根据信号框图推导的系统信号输出与原论文中的不一致
本帖最后由 nisa0818 于 2023-10-1 16:02 编辑小弟最近在看一篇关于主动降噪耳机的论文《Optimal Controller Design for Virtual Sensing with Independent Noise Source Measurement》（附件），
其中有个公式的结果令我百思不解，首先我认为论文推导得到的最终公式是没错的，但我一直找不错我推导的过程哪有有问题，总是与论文的有差异，
有发邮件请教论文作者，不过可能时间太久，邮件地址估计失效了，一直没有回复；特来此论坛，希望各位大神能抽空帮忙看看，非常感谢了！
1）信号框图（如附件图片）：
简单说明，论文讲的是一个hybrid active noise control信号模型，可简单当成是主动降噪耳机，像苹果airpods pro那样的，其中：
N：noise，即外部环境噪声；
Gr：环境噪声到信号拾取端（例如feed forward microphone）的传递函数；
G1：primary path，环境噪声到feedback microphone的传递函数；
G2：primary path，环境噪声到virtual microphone（例如耳膜处）的传递函数；
P1：secondary path，发声单元如扬声器到feedback microphone的传递函数；
P2：secondary path，发声单元如扬声器到virtual microphone（例如耳膜处）的传递函数；
Cff：feedforward filter，即前馈控制滤波器
Cfb：feedback filter，即后馈控制滤波器
yb：feedback microphone处的最终输出信号
yv：virtual microphone处的最终输出信号
2）论文中，得到的yv结果如下（我有参考其他论文，认为这个结果是正确的）
（如附件图片）
3）为了便于理解，我自己动手也推导了一遍，但发现与原论文的结果有差异，百思不解：
（如附件图片）
小弟最近在看关于主动降噪耳机的一篇论文《Optimal Controller Design for Virtual Sensing with Independent Noise Source Measurement》，并尝试自己推导其中的一些公式；
其中有个公式的自己推导结果与原文有出入，曾尝试发邮件给论文作者，但许久没用回复（可能论文发表好几年了，估计邮件地址失效），
特来此论坛求助，希望各位大神能帮忙看看我自己的推导过程和结果哪里有问题，非常感谢了。
1）信号框线图（可简单理解为一个类似苹果降噪耳机airpods pro那样，带有前馈、后馈降噪咪的ANC耳机）
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其中：
N：noise，即外部环境噪声；Gr：环境噪声到信号拾取端（例如feed forward microphone）的传递函数；G1：primary path，环境噪声到feedback microphone的传递函数；G2：primary path，环境噪声到virtual microphone（例如耳膜处）的传递函数；P1：secondary path，发声单元如扬声器到feedback microphone的传递函数；P2：secondary path，发声单元如扬声器到virtual microphone（例如耳膜处）的传递函数；Cff：feedforward filter，即前馈控制滤波器Cfb：feedback filter，即后馈控制滤波器yb：feedback microphone处的最终输出信号yv：virtual microphone处的最终输出信号
2）论文中得到的yv（virtual microphone处的最终输出信号）与Noise的比值公式：data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAArQAAACYCAYAAAAVz3q+AAAACXBIWXMAABJ0AAASdAHeZh94AAAgAElEQVR4AQDMgTN+Af////8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABAQEBAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA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
我们论坛bug，图片要单独上传才行:handshake
复制粘贴会看不到。 只看你看的说明带入，确实是你写的。
是不是原论坛里面有隐藏的问题没有说。 eric2013 发表于 2023-10-2 07:07
只看你看的说明带入，确实是你写的。
是不是原论坛里面有隐藏的问题没有说。
一般写论文的，中间推导过程都省略了；
而且，我有看到别人类似的论文，结果公式也是一样；所以我才认为是我自己推导的有问题，就是自检没找到原因 自我解答：
出错的是图5而不是公式10。
图5中，P2的输入原则上应该跟P1相同，这意味着Cfb后面的分支节点应该跟后续的相加节点互换顺序。
此时，公式10就没问题了。
这应该是画图时出现的错误，审稿人没看出来。
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