论文标题
动态XRF扫描的压缩感应
Compressive Sensing for Dynamic XRF Scanning
论文作者
论文摘要
X射线荧光(XRF)扫描是一种广泛重要和影响的广泛技术,因为它为多种科学研究提供了至关重要的化学成分图。为了研究复杂的结构,对更大,更快和高度解决的采集有持续的要求。在受益于此的科学应用中,由于时间限制,其中一些(例如大规模脑成像)非常困难。但是,通常,通过XRF检测器和X射线源的技术进步,总体XRF成像性能正在改善。本文提出了一种额外的方法,其中通过跳过特定点或以条件方式进行动态获取时间或其他扫描设置来以稀疏的方式进行XRF扫描。这为在XRF扫描中的压缩感测铺平了道路,其中以减少的方式获取数据,从而允许进行具有挑战性的实验,目前与传统的扫描策略不可行。这里提出了一系列不同的动态扫描压缩感应策略。在Elettra Synchrotron的双梁光束线上进行了原理实验的证明。结果证明了对动态扫描的压缩感感应的潜力,这表明它在挑战性的科学实验中的使用,同时提出了针对光束线采集软件的技术解决方案。
X-Ray Fluorescence (XRF) scanning is a widespread technique of high importance and impact since it provides chemical composition maps crucial for several scientific investigations. There are continuous requirements for larger, faster and highly resolved acquisitions in order to study complex structures. Among the scientific applications that benefit from it, some of them, such as wide scale brain imaging, are prohibitively difficult due to time constraints. However, typically the overall XRF imaging performance is improving through technological progress on XRF detectors and X-ray sources. This paper suggests an additional approach where XRF scanning is performed in a sparse way by skipping specific points or by varying dynamically acquisition time or other scan settings in a conditional manner. This paves the way for Compressive Sensing in XRF scans where data are acquired in a reduced manner allowing for challenging experiments, currently not feasible with the traditional scanning strategies. A series of different compressive sensing strategies for dynamic scans are presented here. A proof of principle experiment was performed at the TwinMic beamline of Elettra synchrotron. The outcome demonstrates the potential of Compressive Sensing for dynamic scans, suggesting its use in challenging scientific experiments while proposing a technical solution for beamline acquisition software.