7th IGRSM International Remote Sensing & GIS Conference and Exhibition | |
Developing web-based data analysis tools for precision farming using R and Shiny | |
地球科学;计算机科学 | |
Jahanshiri, Ebrahim^1 ; Shariff, Abdul Rashid Mohd^1 | |
Geospatial Information Science Research Centre (GIS RC), Faculty of Engineering, Universiti Putra Malaysia (UPM), 43400 Serdang, Selangor, Malaysia^1 | |
关键词: Agricultural practices; Data analysis tool; New applications; Online environments; Precision farming; Statistical packages; Web application development; Web-based applications; | |
Others : https://iopscience.iop.org/article/10.1088/1755-1315/20/1/012014/pdf DOI : 10.1088/1755-1315/20/1/012014 |
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学科分类:计算机科学(综合) | |
来源: IOP | |
【 摘 要 】
Technologies that are set to increase the productivity of agricultural practices require more and more data. Nevertheless, farming data is also being increasingly cheap to collect and maintain. Bulk of data that are collected by the sensors and samples need to be analysed in an efficient and transparent manner. Web technologies have long being used to develop applications that can assist the farmers and managers. However until recently, analysing the data in an online environment has not been an easy task especially in the eyes of data analysts. This barrier is now overcome by the availability of new application programming interfaces that can provide real-time web based data analysis. In this paper developing a prototype web based application for data analysis using new facilities in R statistical package and its web development facility, Shiny is explored. The pros and cons of this type of data analysis environment for precision farming are enumerated and future directions in web application development for agricultural data are discussed.
【 预 览 】
Files | Size | Format | View |
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Developing web-based data analysis tools for precision farming using R and Shiny | 984KB | download |