Real-time scheduling for data stream management systems

被引:22
|
作者
Schmidt, S [1 ]
Legler, T [1 ]
Schaller, D [1 ]
Lehner, W [1 ]
机构
[1] Tech Univ Dresden, Database Technol Grp, D-8027 Dresden, Germany
关键词
D O I
10.1109/ECRTS.2005.24
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Quality-aware management of data streams is gaining more and more importance with the amount of data produced by streams growing continuously. The resources required for data stream processing depend on different factors and are limited by the environment of the Data Stream Management System (DSMS). Thus, with a potentially unbounded amount of stream data and limited processing resources, some of the data stream processing tasks (originating from different users) may not be satisfyingly answered, and therefore, users should be enabled to negotiate a certain quality for the execution of their stream processing tasks. After the negotiation process, it is the responsibility of the Data Stream Management System to meet the quality constraints by using adequate resource reservation and scheduling techniques. Within this paper, we consider different aspects of real-time scheduling for operations within a DSMS. We propose a scheduling concept which enables us to meet certain time-dependent Quality-of-Service requirements for user-given processing tasks. Furthermore, we describe the implementation of our scheduling concept within a real-time-capable Data Stream Management System, and we give experimental results on that.
引用
收藏
页码:167 / 176
页数:10
相关论文
共 50 条
  • [1] PFGN: A Hybrid Multiprocessor Real-Time Scheduling Algorithm for Data Stream Management Systems
    Safaei, Ali A.
    Haghjoo, Mostafa S.
    Abdi, Fatemeh
    [J]. DIGITAL INFORMATION AND COMMUNICATION TECHNOLOGY AND ITS APPLICATIONS, PT II, 2011, 167 (02): : 180 - 192
  • [2] Tick scheduling: A deadline based optimal task scheduling approach for real-time data stream systems
    Ou, ZY
    Yu, G
    Yu, YX
    Wu, SS
    Yang, XC
    Deng, QW
    [J]. ADVANCES IN WEB-AGE INFORMATION MANAGEMENT, PROCEEDINGS, 2005, 3739 : 725 - 730
  • [3] PDMRTS: Multiprocessor Real-Time Scheduling Considering Process Distribution in Data Stream Management System
    Alemi, Mehdi
    Safaei, Ali A.
    Hagjhoo, Mostafa S.
    Abdi, Fatemeh
    [J]. DIGITAL INFORMATION AND COMMUNICATION TECHNOLOGY AND ITS APPLICATIONS, PT II, 2011, 167 (02): : 166 - +
  • [4] A Real-Time Scheduling Strategy Based on Priority in Data Stream System
    Wang, Yan
    Xuan, Weihong
    Li, Wei
    Song, Baoyan
    Li, Xiaoguang
    [J]. HIS 2009: 2009 NINTH INTERNATIONAL CONFERENCE ON HYBRID INTELLIGENT SYSTEMS, VOL 3, PROCEEDINGS, 2009, : 268 - 272
  • [5] Scheduling of Stream-Based Real-Time Applications for Heterogeneous Systems
    Virlet, Bruno
    Zhou, Xing
    Giacalone, Jean-Pierre
    Kuhn, Bob
    Garzaran, Maria Jesus
    Padua, David
    [J]. LCTES 11: PROCEEDINGS OF THE ACM SIGPLAN/SIGBED 2011 CONFERENCE ON LANGUAGES, COMPILERS, TOOLS AND THEORY FOR EMBEDDED SYSTEMS, 2011, : 1 - 10
  • [6] Scheduling of Stream-Based Real-Time Applications for Heterogeneous Systems
    Virlet, Bruno
    Zhou, Xing
    Giacalone, Jean-Pierre
    Kuhn, Bob
    Garzaran, Maria Jesus
    Padua, David
    [J]. ACM SIGPLAN NOTICES, 2011, 46 (05) : 1 - 10
  • [7] Scheduling Updates in a Real-Time Stream Warehouse
    Golab, Lukasz
    Johnson, Theodore
    Shkapenyuk, Vladislav
    [J]. ICDE: 2009 IEEE 25TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING, VOLS 1-3, 2009, : 1207 - 1210
  • [8] Real-time parallel IO stream scheduling
    Ertug, Ö
    Kallahalla, M
    Varman, PJ
    [J]. PROCEEDINGS OF THE FIFTH JOINT CONFERENCE ON INFORMATION SCIENCES, VOLS 1 AND 2, 2000, : 441 - 444
  • [9] Query Quality of Service Management Based on Data Relationship over Real-Time Data Stream Systems
    Xiang Jun
    Li Guo-hui
    Yang Bing
    Chen Hui
    [J]. 2008 4TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-31, 2008, : 5593 - 5596
  • [10] A review on big data real-time stream processing and its scheduling techniques
    Tantalaki, Nicoleta
    Souravlas, Stavros
    Roumeliotis, Manos
    [J]. INTERNATIONAL JOURNAL OF PARALLEL EMERGENT AND DISTRIBUTED SYSTEMS, 2020, 35 (05) : 571 - 601