LARGE SCALE SATELLITE IMAGE PROCESSING USING HADOOP FRAMEWORK
Abstract & Details
Research Area
Computer Engineering
Keywords
Hadoop
Image Processing
HDFS
Mapreduce
Remote sensing
Abstract
The processing of large scale of images is needed when there are satellite images involved. Now a day's amount of data continues to increase as more information becomes available. And it will increase amount of surface and recognition, segmentation, and event detection in satellite images with a highly scalable system becomes more and more desirable. In this paper, a construction of semantic taxonomy for the land-cover classification of satellite images. Overall system is constructed in a Distributed HADOOP Computing platform. This system is divided into two important part Training and Running classifier. The Training part classifies images one after another such as Vegetation, Building, Pavement, water, snow etc. Large files are distributed and further divided into multiple data nodes. The map processing jobs placed on all nodes are operated on their local copies of the data. It can be observed that the name node stores only the metadata and the log information during the data transfer to and from the HDFS is done through the Hadoop API. Training classifier is constructed using HADOOP MapReduce Framework and is based upon Google Earth. The Running classifier performs zoom-in, zoom-out and calculates the difference between old and new images.
License
This work is licensed under a Creative
Commons
Attribution-ShareAlike 4.0 International License.
Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | Bhagyashri Kamble | Sinhgad Academy of Engineering |
| 2 | Namrata Harishchandre | Sinhgad Academy of Engineering |
| 3 | Vrushali Kunjir | Sinhgad Academy of Engineering |
How to Cite
Use the following formats to cite this article in your research.
APA Style
Kamble, Bhagyashri, Harishchandre, Namrata, & Kunjir, Vrushali (2016). LARGE SCALE SATELLITE IMAGE PROCESSING USING HADOOP FRAMEWORK. International Journal of Advance Research and Innovative Ideas In Education, 3(1), 425-429.
MLA Style
Kamble, Bhagyashri, et al. "LARGE SCALE SATELLITE IMAGE PROCESSING USING HADOOP FRAMEWORK." International Journal of Advance Research and Innovative Ideas In Education, vol. 3, no. 1, 2016, pp. 425-429.
IEEE Style
Bhagyashri Kamble, Namrata Harishchandre, and Vrushali Kunjir, "LARGE SCALE SATELLITE IMAGE PROCESSING USING HADOOP FRAMEWORK," International Journal of Advance Research and Innovative Ideas In Education, vol. 3, no. 1, pp. 425-429, 2016.
Vancouver Style
Kamble Bhagyashri, Harishchandre Namrata, Kunjir Vrushali. LARGE SCALE SATELLITE IMAGE PROCESSING USING HADOOP FRAMEWORK. International Journal of Advance Research and Innovative Ideas In Education. 2016;3(1):425-429.
Harvard Style
Kamble, Bhagyashri, Harishchandre, Namrata, & Kunjir, Vrushali (2016) 'LARGE SCALE SATELLITE IMAGE PROCESSING USING HADOOP FRAMEWORK', International Journal of Advance Research and Innovative Ideas In Education, 3(1), pp. 425-429.
Chicago Style
Kamble, Bhagyashri, Namrata Harishchandre, and Vrushali Kunjir. "LARGE SCALE SATELLITE IMAGE PROCESSING USING HADOOP FRAMEWORK." International Journal of Advance Research and Innovative Ideas In Education 3, no. 1 (2016): 425-429.
Turabian Style
Kamble, Bhagyashri, Namrata Harishchandre, and Vrushali Kunjir. "LARGE SCALE SATELLITE IMAGE PROCESSING USING HADOOP FRAMEWORK." International Journal of Advance Research and Innovative Ideas In Education 3, no. 1 (2016): 425-429.
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