通过增强的分数直角时刻优化生物信号重建和水印
Gaber Hassan1, Khalid M Hosny2, Islam S Fathi3
1Department of Computer Science, Faculty of computers and information, Arish University, Al-Arish, 45511, Egypt. gh_mcs86@yahoo.com.
Scientific reports
|August 19, 2025
概括
本研究引入了对分数顺序的切比切夫时刻 (FrTM) 有效的计算框架,增强了信号重建和水印. 改进的方法显著提高了性能,并减少了生物医学应用的处理时间.
科学领域:
- 信号处理 信号处理
- 图像分析 图像分析
- 生物医学工程 生物医学工程
背景情况:
- 分数顺序的直角切比切夫时刻 (FrTM) 对于信号和图像分析至关重要.
- 现有的 FrTM 方法面临着计算成本,数值不稳定性和直角性损失的挑战.
研究的目的:
- 为 FrTM 开发一个优化的计算框架,解决当前的局限性.
- 提高生物医学信号重建和水印的准确性和效率.
主要方法:
- 开发了针对正常化 FrTM 的优化复制方程.
- 实现了Schwarz-Rutishauser算法,以实现高效的QR分解.
- 将创新整合到生物医学信号处理和水印系统中.
主要成果:
- 实现了64.3%的PSNR改善 (147.08dB) 和89.7%的MSE减少.
- 显示了水印位错误率的84.1%降低.
- 与现有方法相比,处理时间缩短了64.3%.
结论:
- 拟议的FrTM框架为信号重建和水印提供了卓越的性能和效率.
- 该方法非常适合用于医疗保健物联网 (IoHT) 应用.
- 在大规模信号处理中,创新确保了直角性和数值稳定性.
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