Big Data Challenges and Opportunities in Agriculture

被引:21
作者
Gopal, Maya P. S. [1 ]
Chintala, Bhargavi Renta [1 ]
机构
[1] VIT Univ, Sch Comp Sci & Engn, Chennai Campus, Chennai, Tamil Nadu, India
关键词
Agriculture; Big Data; Data Acquisition; Data Analytics; Data Storage; Machine Learning; USE EFFICIENCY; NEW-GENERATION; SYSTEM DATA; MANAGEMENT; INTERNET; DESIGN; INFORMATION; DECISION; MODELS; CROPS;
D O I
10.4018/IJAEIS.2020010103
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This article reviews various aspects of research concerning the background and state-of-the-art of big data in agriculture. This article focuses on data generation, storage, analysis and visualization in big data. In every phase, technical challenges and the latest advancement are discussed, and these discussions aim to provide a comprehensive overview and complete picture of this exciting area. This survey is concluded with a discussion on the application of big data in precision agriculture and its future directions.
引用
收藏
页码:48 / 66
页数:19
相关论文
共 111 条
[1]  
[Anonymous], 2014, SUSTAINABILITY AGE B
[2]  
[Anonymous], 2010, Agricultural Survey Methods, DOI DOI 10.1002/9780470665480.CH12
[3]   Towards a new generation of agricultural system data, models and knowledge products: Design and improvement [J].
Antle, John M. ;
Basso, Bruno ;
Conant, Richard T. ;
Godfray, H. Charles J. ;
Jones, James W. ;
Herrero, Mario ;
Howitt, Richard E. ;
Keating, Brian A. ;
Munoz-Carpena, Rafael ;
Rosenzweig, Cynthia ;
Tittonell, Pablo ;
Wheeler, Tim R. .
AGRICULTURAL SYSTEMS, 2017, 155 :255-268
[4]   New parsimonious simulation methods and tools to assess future food and environmental security of farm populations [J].
Antle, John M. ;
Stoorvogel, Jetse J. ;
Valdivia, Roberto O. .
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 2014, 369 (1639)
[5]   Parsimonious Multi-dimensional Impact Assessment [J].
Antle, John M. .
AMERICAN JOURNAL OF AGRICULTURAL ECONOMICS, 2011, 93 (05) :1292-1311
[6]   IT as enabler of sustainable farming: An empirical analysis of farmers' adoption decision of precision agriculture technology [J].
Aubert, Benoit A. ;
Schroeder, Andreas ;
Grimaudo, Jonathan .
DECISION SUPPORT SYSTEMS, 2012, 54 (01) :510-520
[7]  
Ault A., 2013, MOBILE CLOUD BASED F
[8]   Optimizing surveillance for livestock disease spreading through animal movements [J].
Bajardi, Paolo ;
Barrat, Alain ;
Savini, Lara ;
Colizza, Vittoria .
JOURNAL OF THE ROYAL SOCIETY INTERFACE, 2012, 9 (76) :2814-2825
[9]   Dynamical Patterns of Cattle Trade Movements [J].
Bajardi, Paolo ;
Barrat, Alain ;
Natale, Fabrizio ;
Savini, Lara ;
Colizza, Vittoria .
PLOS ONE, 2011, 6 (05)
[10]  
Baranyi J., 2013, HUNGARIAN SCI, V174, P1094