基于电网频率信号的音频改检测
Hsiang-Ping Hsu1, Zhong-Ren Jiang2, Lo-Ya Li2
1Forensic Science Division, Ministry of Justice Investigation Bureau, New Taipei City 231, Taiwan.
Sensors (Basel, Switzerland)
|August 26, 2023
概括
这项研究引入了一种新方法,用于使用电网频率 (ENF) 信号检测音频改. 该方法实现了高精度,增强了多媒体文件真实性和法医分析.
科学领域:
- 数字法医学数字法医学
- 信号处理 信号处理
- 电气工程 电气工程
背景情况:
- 音频改对多媒体完整性构成重大威胁.
- 电网频率 (ENF) 信号为验证音频真实性提供了一个潜在的方法.
- 一个强大的中国ENF数据库对于开发可靠的检测方法至关重要.
研究的目的:
- 开发和评估一种使用ENF信号检测音频改的新方法.
- 为研究和开发建立一个全面的中国ENF数据库.
- 评估环境因素和记录设备对ENF信号分析的影响.
主要方法:
- 从音频录音中提取电网频率 (ENF) 信号.
- 波纹分解的应用用于信号分析.
- 使用自回归模型进行分类和改检测.
主要成果:
- 提出的基于ENF的方法在检测音频改方面取得了91%至93%的高准确率.
- 实验评估在中国ENF数据库上验证了该方法的有效性.
- 该研究确定了环境条件和记录设备对ENF信号完整性的影响.
结论:
- 基于ENF的方法对于增强音频文件的法医学是非常有效的.
- 开发的方法为多媒体身份验证提供了一种可靠的技术.
- 对环境影响的进一步研究可以提高基于ENF的改检测的稳定性.
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