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2020 年度 実施状況報告書

GeoFlink: A real-time and highly scalable processing framework for the spatial data streams

研究課題

研究課題/領域番号 20K19806
研究機関国立研究開発法人産業技術総合研究所

研究代表者

SHAIKH SALMAN  国立研究開発法人産業技術総合研究所, 情報・人間工学領域, 研究員 (30742621)

研究期間 (年度) 2020-04-01 – 2022-03-31
キーワードGeoFlink / Spatial Stream / Continuous Queries / Scalable Processing
研究実績の概要

In the financial year 2020, I developed a preliminary GeoFlink framework and wrote a conference paper which was published in CIKM2020. GeoFlink, extends Apache Flink to support spatial data types, indexes, and continuous queries over spatial data streams. To enable efficient processing of spatial continuous queries and for the effective data distribution across Flink cluster nodes, a gird-based index is introduced. The grid index helps pruning out the spatial objects which cannot be part of the query result. GeoFlink currently supports spatial range, spatial kNN and spatial join queries on point data type. The GeoFlink framework is open source, available at Github and is registered as an AIST intellectual property.

現在までの達成度 (区分)
現在までの達成度 (区分)

1: 当初の計画以上に進展している

理由

I could develop the preliminary framework ahead of the planned schedule and currently in the process of extending GeoFlink to support advance functionalities, i.e., to support different geometries and data types.

今後の研究の推進方策

As part of the future work, I am working on GeoFlink extension to support multiple input data formats, for instance, csv, tsv, etc. and geometries, for instance, MultiPoint, Polygon, LineString, MultiPolygon, and MultiLineString. Furthermore, I will write a journal paper consisting of all the contributions.

次年度使用額が生じた理由

Due to COVID last year, the planned business trips could not be conducted. Thus the amount could not be consumed as expected.

  • 研究成果

    (1件)

すべて 2020

すべて 学会発表 (1件) (うち国際学会 1件)

  • [学会発表] GeoFlink: A Distributed and Scalable Framework for the Real-time Processing of Spatial Streams2020

    • 著者名/発表者名
      Salman Ahmed Shaikh
    • 学会等名
      CIKM '20 Proceedings of the 29th ACM International Conference on Information & Knowledge Management
    • 国際学会

URL: 

公開日: 2021-12-27  

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