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Deterministic real-time analytics of geospatial data streams through ScaleGate objects

Published: 24 June 2015 Publication History

Abstract

This paper presents our solution to the DEBS 2015 Grand Challenge. The analysis of the Grand Challenge is partitioned among an arbitrary number of processing units by leveraging ScaleGate, a recently proposed abstract data type with its concurrent implementation which articulates data access in parallel data streaming. ScaleGate aims not only at supporting high throughput and low latency parallel streaming analysis, but also at guaranteeing deterministic processing, which is one of the biggest challenges in parallelizing computation while maintaining consistency.

References

[1]
D. Cederman, V. Gulisano, Y. Nikolakopoulos, M. Papatriantafilou, and P. Tsigas. Concurrent data structures for efficient streaming aggregation. Report, Chalmers University of Technology, 2013.
[2]
D. Cederman, V. Gulisano, Y. Nikolakopoulos, M. Papatriantafilou, and P. Tsigas. Brief announcement: Concurrent data structures for efficient streaming aggregation. In Proceedings of the 26th ACM Symposium on Parallelism in Algorithms and Architectures, SPAA '14, pages 76--78, 2014.
[3]
V. Gulisano, R. Jimenez-Peris, M. Patino-Martinez, C. Soriente, and P. Valduriez. Streamcloud: An elastic and scalable data streaming system. IEEE Transactions on Parallel and Distributed Systems, 99, 2012.
[4]
V. Gulisano, Y. Nikolakopoulos, M. Papatriantafilou, and P. Tsigas. ScaleJoin: a deterministic, disjoint-parallel and skew-resilient stream join enabled by concurrent data structures. Report, Chalmers University of Technology, 2014.
[5]
V. Gulisano, Y. Nikolakopoulos, I. Walulya, M. Papatriantafilou, and P. Tsigas. Deterministic real-time analytics of geospatial data streams through ScaleGate objects. Report, Chalmers University of Technology, 2015.
[6]
Z. Jerzak and H. Ziekow. The DEBS 2015 Grand Challenge. In DEBS 2015: the 9th ACM International Conference on Distributed Event-Based Systems, June 2015.

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  • (2023)Stream Aggregation with Compressed Sliding WindowsACM Transactions on Reconfigurable Technology and Systems10.1145/359077416:3(1-28)Online publication date: 20-Jun-2023
  • (2023)PARMA-CC: A Family of Parallel Multiphase Approximate Cluster Combining AlgorithmsJournal of Parallel and Distributed Computing10.1016/j.jpdc.2023.02.001Online publication date: Feb-2023
  • (2021)ScaleJoin: A Deterministic, Disjoint-Parallel and Skew-Resilient Stream JoinIEEE Transactions on Big Data10.1109/TBDATA.2016.26242747:2(299-312)Online publication date: 1-Jun-2021
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cover image ACM Conferences
DEBS '15: Proceedings of the 9th ACM International Conference on Distributed Event-Based Systems
June 2015
385 pages
ISBN:9781450332866
DOI:10.1145/2675743
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than the author(s) must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected].

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Published: 24 June 2015

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Cited By

View all
  • (2023)Stream Aggregation with Compressed Sliding WindowsACM Transactions on Reconfigurable Technology and Systems10.1145/359077416:3(1-28)Online publication date: 20-Jun-2023
  • (2023)PARMA-CC: A Family of Parallel Multiphase Approximate Cluster Combining AlgorithmsJournal of Parallel and Distributed Computing10.1016/j.jpdc.2023.02.001Online publication date: Feb-2023
  • (2021)ScaleJoin: A Deterministic, Disjoint-Parallel and Skew-Resilient Stream JoinIEEE Transactions on Big Data10.1109/TBDATA.2016.26242747:2(299-312)Online publication date: 1-Jun-2021
  • (2021)StreamZip: Compressed Sliding-Windows for Stream Aggregation2021 International Conference on Field-Programmable Technology (ICFPT)10.1109/ICFPT52863.2021.9609952(1-9)Online publication date: 6-Dec-2021
  • (2021)A Specialized Memory Hierarchy for Stream Aggregation2021 31st International Conference on Field-Programmable Logic and Applications (FPL)10.1109/FPL53798.2021.00041(204-210)Online publication date: Aug-2021
  • (2020)TinTiNProceedings of the 14th ACM International Conference on Distributed and Event-based Systems10.1145/3401025.3401769(141-152)Online publication date: 13-Jul-2020
  • (2020)PARMA-CCProceedings of the 21st International Conference on Distributed Computing and Networking10.1145/3369740.3369785(1-10)Online publication date: 4-Jan-2020
  • (2020)Delegation sketchProceedings of the Fifteenth European Conference on Computer Systems10.1145/3342195.3387542(1-16)Online publication date: 15-Apr-2020
  • (2020)Accelerated LiDAR data processing algorithm for self‐driving cars on the heterogeneous computing platformIET Computers & Digital Techniques10.1049/iet-cdt.2019.016614:5(201-209)Online publication date: 19-May-2020
  • (2019)STRETCHProceedings of the 13th ACM International Conference on Distributed and Event-based Systems10.1145/3328905.3329509(7-18)Online publication date: 24-Jun-2019
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