時空大數據研究進展

時空大數據研究進展 php


     時空大數據的研究進展,從已發表論文和開放的工程來看,米國領先與我國,這裏簡介部分工程供研究。 html




第一部分:Hadoop系列
1.Hadoop-GIS項目:A High Performance Spatial Data Warehousing System Over MapReduce
簡介:https://sites.google.com/site/hadoopgis/
論文:https://sites.google.com/site/hadoopgis/publications
源碼:https://github.com/EmoryUniversity/sato/


2. SpatialHadoop項目:A MapReduce framework for spatial data
簡介:http://spatialhadoop.cs.umn.edu/
論文:http://spatialhadoop.cs.umn.edu/publications/ICDE15_industrial_522.pdf
還有系列專題技術論文http://spatialhadoop.cs.umn.edu/publications.html
源碼:https://github.com/aseldawy/spatialhadoop2


第二部分  Spark系列
1.SpatialSpark項目:Big Spatial Data Process using Spark
簡介:http://simin.me/projects/spatialspark/
參考論文:http://www-cs.ccny.cuny.edu/~jzhang/papers/spatial_cc_tr.pdf
源碼:https://github.com/syoummer/SpatialSpark




2.GeoSpark項目:A Cluster Computing System for Processing Large-Scale Spatial Data
簡介:該項目在ACM SIGSPATIAL GIS 2015 會議上發表論文。


http://www.public.asu.edu/~jiayu2/geospark/index.html
參考論文:


http://www.public.asu.edu/~jiayu2/geospark/publication/GeoSpark_ShortPaper.pdf
源碼:https://github.com/Sarwat/GeoSpark




3. magellan項目:Geo Spatial Data Analytics on Spark
簡介:http://spark-packages.org/package/harsha2010/magellan
http://zh.hortonworks.com/blog/magellan-geospatial-analytics-in-spark/
詳細參考


https://www.zeppelinhub.com/viewer/notebooks/aHR0cHM6Ly9yYXcuZ2l0aHVidXNlcmNvbnRlbnQuY29tL2hvcnRvbndvcmtzLWdhbGxlcnkvemVwcGVsaW4tbm90ZWJvb2tzL21hc3Rlci8yQjRUV0dDOE0vbm90Z


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源碼地址:https://github.com/harsha2010/magellan


第三部分  集成技術系列
1.CyberGIS:CyberGIS Software Integration for Sustained Geospatial Innovation
簡介:CyberGIS Software Integration for Sustained Geospatial Innovation
http://www.cigi.illinois.edu/cybergis/index.php
文章:《Open cyberGIS software for geospatial research and education in the big data era》http://www.sciencedirect.com/science/article/pii/S2352711015000138
源碼:https://github.com/cybergis/cybergis-toolkit


2.GeoWave項目:Geospatial indexing and analysis of a sorted key-value datastore
簡介:https://ngageoint.github.io/geowave/
源碼:https://github.com/ngageoint/geowave




3.GeoMesa項目:Scaling up Geospatial Analysis
簡介:http://www.geomesa.org/
http://www.eclipse.org/community/eclipse_newsletter/2014/march/article3.php
http://www.ccri.com/case-studies/geomesa/
源碼:https://github.com/locationtech/geomesa




第四部分:時空大數據會議
1.bigspatial2015:http://www.cse.buffalo.edu/~chandola/workshops/bigspatial-2015/program.html git


2.BigSpatial2014:http://www.cse.buffalo.edu/~chandola/workshops/bigspatial-2014/program.html








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