme Activities During Wheat Growth Stage Under Different Tillage Patterns [J]. Scientia Agricultura Sinica, 2022, 55(21): 4237-4251.
[4] LIU Feng,JIANG JiaLi,ZHOU Qin,CAI Jian,WANG Xiao,HUANG Mei,ZHONG YingXin,DAI TingBo,CAO WeiXing,JIANG Dong. Analysis of American Soft Wheat Grain Quality and Its Suitability Evaluation According to Chinese Weak Gluten Wheat Standard [J]. Scientia Agricultura Sinica, 2022, 55(19): 3723-3737.
[5] MengQi WANG,Na MI,Jing WANG,YuShu ZHANG,RuiPeng JI,NiNa CHEN,XiaXia LIU,Ying HAN,WangYiPu LI,JiaYing ZHANG. Simulation of Canopy Silking Dynamic and Kernel Number of Spring Maize Under Drought Stress [J]. Scientia Agricultura Sinica, 2022, 55(18): 3530-3542.
[6] RU Chen,HU XiaoTao,LÜ MengWei,CHEN DianYu,WANG WenE,SONG TianYuan. Effects of Nitrogen on Nitrogen Accumulation and Distribution, Nitrogen Metabolizing Enzymes, Protein Content, and Water and Nitrogen Use Efficiency in Winter Wheat Under Heat and Drought Stress After Anthesis [J]. Scientia Agricultura Sinica, 2022, 55(17): 3303-3320.
[7] HAN ShouWei,SI JiSheng,YU WeiBao,KONG LingAn,ZHANG Bin,WANG FaHong,ZHANG HaiLin,ZHAO Xin,LI HuaWei,MENG Yu. Mechanisms Analysis on Yield Gap and Nitrogen Use Efficiency Gap of Winter Wheat in Shandong Province [J]. Scientia Agricultura Sinica, 2022, 55(16): 3110-3122.
[8] CHEN Yang,XU MengZe,WANG YuHong,BAI YouLu,LU YanLi,WANG Lei. Quantitative Study on Effective Accumulated Temperature and Dry Matter and Nitrogen Accumulation of Summer Maize Under Different Nitrogen Supply Levels [J]. Scientia Agricultura Sinica, 2022, 55(15): 2973-2987.
[9] GAO RenCai,CHEN SongHe,MA HongLiang,MO Piao,LIU WeiWei,XIAO Yun,ZHANG Xue,FAN GaoQiong. Straw Mulching from Autumn Fallow and Reducing Nitrogen Application Improved Grain Yield, Water and Nitrogen Use Efficiencies of Winter Wheat by Optimizing Root Distribution [J]. Scientia Agricultura Sinica, 2022, 55(14): 2709-2725.
[10] MENG Yu,WEN PengFei,DING ZhiQiang,TIAN WenZhong,ZHANG XuePin,HE Li,DUAN JianZhao,LIU WanDai,FENG Wei. Identification and Evaluation of Drought Resistance of Wheat Varieties Based on Thermal Infrared Image [J]. Scientia Agricultura Sinica, 2022, 55(13): 2538-2551.
[11] LI ShuaiShuai, GUO JunJie, LIU WenBo, HAN ChunLong, JIA HaiFei, LING Ning, GUO ShiWei. Influence of Typical Rotation Systems on Soil Phosphorus Availability Under Different Fertilization Strategies [J]. Scientia Agricultura Sinica, 2022, 55(1): 96-110.
[12] LU Peng,LI WenHai,NIU JinCan,BATBAYAR Javkhlan,ZHANG ShuLan,YANG XueYun. Phosphorus Availability and Transformation of Inorganic Phosphorus Forms Under Different Organic Carbon Levels in a Tier Soil [J]. Scientia Agricultura Sinica, 2022, 55(1): 111-122.
[13] DENG Fei,HE LianHua,CHEN Duo,TIAN QingLan,LI QiuPing,ZENG YuLing,LI Bo,CHEN Hong,WANG Li,REN WanJun. Characteristics of Nitrogen Absorption and Utilization of Machine- Transplanted Indica Hybrid Rice with Different Daily Yield Types [J]. Scientia Agricultura Sinica, 2021, 54(7): 1469-1481.
[14] YanLing LIU,Yu LI,Yan ZHANG,YaRong ZHANG,XingCheng HUANG,Meng ZHANG,WenAn ZHANG,TaiMing JIANG. Characteristics of Microbial Biomass Phosphorus in Yellow Soil Under Long-Term Application of Phosphorus and Organic Fertilizer [J]. Scientia Agricultura Sinica, 2021, 54(6): 1188-1198.
[15] HaiYu TAO,AiWu ZHANG,HaiYang PANG,XiaoYan KANG. Smart-Phone Application in Situ Grassland Biomass Estimation [J]. Scientia Agricultura Sinica, 2021, 54(5): 933-944.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!