A Hybrid MPI plus OpenMP Application for Processing Big Trajectory Data

被引：0
|
作者：
Stojanovic, Natalija [1 ]
Stojanovic, Dragan [1 ]
机构：
[1] Univ Nis, Fac Elect Engn, Nish 18000, Serbia
来源：
STUDIES IN INFORMATICS AND CONTROL | 2015年 / 24卷 / 02期
关键词：
High performance computing; Big data processing; Geospatial analysis; MPI; OpenMP;
D O I：
暂无
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
In this paper, we present the use of parallel/distributed programming frameworks, MPI and OpenMP, in processing and analysis of big trajectory data. We developed a distributed application that initially performs a spatial join between big trajectory data and regions of interest, and further aggregates join results to provide analysis of movement. The solution was implemented using hybrid distributed/parallel programming model, based on MPI and OpenMP programming interfaces. The experimental evaluation in detecting the most popular places in the city, based on large-scale trajectory dataset, demonstrates the performance gains and feasibility of our approach.
引用
收藏
页码：229 / 236
页数：8
相关论文
共 50 条
  • [1] Hybrid MPI plus OpenMP Implementation of eXtended Discrete Element Method
    Checkaraou, Abdoul Wahid Mainassara
    Rousset, Alban
    Besseron, Xavier
    Varrette, Sebastien
    Peters, Bernhard
    2018 30TH INTERNATIONAL SYMPOSIUM ON COMPUTER ARCHITECTURE AND HIGH PERFORMANCE COMPUTING (SBAC-PAD 2018), 2018, : 450 - 457
  • [2] Hybrid MPI plus OpenMP Parallelization of Scramjet Simulation with Hypergraph Partitioning
    Zeng Yao-yuan
    Zhao Wen-tao
    Wang Zheng-hua
    ADVANCES IN MANUFACTURING SCIENCE AND ENGINEERING, PTS 1-4, 2013, 712-715 : 1294 - +
  • [3] A parallel MPI plus OpenMP plus OpenCL algorithm for hybrid supercomputations of incompressible flows
    Gorobets, A. V.
    Trias, F. X.
    Oliva, A.
    COMPUTERS & FLUIDS, 2013, 88 : 764 - 772
  • [4] Performance prediction through simulation of a hybrid MPI/OpenMP application
    Aversa, R
    Di Martino, B
    Rak, M
    Venticinque, S
    Villano, U
    PARALLEL COMPUTING, 2005, 31 (10-12) : 1013 - 1033
  • [5] Automatic Hybrid MPI plus OpenMP Code Generation with 11c
    Reyes, Ruyman
    Dorta, Antonio J.
    Almeida, Francisco
    de Sande, Francisco
    RECENT ADVANCES IN PARALLEL VIRTUAL MACHINE AND MESSAGE PASSING INTERFACE, PROCEEDINGS, 2009, 5759 : 185 - 195
  • [6] Automatic Hybrid OpenMP plus MPI Program Generation for Dynamic Programming Problems
    VandenBerg, Denny R.
    Stout, Quentin F.
    2011 IEEE INTERNATIONAL CONFERENCE ON CLUSTER COMPUTING (CLUSTER), 2011, : 178 - 186
  • [7] Big Data Analytics in the Cloud: Spark on Hadoop vs MPI/OpenMP on Beowulf
    Reyes-Ortiz, Jorge L.
    Oneto, Luca
    Anguita, Davide
    INNS CONFERENCE ON BIG DATA 2015 PROGRAM, 2015, 53 : 121 - 130
  • [8] A novel FDTD application featuring OpenMP-MPI hybrid parallelization
    Su, MF
    El-Kady, L
    Bader, DA
    Lin, SY
    2004 INTERNATIONAL CONFERENCE ON PARALLEL PROCESSING, PROCEEDINGS, 2004, : 373 - 379
  • [9] MPI Thread-Level Checking for MPI plus OpenMP Applications
    Saillard, Emmanuelle
    Carribault, Patrick
    Barthou, Denis
    EURO-PAR 2015: PARALLEL PROCESSING, 2015, 9233 : 31 - 42
  • [10] Parallel implementation of LS-DEM with hybrid MPI plus OpenMP
    Tan, Peng
    Sitar, Nicholas
    COMPUTERS AND GEOTECHNICS, 2024, 172
12345