Low-Dimensional Stochastic Modeling of the Electrical Properties of Biological Tissues

被引:3
|
作者
Roemer, Ulrich [1 ,2 ]
Schmidt, Christian [3 ]
van Rienen, Ursula [3 ]
Schoeps, Sebastian [1 ,2 ]
机构
[1] Tech Univ Darmstadt, Inst Theorie Elektromagnet Felder, D-64289 Darmstadt, Germany
[2] Tech Univ Darmstadt, Grad Sch Computat Engn, D-64293 Darmstadt, Germany
[3] Univ Rostock, Inst Allgemeine Elektrotech, D-18051 Rostock, Germany
关键词
Biomedical engineering; principal component analysis; random processes; uncertainty; DEEP BRAIN-STIMULATION; NEURAL ACTIVATION; CONDUCTIVITY; VOLUME;
D O I
10.1109/TMAG.2017.2668841
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Uncertainty quantification plays an important role in biomedical engineering as measurement data are often unavailable and literature data show a wide variability. Using the state-of-the-art methods, one encounters difficulties when the number of random inputs is large. This is the case, e.g., when using composite Cole-Cole equations to model random electrical properties. It is shown that how the number of parameters can be significantly reduced by the Karhunen-Loeve expansion. The low-dimensional random model is used to quantify uncertainties in the axon activation during deep brain stimulation. Numerical results for a Medtronic 3387 electrode design are given.
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页数:4
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