Pregled bibliografske jedinice broj: 832675
Point Cloud Processing on Apache Spark platform
Point Cloud Processing on Apache Spark platform // Zbornik radova YUINFO 2015 / Ivković, Miodrag (ur.).
Beograd: Društvo za informacione sisteme i računarske mreže, 2015. str. 127-130 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
CROSBI ID: 832675 Za ispravke kontaktirajte CROSBI podršku putem web obrasca
Naslov
Point Cloud Processing on Apache Spark platform
Autori
Pajić, Vladimir ; Govedarica, Miro ; Galić, Zdravko ; Alargić, Ivan
Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni
Izvornik
Zbornik radova YUINFO 2015
/ Ivković, Miodrag - Beograd : Društvo za informacione sisteme i računarske mreže, 2015, 127-130
ISBN
978-86-85525-15-5
Skup
21 Conference YUINFO 2015
Mjesto i datum
Kopaonik, Srbija, 08.03.2015. - 11.03.2015
Vrsta sudjelovanja
Predavanje
Vrsta recenzije
Međunarodna recenzija
Ključne riječi
Distributed processing; Cloud computing; MapReduce; Point Cloud
Sažetak
Modern geoinformation technologies for data acquisition and processing, such as laser scanning and photogrammetry, can generate point clouds which contains hunderds of millions or billions 3D points. Efficient management of such amount of data requires techniques based on cluster of computers. Apache Spark is the new software framework for parallel processing of large amounts of data. It is designed to retain scalability and fault tollerance of MapReduce and support applications which could not be implemented efficiently with MapReduce. This paper presents the results of our research on the processing of point clouds on Apache Spark framework. The main topic covered is the partition and distribution of data on a cluster of computers in order to achieve maximum efficiency. Also, the various approaches for spatial indexing of point clouds are presented because it is closely related to the problem of data partition.
Izvorni jezik
Hrvatski
Znanstvena područja
Računarstvo
POVEZANOST RADA
Projekti:
036-0361983-2020 - Baze podataka geoprostornih senzora i pokretnih objekata (Galić, Zdravko, MZO ) ( CroRIS)
Ustanove:
Fakultet elektrotehnike i računarstva, Zagreb
Profili:
Zdravko Galić
(autor)