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    <title>Audio-Processing on サブカル科学研究会のブログ</title>
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      <title>How to Solve Audio File Volume Inconsistency and Quality Unification Issues with ffmpeg Normalization</title>
      <link>https://www.subcul-science.com/post/20250705audio-volume-normalization-solution/</link>
      <pubDate>Sat, 05 Jul 2025 21:05:51 +0900</pubDate>
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      <description>&lt;h2 id=&#34;audio-volume-issues-in-audio-file-processing&#34;&gt;Audio Volume Issues in Audio File Processing&lt;/h2&gt;&#xA;&lt;p&gt;When producing and distributing audio content, do you face these problems?&lt;/p&gt;&#xA;&lt;h3 id=&#34;1-volume-inconsistency-issues&#34;&gt;1. Volume Inconsistency Issues&lt;/h3&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;&lt;strong&gt;Volume levels are not unified across multiple audio files&lt;/strong&gt;&lt;/li&gt;&#xA;&lt;li&gt;Volume differences occur due to different recording environments and equipment&lt;/li&gt;&#xA;&lt;li&gt;Listeners need to frequently adjust volume levels&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&lt;h3 id=&#34;2-quality-inconsistency-issues&#34;&gt;2. Quality Inconsistency Issues&lt;/h3&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;&lt;strong&gt;Noise and unwanted frequencies are mixed in&lt;/strong&gt;&lt;/li&gt;&#xA;&lt;li&gt;Silent sections are too long and difficult to listen to&lt;/li&gt;&#xA;&lt;li&gt;Unable to achieve professional-quality audio&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&lt;h3 id=&#34;3-manual-processing-limitations&#34;&gt;3. Manual Processing Limitations&lt;/h3&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;&lt;strong&gt;Processing large numbers of audio files individually is inefficient&lt;/strong&gt;&lt;/li&gt;&#xA;&lt;li&gt;Automation is difficult with GUI audio editing software&lt;/li&gt;&#xA;&lt;li&gt;Applying consistent processing standards is challenging&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&lt;h2 id=&#34;real-world-audio-quality-challenge-cases&#34;&gt;Real-world Audio Quality Challenge Cases&lt;/h2&gt;&#xA;&lt;h3 id=&#34;failure-case-limitations-of-manual-adjustment&#34;&gt;Failure Case: Limitations of Manual Adjustment&lt;/h3&gt;&#xA;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# Traditional approach&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# 1. Open each file in audio editing software&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# 2. Visually and auditorily adjust levels&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# 3. Manually apply noise reduction&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# 4. Manually cut silent sections&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# Problems:&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# - Time-consuming for processing large numbers of files&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# - Processing standards are subjective and inconsistent&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# - Quality variations due to human errors&lt;/span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;The solution to this problem is &lt;strong&gt;automated volume normalization with ffmpeg&lt;/strong&gt;.&lt;/p&gt;</description>
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