• DocumentCode
    249336
  • Title

    AuDy: Automatic Dynamic Least-Weight Balancing for Stream Workloads Scalability

  • Author

    Martins, Pedro ; Abbasi, Mohammadjavad ; Furtado, Pedro

  • Author_Institution
    Dept. of Inf., Univ. of Coimbra, Coimbra, Portugal
  • fYear
    2014
  • fDate
    June 27 2014-July 2 2014
  • Firstpage
    176
  • Lastpage
    183
  • Abstract
    Previews research works focus in the separation of data processing issues, heavy database queries and stream data processing over high-data-rate (CEP). In many contexts high rate data streams and database query processing work together, for information correlation, data merging, aggregation with big quantities of previous data. In our work we mention these as Stream-DB workloads. A solution for any database engine is to parallelize the load though many machines or cores. However nodes can still overload. We propose an automated method for scalability and balancing of Stream-DB workloads, called AuDy. This mechanism integrates overload (re)scheduling, automated elasticity, shedding policies, admission control and alerts when more resources are required, to provide total balanced operations avoiding overload problems.
  • Keywords
    database management systems; parallel processing; resource allocation; AuDy; Stream-DB workloads; admission control; alerts; automated elasticity; automatic dynamic least-weight balancing; load-rebalancing parallel architecture; overload rescheduling; shedding policies; stream workload scalability; Admission control; Data processing; Databases; Engines; Memory management; Scalability; Throughput; Complex event processing (CEP); database; distributed system; load-balance; parallel processing; scalability;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Big Data (BigData Congress), 2014 IEEE International Congress on
  • Conference_Location
    Anchorage, AK
  • Print_ISBN
    978-1-4799-5056-0
  • Type

    conf

  • DOI
    10.1109/BigData.Congress.2014.33
  • Filename
    6906776