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Equipment replacement decisions due to technological obsolescence under uncertainty.

机译:由于不确定性导致技术过时,设备更换决定。

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摘要

We consider the problem of deciding whether to keep a piece of equipment or to replace it with a more advanced technology in an environment of technological obsolescence. We develop four related models of this problem under various conditions of technological change. The feature that distinguishes these models from previous equipment replacement models is that we allow the technological change to be stochastic and non-homogeneous in time.; In the first model we assume that revenue functions associated with technologies are known and constant with time, but appearance times of future technologies are uncertain. We consider the case where only one alternative technology is currently available on the market but others may appear in the future. The decision maker has to decide whether to keep his existing equipment or to replace it with the alternative technology. We develop a procedure for computing the optimal decision that makes minimal use of forecasted data. We also show that keeping the technology becomes more attractive as the likelihood of a breakthrough increases.; In the second model we give a procedure to find the optimal decision when two alternative technologies are already available. We show that "hedging" against future technological change by purchasing the cheaper alternative, becomes more attractive if an advanced technology is more likely to appear in the immediate future.; In the third model we generalize the first model to the case where revenue functions are not constant in time.; In the last model we address the case of equipment that undergoes Markovian deterioration. We show that a control limit structure exists for the optimal policy, and use this result to develop an efficient algorithm to compute the optimal decision. We also give conditions under which it is optimal to keep the current equipment at least as long as in the situation when the advanced technology were to never appear.; The solution techniques in all the models use the forecast horizon approach. This enables them to make the minimal use of forecasted data and incorporate this data iteratively.
机译:我们考虑在技术过时的环境中决定是保留一件设备还是用更先进的技术代替它的问题。我们在各种技术变化的条件下开发了四个与此问题相关的模型。将这些模型与以前的设备更换模型区分开来的特点是,我们允许技术变更在时间上是随机且非同质的。在第一个模型中,我们假设与技术相关的收益函数是已知的并且随时间变化是恒定的,但是未来技术的出现时间是不确定的。我们考虑的情况是,目前市场上只有一种替代技术可用,而将来可能会出现其他替代技术。决策者必须决定是保留其现有设备还是将其替换为替代技术。我们开发了一种计算最佳决策的程序,该决策可以最大限度地利用预测数据。我们还表明,随着突破的可能性增加,保持该技术变得更具吸引力。在第二个模型中,我们给出了一种程序,当两种替代技术已经可用时,可以找到最佳决策。我们表明,如果在不久的将来更有可能出现先进技术,则通过购买更便宜的替代品来“对抗”未来的技术变革将变得更具吸引力。在第三个模型中,我们将第一个模型推广到收入函数在时间上不是恒定的情况。在最后一个模型中,我们处理设备遭受马尔可夫式恶化的情况。我们证明了最优策略存在控制极限结构,并使用该结果开发了一种有效的算法来计算最优决策。我们还给出了保持当前设备至少在不出现先进技术的情况下最佳状态的条件。所有模型中的求解技术均使用预测范围方法。这使他们能够最大限度地利用预测数据并迭代地合并此数据。

著录项

  • 作者

    Nair, Suresh Kumar.;

  • 作者单位

    Northwestern University.;

  • 授予单位 Northwestern University.;
  • 学科 Operations Research.
  • 学位 Ph.D.
  • 年度 1989
  • 页码 139 p.
  • 总页数 139
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 运筹学;
  • 关键词

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