• DocumentCode
    1101695
  • Title

    Linearized Model of Object Caching and Heuristic Solution

  • Author

    Dutta, Kaushik ; Thomas, Helen ; Datta, Anindya ; Keskinocak, Pinar

  • Author_Institution
    Florida Int. Univ., Miami
  • Volume
    37
  • Issue
    5
  • fYear
    2007
  • Firstpage
    815
  • Lastpage
    826
  • Abstract
    Object-oriented (OO) technologies have become widely adopted in enterprise applications due to the additional functionality and flexibility they provide to these applications. At the same time, however, OO technologies also require significant amounts of computational power to support, greatly impacting the performance and scalability of such applications. A very popular solution to mitigate this problem is object caching. In this paper, we show how the application of object caching maps into an optimization problem. In particular, we focus on the design-time decision of determining which objects should be candidates for caching. Choosing the cacheable objects is an important decision since it can have a significant impact on application performance. We formulate this problem as a linear integer program and present a heuristic solution approach. We also demonstrate, through a set of experiments, that our heuristic provides solutions that are reasonably close to optimal. Our contribution is a model and an efficient solution approach for this model that can help application developers to make more informed cacheability decisions and thereby improve application performance and scalability.
  • Keywords
    cache storage; integer programming; linear programming; object-oriented programming; linear integer program; linearized model; object caching; object-oriented technologies; Costs; Information technology; Integer linear programming; Java; Linear programming; Object oriented modeling; Object oriented programming; Programming profession; Runtime environment; Scalability; Applications; caching; heuristics; integer programming; linear programming; object-oriented (OO) programming;
  • fLanguage
    English
  • Journal_Title
    Systems, Man, and Cybernetics, Part C: Applications and Reviews, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1094-6977
  • Type

    jour

  • DOI
    10.1109/TSMCC.2007.900667
  • Filename
    4292244