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Deployment of finite-stage Markov decision processes for inventory management solutions in enterprise restructuring, Chapter 13

机译:为企业重组中的库存管理解决方案部署有限阶段马尔可夫决策流程,第13章

摘要

The decision making process is becoming very complex, especially when it comes toudthe problem of enterprise restructuring. Intelligent solutions have to be utilized inudorder to cope efficiently with this issue. For this purpose the model for enterpriseudrestructuring, named as COMPASS was developed. It aims to systematise the complexudprocess of enterprise restructuring and to attach appropriate methods in the keyuddecision making points, supporting the industry praxis with robust, scientificallyudfounded, but practical and easy to use methods/tools. COMPASS is meant to be underudcontinuous development. Now, the improvement of the process of generation ofudsuccess factors (as a dominantly heuristic activity) and the optimization of theudsimulation process are the focal points. Here, the improvement of the generation ofudsuccess factors through an application of finite-stage Markov decision processesud(MDP) in the inventory problem is introduced. The objective is to find the optimaludinventory policy and to determine the utility function. MDP are a flexible technique forudstochastic and dynamic optimization problems and provide a powerful tool forudoptimizing performance in very different areas and their application in inventoryudmanagement is only one of the examples.
机译:决策过程变得非常复杂,尤其是在涉及企业重组问题时。必须以智能方式有效地解决此问题。为此目的,开发了企业非结构化模型COMPASS。它旨在将复杂的企业重组过程系统化,并在关键决策点上采用适当的方法,以可靠,科学,实用但易于使用的强大方法/工具来支持行业实践。 COMPASS应该处于持续的发展之中。现在,改进成功因素的生成过程(主要是启发式活动)和优化仿真过程是重点。在此,介绍了通过在库存问题中应用有限级马尔可夫决策过程 ud(MDP)来改进成功因素的生成。目的是找到最佳库存策略并确定效用函数。 MDP是用于 udschastic和动态优化问题的灵活技术,并且为在非常不同的领域中 udoptimizing性能提供了强大的工具,并且它们在库存 udmanagement中的应用只是示例之一。

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