Journal of Agricultural Big Data ›› 2019, Vol. 1 ›› Issue (1): 5-10.doi: 10.19788/j.issn.2096-6369.190101
• Orginal Article • Previous Articles Next Articles
Jiang Hou1,2,3,Yang Yaping1,3,*(),Sun Jiulin1,3
Received:
2018-10-11
Online:
2019-03-26
Published:
2019-04-04
Contact:
Yang Yaping
E-mail:yangyp@igsnrr.ac.cn
CLC Number:
Jiang Hou, Yang Yaping, Sun Jiulin. Research and Application of Big Data in Agriculture[J].Journal of Agricultural Big Data, 2019, 1(1): 5-10.
[1] | 冉阿建, 孙蕙 . 大数据: 发展新动力[J]. 当代贵州, 2017,( 17):22-23. |
Ran A J, Sun H . Big Data: New Driving Force for Development[J]. Contemporary Guizhou, 2017,( 17):22-23. | |
[2] | 卢文林, 李秀峰 . 全国基层农机推广信息化平台农技咨询数据库的构建[J]. 中国科技成果, 2013(2):38-39. |
Lu W L, Li X F . Construction of Agricultural Technology Consultation Database for National Grassroots Agricultural Extension Information Platform[J].Chinese Scientific and Technological Achievements, 2013(2):38-39. | |
[3] | 曹永生, 方沩 . 国家农作物种质资源平台的建立和应用[J]. 生物多样性, 2010,18(5):454-460. |
Cao Y S, Fang W . Establishment and Application of National Crop Germplasm Resources Infrastructure in China[J].Biodi-versity Science , 2010,18(5):454-460. | |
[4] | 王希军, 黄晋鸿 . 以新的理念引领新的发展[M]. 济南: 山东人民出版社, 2016: 211. |
Wang X J, Huang J H. Leading New Development with New Idea[M]. Jinan: Shandong People's Publishing House, 2016: 211. | |
[5] | Big Data [EB/OL] . ( 2014 -03-19)[2018-09-11]. |
[6] | Manyika J, Chui M, Brown B. et al. Big Data: the Next Frontier for Innovation,Competition,Productivity [R/OL] . (2011-05)[2019-01-18]. |
[7] |
Mauro A D, Greco M, Grimaldi M . A Formal Definition of Big Data Based on Its Essential Features[J]. Library Review, 2016,65(3):122-135.
doi: 10.1108/LR-06-2015-0061 |
[8] | Barwick H . The “four Vs” of Big Data. [EB/OL]. ( 2011 -08-05)[2018-09-11]. |
[9] | What is big data? [EB/OL]. ( 2012 -05-23)[2019-01-19]. |
[10] | Nandyala C S, Kim H K . Big and Meta Data Management for U-Agriculture Mobile Services[J]. International Journal of Software Engineering & Its Applications, 2016,10(2):257-270. |
[11] |
Hashem I A T, Yaqoob I, Anuar N B , et al. The Rise of “Big Data” on Cloud Computing: Review and Open Research Issues[J]. Information Systems, 2015,47(C):98-115.
doi: 10.1016/j.is.2014.07.006 |
[12] | 戴起伟, 曹静, 凡燕 , 等. 面向现代设施农业应用的物联网技术模式设计[J]. 江苏农业学报, 2012,28(5):1173-1180. |
Dai Q W, Cao J, Fan Y , et al. Systemic Design of Internet of Things for Application in Modern Facility Agriculture[J]. Jiangsu Journal of Agricultural Sciences, 2012,28(5):1173-1180. | |
[13] | 何勇, 聂鹏程, 刘飞 . 农业物联网与传感仪器研究进展[J]. 农业机械学报, 2013,44(10):216-226. |
He Y, Lie P C, Liu F . Advancement and Trend of Internet of Things in Agriculture and Sensing Instrument[J]. Transactions of the Chinese Society for Agricultural Machinery, 2013,44(10):216-226. | |
[14] |
Chedad A, Moshou D, Aerts J M , et al. AP—Animal Production Technology: Recognition System for Pig Cough Based on Probabilistic Neural Networks[J]. Journal of Agricultural Engineering Research, 2001,79(4):449-457.
doi: 10.1006/jaer.2001.0719 |
[15] |
Wolfert S, Ge L, Verdouw C , et al. Big Data in Smart Farming - A Review[J]. Agricultural Systems, 2017,153:69-80.
doi: 10.1016/j.agsy.2017.01.023 |
[16] | 陈威, 郭书普 . 中国农业信息化技术发展现状及存在的问题[J]. 农业工程学报, 2013,29(22):196-205. |
Chen W, Guo S P . Current Situation and Existing Problems of Agricultural Informatization in China[J]. Transactions of the Chinese Society of Agricultural Engineering, 2013,29(22):196-205. | |
[17] | 张石锐, 郑文刚, 申长军 , 等. 嵌入式手持无线农产品价格信息采集终端[J]. 计算机工程与设计, 2012,33(2):514-518. |
Zhang S R, Zheng W G, Shen C J , et al. Agricultural Product Price Information Collection Terminal of Embedded Portable Wireless[J]. Computer Engineering & Design, 2012,33(2):514-518. | |
[18] | Akinboro, B. Bringing Mobile Wallets to Nigerian Farmers. [EB/OL]. ( 2014- 05- 25) [2018-09-11]. |
[19] | Global Envision. Unleashing Ugandan Farmers'Potential through Mobile Phones. [EB/OL]. ( 2013 -04-16) [2018-09-11]. |
-ugandan-farmers-potential-through-mobile-phones | |
[20] |
Beckerreshef I, Justice C, Sullivan M , et al. Monitoring Global Croplands with Coarse Resolution Earth Observations: the Global Agriculture Monitoring (GLAM) Project[J]. Remote Sensing, 2010,2(6):1589-1609.
doi: 10.3390/rs2061589 |
[21] |
Gutiérrez P A, López-Granados F , Pena-Barragán J M , Logistic Regression Product-unit Neural Networks for Mapping Ridolfia Segetum Infestations in Sunflower Crop Using Multitemporal Remote Sensed Data[J]. Computers & Electronics in Agriculture, 2008,64(2):293-306.
doi: 10.1016/j.compag.2008.06.001 |
[22] | 邢素丽, 张广录 . 我国农业遥感的应用现状与展望[J]. 农业工程学报, 2003,19(6):174-178. |
Xing S L, Zhang G L . Application Status Quo and Prospect of Agriculture Remote Sensing in China[J]. Transactions of the Chinese Society of Agricultural Engineering, 2003,19(6):174-178. | |
[23] |
Mcqueen R J, Garner S R , Nevill-Manning C G. et al. Applying Machine Learning to Agricultural Data[J]. Computers & Electronics in Agriculture, 1994,12(4):275-293.
doi: 10.1016/0168-1699(95)98601-9 |
[24] | Tesfaye K, Kai S, Cairns J , et al. Targeting Drought-tolerant Maize Varieties in Southern Africa: A Geospatial Crop Modeling Approach Using Big Data[J]. International Food & Agribusiness Management Review, 2016,19:75-92. |
[25] | Sawant M. Organized Data and Information for Efficacious Agriculture Using PRIDE? Model [C]. International Food and Agribusiness Management Association. 2016. |
[26] | Binswanger-Mkhize H P, Zhou Y. The Roundtable Consultation on Agricultural Extension for Strengthening Sustainable Agriculture and Farmers' Participation in Value Chains in Asia [C]. Beijing: Chinese Academy of Agricultural Sciences, 2012,1:14. |
[27] | 陶忠良, 管孝锋, 陈毓蔚 . 基于农业大数据的信息共享平台建设[J]. 产业与科技论坛, 2018(17):11. |
Tao Z L, Guan X F, Chen Y W . Construction of Information Sharing Platform for Agricultural Big Data[J]. Industrial & Science Tribune, 2018(17):11. | |
[28] | 冯阳 . 大数据技术在农技推广中的应用研究——以“全国基层农技推广服务云平台”为例[D]. 2017. |
Feng Y . Application of Big Data Technology in Agricultural Technology Extension: An Example of National Service Cloud Platform for Grass-roots Agricultural Technology Extension [D]. 2017. | |
[29] | Karmas A, Tzotsos A, Karantzalos K. Geospatial Big Data for Environmental and Agricultural Applications[M]. Big Data Concepts, Theories, and Applications. Springer International Publishing, 2016. |
[30] |
Rodriguez H, Snyder M, Uhlén M , et al. Recommendations from the 2008 International Summit on Proteomics Data Release and Sharing Policy - The Amsterdam Principles[J]. Journal of Proteome Research, 2009,8(7):3689-3692.
doi: 10.1021/pr900023z pmid: 2742685 |
[31] | 张计龙, 殷沈琴, 张用 , 等. 社会科学数据的共享与服务——以复旦大学社会科学数据共享平台为例[J]. 大学图书馆学报, 2015,33(1):74-79. |
Zhang J L, Yin S Q, Zhang Y , et al. Social Scientific Data Sharing and Serving——An Example of Fudan University Social Scientific Data Platform[J]. Journal of Academic Libraries, 2015,33(1):74-79. | |
[32] | Tripathi S, Srinivas V V, Nanjundiah R S . Downscaling of Precipitation for Climate Change Scenarios: A Support Vector Machine Approach[J]. Journal of Hydrology, 2006,330 |
( 3):621-640. | |
[33] | Ma C, Zhang H H, Wang X . Machine Learning for Big Data Analytics in Plants[J]. Trends in Plant Science, 2014,19(12): |
798-808. | |
[34] | Mucherino A, Papajorgji P J, Pardalos P M . Data Mining in Agriculture[M]. Springer New York, 2009. |
[35] |
Vibhute A K. , Bodhe S . Applications of Image Processing in Agriculture: A Survey[J]. International Journal of Computer Applications, 2012,52(2):34-40.
doi: 10.5120/8176-1495 |
[36] | 尹衍雨, 白春明, 柴多梅 , 等. 大数据与农业大数据在农业领域的应用[J]. 蔬菜, 2018(3):1-7. |
Yin Y Y, Bai C M, Chai D M , et al. Big Data and Agriculture: Application of Big Data in Agriculture[J]. Vegetables, 2018(3):1-7. | |
[37] | 王叁寿 . 大数据商业应用场景[M]. 机械工业出版社, 2016. |
Wang Sanshou. Application Scenario of Big Data Business[M]. China Machinery Industry Press, 2016. | |
[38] | 王儒敬 . 我国农业信息化发展的瓶颈与应对策略思考[J]. 中国科学院院刊, 2013,28(3):337-343. |
Wang Rujing . Bottleneck of Agricultural Informatization Development in China and the Thinking of Coping Strategies[J]. Bulletin of Chinese Academy of Sciences, 2013,28(3):337-343. | |
[39] | He S, Feng X, Wu Q , et al. Research on Personalized Services of Library Based on User Behavior Modeling and Big Data Mining[J]. Library & Information Service, 2017. |
[40] |
Nativi S, Mazzetti P, Santoro M , et al. Big Data Challenges in Building the Global Earth Observation System of Systems[J]. Environmental Modelling & Software, 2015,68(C):1-26.
doi: 10.1016/j.envsoft.2015.01.017 |
[41] | Kamilaris A, Gao F, Prenafetaboldu F X, et al. Agri-IoT: A Semantic Framework for Internet of Things-enabled Smart Farming Applications [C]. Internet of Things. IEEE, 2017: 442-447. |
[42] | 温孚江 . 农业大数据研究的战略意义与协同机制 [J]. 高等农业教育, 2013(11):3-6. |
Weng F J . Significance and Coordination Mechanism of Agricultural Big Data Research [J]. Higher Agricultural Educa-tion, 2013(11):3-6. | |
[43] |
Schnase J L, Duffy D Q, Tamkin G S , et al. MERRA Analytic Services: Meeting the Big Data Challenges of Climate Science through Cloud-enabled Climate Analytics-as-a-Service[J]. Computers Environment & Urban Systems, 2014.
doi: 10.1016/j.compenvurbsys.2013.12.003 |
[44] | 汪懋华 . “精细农业”发展与工程技术创新[J]. 农业工程学报, 1999,15(1):1-8. |
Wang Maohua . Development of Precision Agriculture and Innovation of Engineering Technologies[J]. Transactions of the Chinese Society of Agricultural Engineering, 1999,15(1):1-8. | |
[45] | Akos Jó wiak, Milkovics M, Lakner Z . A Network-Science Support System for Food Chain Safety: A Case from Hungarian Cattle Production[J]. International Food & Agribusiness Management Review, 2016,19(A):17-42. |
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