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Process parameters selection for friction surfacing applications using intelligent decision support.

机译:使用智能决策支持为摩擦堆焊应用选择过程参数。

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摘要

Friction surfacing is an advanced manufacturing process, which has been successfully developed and commercialised over the past decade. The process is used for corrosion and wear resistant coatings and for reclamation of worn engineering components. At present the selection of process parameters for new coating materials or substrate geometries is by experiment requiring lengthy development work. The major requirement is for flexibility to enable rapid changes of process parameters in order to develop new applications, with variations of materials and geometries in a cost effective and reliable manner. Further improvement requires development of appropriate mathematical models of the process, which will facilitate the introduction of optimisation techniques for efficient experimental work as well as the introduction of real-time feedback adaptive control. This paper considers the use of combined artificial intelligence and modelling techniques. It includes a new frame of a neurofuzzy-model based decision support system—FricExpert, which is aimed at speeding up the parameter selection process and to assist in obtaining values for cost effective development. Derived models can then be readily used for optimisation techniques, discussed in our earlier work.
机译:摩擦表面处理是一种先进的制造工艺,在过去的十年中已成功开发并商业化。该工艺用于耐腐蚀和耐磨涂层以及磨损的工程部件的回收。目前,通过实验需要为新的涂层材料或基材几何形状选择工艺参数,这需要漫长的开发工作。主要要求是灵活性,以便能够以经济有效和可靠的方式改变材料和几何形状,从而快速改变工艺参数,从而开发新的应用。进一步的改进要求开发适当的过程数学模型,这将有助于引入用于高效实验工作的优化技术以及引入实时反馈自适应控制。本文考虑了结合使用人工智能和建模技术。它包括基于神经模糊模型的决策支持系统的新框架FricExpert,该框架旨在加快参数选择过程并帮助获得具有成本效益的开发价值。然后,可以将派生的模型轻松用于优化技术,这在我们之前的工作中已有讨论。

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