Discrete Wavelet Transformation for the Sensitive Detection of Ultrashort Radiation Pulse with Radiation-induced Acoustics.

IEEE Trans Radiat Plasma Med Sci

Department of Biomedical Engineering, University of California Irvine, Irvine, CA 92617.; Department of Radiological Sciences, University of California Irvine, Irvine, CA 92617.; Beckman Laser Institute Medical Clinic, University of California Irvine, Irvine, CA 92612.

Published: January 2024

AI Article Synopsis

  • Radiation-induced acoustics (RIA) could enhance imaging and dosimetry in radiology, but high noise levels necessitate averaging, leading to more radiation exposure for patients.
  • This paper introduces a discrete wavelet transform (DWT) filtering method to effectively denoise RIA signals, reducing the amount of averaging needed significantly—1000 times less for low-energy X-rays and 32 times less for high-energy X-rays.
  • The DWT approach showed robust performance across various radiation sources and matched low-pass filter results, paving the way for better clinical application of radiation-based acoustic imaging.

Article Abstract

Radiation-induced acoustics (RIA) shows promise in advancing radiological imaging and radiotherapy dosimetry methods. However, RIA signals often require extensive averaging to achieve reasonable signal-to-noise ratios, which increases patient radiation exposure and limits real-time applications. Therefore, this paper proposes a discrete wavelet transform (DWT) based filtering approach to denoise the RIA signals and avoid extensive averaging. The algorithm was benchmarked against low-pass filters and tested on various types of RIA sources, including low-energy X-rays, high-energy X-rays, and protons. The proposed method significantly reduced the required averages (1000 times less averaging for low-energy X-ray RIA, 32 times less averaging for high-energy X-ray RIA, and 4 times less averaging for proton RIA) and demonstrated robustness in filtering signals from different sources of radiation. The coif5 wavelet in conjunction with the sqtwolog threshold selection algorithm yielded the best results. The proposed DWT filtering method enables high-quality, automated, and robust filtering of RIA signals, with a performance similar to low-pass filtering, aiding in the clinical translation of radiation-based acoustic imaging for radiology and radiation oncology.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC11364354PMC
http://dx.doi.org/10.1109/trpms.2023.3314339DOI Listing

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