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Online Process Identification of Hypnosis SMC2013 Special Session on Modelling and Automatic Control in Biomedical Systems

机译:催眠SMC2013在生物医学系统中建模与自动控制的在线过程识别

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For most kinds of surgeries an adequate anaesthesia is necessary. Three main components characterise an anaesthesia - the relaxation, the analgesia and the hypnosis. This paper treats the topic of the Propofol/ Remifentanil induced hypnosis. We try to find a suitable model structure for the online identification of this process during a surgery. After a review of known models from literature an own model approach was developed and validated. By an offline optimisation study the parameter estimation problem of the defined cost function was examined. An online approach based on a recursive, iterative gradient algorithm was implemented. The quality of the identified parameters could be verified using measurements of surgeries.
机译:对于大多数种类的手术,有足够的麻醉是必要的。三个主要成分表征麻醉 - 放松,镇痛和催眠。本文对催眠催眠催眠的催眠术语。我们试图在手术期间找到合适的模型结构,以便在线识别此过程。在从文献中审查了文献中的已知模型之后,开发并验证了自己的模型方法。通过离线优化研究,检查了定义成本函数的参数估计问题。实现了一种基于递归的迭代梯度算法的在线方法。可以使用手术测量来验证所识别的参数的质量。

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