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Acquisition of new technology information for maintenance and replacement policies

机译:获取用于维护和更换政策的新技术信息

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摘要

In this paper, we propose the first model that considers the option to acquire information on the profitability of a new technology that is not yet available on the market for asset maintenance and replacement decisions. We consider the uncertainty of future asset characteristics by incorporating information acquisition decisions into a non-stationary Markov decision process framework. Using this framework, we optimise asset maintenance and replacement decisions as well as the optimal timing of new technology adoption. Through mathematical analyses, the monotone properties and convexity of the value function and optimal policy are deduced. Deeper numerical analyses highlight the importance of considering the acquisition of information on future technology when formulating a maintenance and replacement policy for the asset. We also deduce a non-intuitive result: an increase in the arrival probability of new technology does not necessarily make the acquisition of additional information more attractive.
机译:在本文中,我们提出了第一个模型,该模型考虑了获取关于一项新技术的获利能力信息的选择,而该新技术在市场上尚无法用于资产维护和更换决策。我们通过将信息获取决策纳入非平稳的马尔可夫决策过程框架来考虑未来资产特征的不确定性。使用此框架,我们可以优化资产维护和更换决策以及采用新技术的最佳时机。通过数学分析,推导了值函数的单调性和凸性以及最优策略。更深入的数值分析突出了在制定资产维护和更换政策时考虑获取有关未来技术的信息的重要性。我们还得出了一个非直觉的结果:新技术的到来概率增加并不一定会使获取更多信息更具吸引力。

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