Please wait a minute...
img

Wechat

Remote Sensing Technology and Application  2013, Vol. 28 Issue (2): 165-173    DOI: 10.11873/j.issn.1004-0323.2013.2.165
    
The Feasibility Analysis on Satellite Data based Crop Mature Date Prediction
Meng Jihua,Wu Bingfang
(Key Laboratory of Digital Earth Science,Institute of Remote Sensing and Digital Earth,
Chinese Academy of Sciences,Beijing 100101,China)
Download:  PDF (1177KB) 
Export:  BibTeX | EndNote (RIS)      
Abstract  

Precise harvest is an important part of precision agriculture.The study first proved the importance of accurate crop mature date prediction by analyzing the influence of harvest date on crop yield and grain quality,then provided a review on crop mature date prediction through meteorological statistical method,crop growth model method and remote sensing method.After that,based on the development of remote sensing derivation of crop maturation indicators,this paper concluded that it is feasible to predict crop mature date and map fields harvest order with satellite-based remote sensing,especially when new sensors are launched continuously.The study also pointed out that the issues will be addressed in the field:(1)developing remote sensing oriented crop maturation indicators and studying their varying patterns;(2)improving remote sensing estimation of crop canopy chlorophyll and water content;(3)developing high-temporal & high-spatial resolution remote sensing data generation technology to implement field scale dynamic monitoring and;(4)improving mature date prediction by integrating different models.

Key words:  Satellite remote sensing      Crop mature date      Prediction      Precision farming     
Received:  14 August 2012      Published:  24 June 2013
TP 79  
Service
E-mail this article
Add to my bookshelf
Add to citation manager
E-mail Alert
RSS
Articles by authors
Meng Jihua
Wu Bingfang

Cite this article: 

Meng Jihua,Wu Bingfang. The Feasibility Analysis on Satellite Data based Crop Mature Date Prediction. Remote Sensing Technology and Application, 2013, 28(2): 165-173.

URL: 

http://www.rsta.ac.cn/EN/10.11873/j.issn.1004-0323.2013.2.165     OR     http://www.rsta.ac.cn/EN/Y2013/V28/I2/165

[1]Zhang N,Wang M,Wang N.Precision Agriculture——A W-orldwide Overview[J].Computers and Electronics in Agriculture,2002,36(2-3):113-132.

[2]Meng Jihua,Wu Bingfang,Li Qiangzi,et al.Research Adva-nces and Outlook of Crop Monitoring with Remote Sensing at Field Level[J].Remote Sensing Information,2010,(3):35-43.[蒙继华,吴炳方,李强子,等.农田农情参数遥感监测进展及应用展望[J].遥感信息,2010,(3):35-43.]

[3]Meng Jihua,Wu Bingfang,Du Xin,et al.A Review and Outlook of Applying Remote Sensing to Precision Agriculture[J].Remote Sensing for Land & Resources,2011,(3):1-7.[蒙继华,吴炳方,杜鑫,等.遥感在精准农业中的应用进展及展望[J].国土资源遥感,2011,(3):1-7.]

[4]Ierna A.Influence of Harvest Date on Nitrate Contents of Three Potato Varieties for Off-Season Production[J].Journal of Food Composition and Analysis,2009,22(6),551-555.

[5]Xie Lihong,Ye Dingchi,Chen Neng,et al.Influence of Sowing and Harvest Dates on Protein,Amino Acid Contents of Milled Rice Grains of Rice Variety Fengliangyou No.1[J].Chinese Journal of Agrometeorology,2008,29(1):83-85.[谢黎虹,叶定池,陈能,等.播期和收获期对水稻“丰两优1号”品质的影响[J].中国农业气象,2008,29(1):83-85.]

[6]Ye Dingchi,Xie Lihong,Chen Neng,et al.Effects of Different Sowing and Harvest Periods on RVA Viscosity Characters of Rice Variety,Feng-Liang-You 1[J].Acta Agriculturae Zhejiangensis,2007,19(3):179-183.[叶定池,谢黎虹,陈能,等.不同播期和收获期对水稻丰两优1号RVA特征谱的影响[J].浙江农业学报,2007,19(3):179-183.]

[7]Chi Yongqin.The Relationship between Grain Quality and Harvest Date[J].Crops,1995,11(3):30-31.[迟永琴.春小麦品质与收获期的关系[J].作物杂志,1995,11(3):30-31.]

[8]Lu Dalei,Wang Decheng,Zhao Jiuran,et al.Yield and Starch Pasting Characteristics(RVA)of Autumn-sown Waxy Maize under Different Harvesting Dates[J].Scientia Agricultura Sinica,2008,41(12):4048-4054.[陆大雷,王德成,赵久然,等.收获期对秋播糯玉米不同品种产量与淀粉糊化(RVA)特性的影响[J].中国农业科学,2008,41(12):4048-4054.]

[9]Saldivar X,Wang Y,Chen P,et al.Changes in Chemical Composition during Soybean Seed Development[J].Food Chemistry,2011,124(4):1369-1375.

[10]Wang Zhixin,GuoTai,Wu Xiuhong,et al.Study on the Influence of Harvest Time on the Oil and Yield of Different Mature Period High-oil Soybean[J].Chinese Agricultural Science Bulletin,2009,25(4):74-77.[王志新,郭泰,吴秀红,等.收获期对不同生育期高油大豆油分及产量的影响[J].中国农学通报,2009,25(4):74-77.]

[11]Noda T,Tsuda S,Mori M,et al.The Effect of Harvest Dates on the Starch Properties of Various Potato Cultivars[J].Food Chemistry,2004,86(1):119-125.

[12]Dag A,Kerem Z,Yogev N,et al.Influence of Time of Harvest and Maturity Index on Olive Oil Yield and Quality[J].Scientia Horticulturae,2011,127(3):358-366

[13]Higgins A J,Muchow R C,Rudd A V,et al.Optimising Harvest Date in Sugar Production:A Case Study for the Mossman Mill Region in Australia:I.Development of Operations Research Model and Solution[J].Field Crops Research,1998,57(2):153-162.

[14]Muchow R C,Higgins A J,Rudd A V,et al.Optimising Harvest Date in Sugar Production:A Case Study for the Mossman Mill Region in Australia:II.Sensitivity to Crop Age and Crop Class Distribution[J].Field Crops Research,1998,57(3):243-251.

[15]Mambelli S,Grandi S.Yield and Quality of Kenaf(Hibiscus Cannabinus L.)Stem as Affected by Harvest Date and Irrigation[J].Industrial Crops and Products,1995,4(2):97-104.

[16]Coffelt T A,Nakayama F S.Determining Optimum Harvest Time for Guayule Latex and Biomass[J].Industrial Crops and Products,2010,31(1):131-133.

[17]Robert C,Emaga T H,Wathelet B,et al.Effect of Variety and Harvest Date on Pectin Extracted from Chicory Roots(Cichorium Intybus L.)[J].Food Chemistry,2008,108(3):1008-1018.

[18]Russell J R.Influence of Harvest Date on the Nutritive Value and Ensiling Characteristics of Maize Stover[J].Animal Feed Science and Technology,1986,14(1-2):11-27.

[19]Fraser M D,Fychan R,Jones R.The Effect of Harvest Date and Inoculation on the Yield and Fermentation Characteristics of Two Varieties of White Lupin(Lupinus Albus)when Ensiled as a Whole-crop[J].Animal Feed Science and Technology,2005,119(3):307-322.

[20]Chen Y,Chen J,Zhang Y,et al.Effect of Harvest Date on Shearing Force of Maize Stems[J].Livestock Science,2007,111(1):33-44.

[21]Setiyono T D,Weiss A,Specht J,et al.Understanding and Modeling the Effect of Temperature and Daylength on Soybean Phenology under High-Yield Conditions[J].Field Crops Research,2007,100(2):257-271.

[22]Lian Zhiluan,Zhao Shilin,Kuang Shunsi.Application of Phenological Observation Data in Forecast of Suitable Harvest Period of Wheat[J].Chinese Journal of Agrometeorology,2006,27(3):226-228.[连志鸾,赵世林,匡顺四.物候观测资料在小麦收获期预报中的应用[J].中国农业气象,2006,27(3):226-228.]

[23]Yang Zhigen,Liu Jindi.How to Predict Heading and Mature Date for Barley[J].Barley Science,2002,(2):25-26.[杨志根,刘金弟.怎样预测大麦齐穗期和成熟期[J].大麦科学,2002,(2):25-26.]

[24]Duan Jinsheng.Harvest Prediction of Winter Wheat in East Gansu Province[J].Chinese Journal of Agrometeorology,2007,28(1):17-20.[段金省.陇东塬区冬小麦收获期预报[J].中国农业气象,2007,28(1):17-20.]

[25]Ji Qi.Prediction of Suitable Harvest Period of Autumn Cabbage Using Fuzzy Mathematics Method[J].Journal of Anhui Agricultural Sciences,2010,38(18):9387-9388,9399.[吉奇.利用模糊数学方法预测秋白菜适宜收获期[J].安徽农业科学,2010,38(18):9387-9388,9399.]

[26]Perry K B,Blankenship S M,Unrath C R.Predicting Harvest Date of “Delicious” and “Golden Delicious” Apples Using Heat Unit Accumulations[J].Agricultural and Forest Meteorology,1987,39(1):81-88.

[27]Umber M,Paget B,Hubert O,et al.Application of Thermal Sums Concept to Estimate the Time to Harvest New Banana Hybrids for Export[J].Scientia Horticulturae,2011,129(1):52-57.

[28]Friis E,Jensen J,Mikkelsen S A.Predicting the Date of Harvest of Vining Peas by Means of Air and Soil Temperature Sums and Node Countings[J].Field Crops Research,1987,16(1):33-42.

[29]Hoogenboom G.Contribution of Agrometeorology to the Simulation of Crop Production and Its Applications[J].Agricultural and Forest Meteorology,2000,103(12):137-157.

[30]Lin Zhonghui,Mo Xingguo,Xiang Yueqin.Research Advances on Crop Growth Models[J].Acta Agronomica Sinica,2003,29(5):750-758.[林忠辉,莫兴国,项月琴.作物生长模型研究综述[J].作物学报,2003,29(5):750-758.]

[31]Herrmann A,Kornher A,Taube F.A New Harvest Time Prognosis Tool for Forage Maize Production in Germany[J].Agricultural and Forest Meteorology,2005,130(1):95-111.

[32]Hajj M E,Begue A,Guillaume S,et al.Integrating SPOT-5 Time Series,Crop Growth Modeling and Expert Knowledge for Monitoring Agricultural Practices-the Case of Sugarcane Harvest on Reunion Island[J].Remote Sensing of Environment,2009,113(10):2052-2061.

[33]Ma Yuping,Wang Shili,Zhang Li,et al.A Preliminary Study on the Re-initialization/Re-parameterization of a Crop Model based on Remote Sensing Data[J].Acta Phytoecologica Sinica,2005,29(6):918-926.[马玉平,王石立,张黎,等.基于遥感信息的作物模型重新初始化/参数化方法研究初探[J].植物生态学报,2005,29(6):918-926.]

[34]Sakamoto T,Yokozawa M,Toritani H,et al.A Crop Phenology Detection Method Using Time-Series MODIS Data[J].Remote Sensing of Environment,2005,96(3):366-374.

[35]Cui Kai,Meng Jihua,Zuo Tingying.Monitoring of Crop Phenology with Remote Sensing[J].Journal of Anhui Agricultural Sciences,2012,40(10):6279-6281,6321.[崔凯,蒙继华,左廷英.遥感作物物候监测方法研究[J].安徽农业科学,2012,40(10):6279-6281,6321.]

[36]Francois I M,Marien E,Brijs K,et al.The Use of Vis/NIR Spectroscopy to Predict the Optimal Root Harvesting Date of Chicory(Cichorium Intybus L.)[J].Postharvest Biology and Technology,2009,53(1):77-83.

[37]Tang Yanlin,Wang Jihua,Huang Jingfeng,et al.Variation Law of Hypersprctral Data and Chlorophyll and Carotenoid for Rice in Mature Process[J].Transactions of the Chinese Society of Agricultural Engineering,2003,19(6):167-173.[唐延林,王纪华,黄敬峰,等.水稻成熟过程中高光谱与叶绿素、类胡萝卜素的变化规律研究[J].农业工程学报,2003,19(6):167-173.]

[38]Chen Weijun.Rice Maturation and Harvest Time Monitoring by Hyperspectral Reflectance[D].Hangzhou:Zhejiang University,2006.[陈维君.水稻成熟度和收获时期的高光谱监测[D].杭州:浙江大学,2006]

[39]Mao Shasha,Zeng Ming,He Shaolan,et al.Application of Near Infrared Spectra(NIRS)Technology in Prediction of Maturity Stage of Fruit[J].Subtropical Plant Science,2010,39(1):82-87.[毛莎莎,曾明,何绍兰,等.近红外光谱技术在水果成熟期预测中的应用(综述)[J].亚热带植物科学,2010,39(1):82-87.][40]Tanaka M,Kojima T.Near Infrared Monitoring to the Growth Period of Japanese Pear Fruit based on Constituent Sugar Concentrations[J].Journal of Agricultural and Food Chemistry,1996,44(8):2272-2277.

[41]Herold B,Truppel I,Zude M,et al.Spectral Measurements on‘Elstar’Apples during Fruit Development on the Tree[J].Biosystems Engineering,2005,91(2):173-182.

[42]Slaughter D C,Crisosto C H.Nondestructive Internal Quality Assessment of Kiwifruit Using Near-infrared Spectroscopy[J].Seminars in Food Analysis,1998,3(2):131-140.

[43]Peirs A,Lammertyn J,Ooms K,et al.Prediction of the Optimal Picking Date of Different Apple Cultivars by Means of VIS/NIR-Spectroscopy[J].Postharvest Biology and Technology,2000,21(2):189-199.

[44]Saranwong S,Sornsrivichai J,Kawano S.Prediction of Ripe-stage Eating Quality of Mango Fruit from Its Harvest Quality Measured Nondestructively by Near Infrared Spectroscopy[J].Postharvest Biology and Technology,2004,31(2):137-145.

[45]Peirs A,Schenk A,Nicolai B M.Effect of Natural Variability among Apples on the Accuracy of VIS-NIR Calibration Models for Optimal Harvest Date Predictions[J].Postharvest Biology and Technology,2005,35(1):1-13.

[46]Han-ya I,Ishii K,Noguchi N.Acquisition and Analysis of Wheat Growth Information Using Satellite and Aerial Vehicle Imageries[C]//Proceedings for 3rd Asian Conference on Precision Agriculture.2009,Paper No.11008(Published on CD),Beijing,China.

[47]Meng Jihua,Wu Bingfang,Du Xin,et al.Predicting Mature Date of Winter Wheat with HJ-1A/1B Data[J].Transactions of the Chinese Society of Agricultural Engineering,2011,27(3):225-230.[蒙继华,吴炳方,杜鑫,等.基于HJ-1A/1B 数据的冬小麦成熟期遥感预测[J].农业工程学报,2011,27(3):225-230.]

[48]Wang Kun,Gu Xiaohe,Cheng Yaodong,et al.Remote Sensor Monitoring for Harvest Time of Summer Maize based on Change Vector Analysis[J].Transactions of the Chinese Society of Agricultural Engineering,2011,27(2):180-186.[王堃,顾晓鹤,程耀东,等.基于变化向量分析的玉米收获期遥感监测[J].农业工程学报,2011,27(2):180-186.]

[49]Ma Shangjie,Pei Zhiyuan,Wang Qingfa,et al.Research of Sugarcane Harvest Process Monitoring with Multi-temporal HJ-1 Satellite Data[J].Transactions of the Chinese Society of Agricultural Engineering,2011,27(3):215-219.[马尚杰,裴志远,汪庆发,等.基于多时相环境星数据的甘蔗收割过程遥感监测[J].农业工程学报,2011,27(3):215-219.]

[50]Yoder B J,Pettigrew-Crosby R E.Predicting Nitrogen and Chlorophyll Content and Concentrations from Reflectance Spectra(400-2500 Nm)at Leaf and Canopy Scales[J].Remote Sensing of Environment,1995,53(3):199-211.

[51]Gitelson A A,Gritz Y,Merzlyak M N.Relationships between Leaf Chlorophyll Content and Spectral Reflectance and Algorithms for Non-destructive Chlorophyll Assessment in Higher Plant Leaves[J].Journal of Plant Physiology,2003,160(3):271-282.

[52]Zhang Jiahua,Xu Yun,Yao Fengmei,et al.Review on Estimating Vegetation Water Content with Optimal Remote Sensing[J].Science in China Series (E):Technological Sciences,2010,40(10):1121-1129.[张佳华,许云,姚凤梅,等.植被含水量光学遥感估算方法研究进展[J].中国科学(E)辑:技术科学,2010,40(10):1121-1129.]

[53]Zhang Jiahua,Li Li,Yao Fengmei.Progress in Retrieving Vegetation Water Content under Different Vegetation Coverage Condition based on Remote Sensing Spectral Information[J].Spectroscopy and Spectral Analysis,2010,30(6):1638-1642.[张佳华,李莉,姚凤梅.遥感光谱信息提取不同覆盖下植被水分信号的研究进展[J].光谱学与光谱分析,2010,30(6):1638-1642.]

[54]Ren Ping,Yang Cunjian,Zhou Jieming.The Evaluation and Application Study on CCD Multi-spectral Remote Sensing Data Characteristics of HJ-1 A/B Satellites[J].Remote Sensing Technology and Applicaton,2010,25(1):138-142.[任平,杨存建,周介铭.HJ-1 A/B星CCD多光谱遥感数据特征评价及应用研究[J].遥感技术与应用,2010,25(1):138-142.]

[55]Meng Jihua,Wu Bingfang,Du Xin,et al.Method to Construct High Spatial and Temporal Resolution NDVI Dataset-STAVFM[J].Journal of Remote Sensing,2011,15(1):52-59.[蒙继华,吴炳方,杜鑫,等.高时空分辨率NDVI数据集构建方法[J].遥感学报,2011,15(1):52-59.]

No Suggested Reading articles found!