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脑磁源的定位计算的最优化
引用本文:赵双任.脑磁源的定位计算的最优化[J].生物医学工程学杂志,1999,0(4):458-461.
作者姓名:赵双任
作者单位:西安交通大学!西安710049
摘    要:脑磁源的定位是脑磁图(Magnetoencephalography,MEG)研究的一个基本问题。该问题属不定问题,即根据探头测量的微小磁场所建立的方程组求得的未知脑磁源有无穷组解。因此需要通过合理的数学模型补充适当信息。目前的两种主要的数字模型为偶极子源搜索法和Lp最小模法。对前者若采用全局搜索费时太多,若采用梯度类搜索法又容易收敛到局部极值点。故一般得用其他方法引导,定出初值,再使用梯度类搜索法

关 键 词:脑磁图  最小模  偶极子  权重函数

Best Minimization to Locate the Brain Sources of Magnetic Waves
Zhao Shuangren,Jiang Dazong.Best Minimization to Locate the Brain Sources of Magnetic Waves[J].Journal of Biomedical Engineering,1999,0(4):458-461.
Authors:Zhao Shuangren  Jiang Dazong
Institution:Xi'an Jiaotong University, Xi'an 710049.
Abstract:Locating the sources of brain magnetic fields is a basic question in magnetoencephalography (MEG). This question belongs to the indeterminate problem, that is, infinite solutions can be obtained from the equations of the measured small magnetic fields on the detector. Therefore a model of mathematics is needed to give more information. The major models of mathematics are the search method with many dipoles and the Lp minimum norm method. For the first model, if a global search is used, too much calculation time will be spent; if the gradient search is used, the searches usually converge to a local minimun. So other methods are introduced to find out the initial values, and then the gradient search can be used. For the second model, the depth of the brain sources will dependend on the choice of the weight functions which have several different types, and we do not know in advance which type is correct, so that it is difficult to have a good estimation of the depth of the brain sources. To overcome the difficulties, we use the method with three object functions which are the minimum Lp norm, the deviation between the calculated magnetic fields and the measured magnetic fields, and the number of the sources. This method is similar to the minimum norm method, a weight function is also introduced. But this weight function contains many reference variables which have to be determined through the minimization with three object functions. By choosing suitable weight function and its reference variables, the correct estimation of the depth of the brain sources can be achieved.
Keywords:Magnetoencephalography    Minimum norm    Lp dipoles    Weight function
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