• DocumentCode
    1357540
  • Title

    An Optimal-Control-Based Decision-Making Model and Consulting Methodology for Service Enterprises

  • Author

    Zhang, Liang-Jie ; Shan, Zhe ; Mao, Zhi-Hong

  • Author_Institution
    Thomas J. Watson Res. Center, Int. Bus. Machines Corp., Hawthorne, NY, USA
  • Volume
    57
  • Issue
    4
  • fYear
    2010
  • Firstpage
    607
  • Lastpage
    619
  • Abstract
    The service industry has become a primary point of growth in most countries. However, the current service business is largely constrained by human factors and lacks automated and quantitative techniques for operation and decision making. In this paper, we propose an optimal-control-based decision-making model that facilitates performance analysis and strategy planning for service enterprises. Using approximate dynamic programming, we are able to handle the model´s complexity and obtain a near-optimal solution for the decision making of employee management, advertisement, and asset investment. We validate our model and approach in a business simulation practice. Furthermore, we propose a consulting methodology based on the optimal-control model and describe its application in service consulting practices.
  • Keywords
    approximation theory; decision making; dynamic programming; optimal control; service industries; advertisement; approximate dynamic programming; asset investment; employee management; human factors; optimal-control-based decision-making model; performance analysis; service industry; strategy planning; Business; Decision making; Dynamic programming; Economic indicators; Humans; Industrial economics; Investments; Manufacturing industries; Productivity; Senior members; Approximate dynamic programming (ADP); consulting methodology; decision making; optimal control; service enterprises;
  • fLanguage
    English
  • Journal_Title
    Engineering Management, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9391
  • Type

    jour

  • DOI
    10.1109/TEM.2009.2034270
  • Filename
    5353703