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基于小波去噪算法的离子声学实验中质子射程测量精度

Proton Range Measurement Precision in Ionoacoustic Experiments with Wavelet-Based Denoising Algorithm.

作者信息

Vallicelli Elia Arturo, Baschirotto Andrea, Stevenazzi Lorenzo, Tambaro Mattia, De Matteis Marcello

机构信息

Department of Physics, University and INFN Section of Milano-Bicocca, 20126 Milano, Italy.

出版信息

Sensors (Basel). 2025 Jul 8;25(14):4247. doi: 10.3390/s25144247.

Abstract

This work presents the experimental results of a wavelet transform denoising algorithm (WTDA) that improves the ionoacoustic signal-to-noise ratio (SNR) and proton range measurement precision. Ionoacoustic detectors exploit the ultrasound signal generated by pulsed proton beams in energy absorbers (water or the human body) to localize the energy deposition with sub-millimeter precision, with interesting applications in beam monitoring during oncological hadron therapy treatments. By improving SNR and measurement precision, the WTDA allows significant reduction of the extra dose necessary for beam characterization. To validate the WTDA's performance, two scenarios are presented. First, the WTDA was applied to the ionoacoustic signals from a 20 MeV proton beam, where it allowed for increasing the SNR by 17 dB and improving measurement precision by a factor of two. Then, the WTDA was applied to the simulated signals from a 200 MeV clinical beam where, compared to state-of-the-art algorithms, it achieved a -80% dose reduction when achieving the same 30 μm precision and a six-fold precision improvement for the same 17 Gy dose deposition.

摘要

这项工作展示了一种小波变换去噪算法(WTDA)的实验结果,该算法可提高离子声信号噪声比(SNR)和质子射程测量精度。离子声探测器利用脉冲质子束在能量吸收体(水或人体)中产生的超声信号,以亚毫米精度定位能量沉积,在肿瘤强子治疗过程中的束流监测方面有有趣的应用。通过提高信噪比和测量精度,WTDA可显著减少束流表征所需的额外剂量。为验证WTDA的性能,给出了两种情况。首先,将WTDA应用于来自20 MeV质子束的离子声信号,在此情况下它能将信噪比提高17 dB,并将测量精度提高两倍。然后,将WTDA应用于来自200 MeV临床束流的模拟信号,与现有算法相比,在达到相同的30μm精度时,它实现了80%的剂量减少,在相同的17 Gy剂量沉积下精度提高了六倍。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/eae4/12299021/32ca5668f851/sensors-25-04247-g001.jpg

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