Big Data Environment for Geospatial Data Analysis

被引:0
|
作者
Praveen, P. [1 ]
Babu, Ch. Jayanth [1 ]
Rama, B. [2 ]
机构
[1] SR Engn Coll, Warangal, Andhra Pradesh, India
[2] Kakatiya Univ, Warangal, Andhra Pradesh, India
关键词
Geospatial data; Big Data; HDFS; Map Reduce;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Geo-information system produces huge and complex geospatial data with the process of collecting real time data through sensors devices. Ground surveying, remote sensing, mobile mapping are the major applications which produces geo-spatial data. There are many other applications like geo-located sensors, geo-tagged web contents, global navigation satellite system(GNSS), volunteered geographic information(VGI) tracking and so on. However, many issues would be answered when we reuse these huge data by applying the traditional data analysis tools. Big data is usually collections of huge data sets with sizes that exceed the storage capacity. This difficulty of storage and advantage of Big data handling tools availability, the data can be captured, managed and processed easily within optimal elapsed time. The hadoop is one of the framework with rich ecosystem which provides the distributed data storage through Hadoop Distributed File System (HDFS) and parallel processing through Map Reduce mechanism.
引用
收藏
页码:573 / 578
页数:6
相关论文
共 50 条
  • [21] Remote Sensing and Geospatial Analysis in the Big Data Era: A Survey
    Dritsas, Elias
    Trigka, Maria
    REMOTE SENSING, 2025, 17 (03)
  • [22] Geospatial Big Data Platforms: A Comprehensive Review; [Zusammenfassung": Geospatial Big Data Platforms: ein umfassender Überblick]
    Loukili Y.
    Lakhrissi Y.
    Ali S.E.B.
    KN - Journal of Cartography and Geographic Information, 2022, 72 (4) : 293 - 308
  • [23] An Approach to Sentiment Analysis on Unstructured Data in Big Data Environment
    Borikar, Dilipkumar A.
    Chandak, Manoj B.
    SMART TRENDS IN INFORMATION TECHNOLOGY AND COMPUTER COMMUNICATIONS, SMARTCOM 2016, 2016, 628 : 169 - 176
  • [24] Intelligent Data Analysis and Its Challenges in Big Data Environment
    Kong, Weichang
    Wu, Qidi
    Li, Li
    Qiao, Fei
    2014 IEEE INTERNATIONAL CONFERENCE ON SYSTEM SCIENCE AND ENGINEERING (ICSSE), 2014, : 108 - 113
  • [27] A Data Management System for Big Geospatial Data Based on Phoenix
    Chen M.
    Li L.
    Xie P.
    Fu S.
    He L.
    Zhou X.
    Li, Longhai (lhli@xidian.edu.cn), 1600, Editorial Board of Medical Journal of Wuhan University (45): : 719 - 727
  • [28] Towards a Geospatial Big Data Platform for Geospatial Information Services
    Shangguan, Boyi
    Yue, Peng
    Cao, Zhipeng
    Wang, Bo
    2019 8TH INTERNATIONAL CONFERENCE ON AGRO-GEOINFORMATICS (AGRO-GEOINFORMATICS), 2019,
  • [29] Sentiment Analysis System in Big Data Environment
    Chan, Wint Nyein
    Thein, Thandar
    COMPUTER SYSTEMS SCIENCE AND ENGINEERING, 2018, 33 (03): : 187 - 202
  • [30] Analysis of Marketing Strategy in Big Data Environment
    Guo, Fuhong
    Chen, Yanying
    EDUCATION AND MANAGEMENT INNOVATION, 2017, : 144 - 149