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首页> 外文期刊>IEEE journal of selected topics in quantum electronics >Experimental validation of a backpropagation algorithm forthree-dimensional breast tumor localization
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Experimental validation of a backpropagation algorithm forthree-dimensional breast tumor localization

机译:反向传播算法三维乳腺定位的实验验证

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To validate a new backpropagation algorithm for three-dimensionaln(3-D) tumor localization in breast tissue with a two-dimensionalnmeasurement, we performed experiments on breast phantoms using anheterodyne, frequency-domain photon migration system. The near-infraredn(680 or 780 nm) laser diode used to provide illumination was intensitynmodulated at both megahertz (20-60 MHz) and kilohertz (10 kHz)nfrequencies. The breast phantoms were made of plastic resin with anvariety of simulated tumors imbedded inside and then scanned with thensystem in a planar geometry. With megahertz modulation signals, both ofnthe amplitude and phase of the transmitted light were used in the datanreduction process, whereas with kilohertz modulation signals only thenamplitudes were used for the reconstruction. In both cases, thenbackpropagation reconstruction algorithm was used to accomplish 3-Dnlocalization of the imbedded tumors. In all cases, the reconstructednlocations for the hidden objects are in good agreement with the truenvalues. Our current work demonstrates the possibility and potential ofndeveloping low-cost optical tomographic instruments
机译:为了通过二维量度法验证在乳腺组织中三维(3-D)肿瘤定位的新反向传播算法,我们使用异戊二烯,频域光子迁移系统对乳房模型进行了实验。用于提供照明的近红外(680或780 nm)激光二极管在兆赫兹(20-60 MHz)和千赫兹(10 kHz)两种频率下被强度调制。乳房模型由塑料树脂制成,内部嵌入各种模拟肿瘤,然后用平面几何系统对其进行扫描。对于兆赫兹调制信号,透射光的振幅和相位都用于数据减少处理,而对于千赫兹调制信号,仅振幅用于重构。在这两种情况下,然后使用反向传播重建算法完成嵌入肿瘤的3-Dn定位。在所有情况下,隐藏对象的重构位置都与truen值非常一致。我们目前的工作表明了开发低成本光学层析成像仪器的可能性和潜力

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