Graduate Question about derivatives of complex fields

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The discussion centers around the derivation of Equation 5 from the referenced paper, which involves complex variables in the context of design parameters. The equation shows that the derivative of a complex function F with respect to a design parameter p_i includes a factor of 2Re, due to the nature of complex derivatives. This arises from applying the complex chain rule, which accounts for both the function and its complex conjugate. The real part is emphasized because the physical interpretation of the fields (E and H) is inherently real-valued. The author of the paper suggested looking into Wirtinger derivatives for a deeper understanding of this concept.
Chronum
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https://arxiv.org/pdf/1705.07188.pdf

Equation 5 in this paper states that
$$\frac{\partial F}{\partial p_i} = 2Re\left\lbrace\frac{\partial F}{\partial x}\frac{\partial x}{\partial p_i}\right\rbrace$$

Here, p_i stands for the i'th element of a vector of 'design parameters' \mathbf{p}. These design parameters are variables that we directly control.

Just after that equation, the paper states that the derivative of x, involves that 2*Re part because x is complex. x is a vector of complex E and H fields.

Now, my question is why is this? Why is the derivative of complex E and H fields, with respect to a certain parameter p_i cause that extra factor of 2 in the front, and why do we only consider the real part?
 
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Chronum said:
https://arxiv.org/pdf/1705.07188.pdf

Equation 5 in this paper states that
$$\frac{\partial F}{\partial p_i} = 2Re\left\lbrace\frac{\partial F}{\partial x}\frac{\partial x}{\partial p_i}\right\rbrace$$

Here, p_i stands for the i'th element of a vector of 'design parameters' \mathbf{p}. These design parameters are variables that we directly control.

Just after that equation, the paper states that the derivative of x, involves that 2*Re part because x is complex. x is a vector of complex E and H fields.

Now, my question is why is this? Why is the derivative of complex E and H fields, with respect to a certain parameter p_i cause that extra factor of 2 in the front, and why do we only consider the real part?
There are a couple of things to unpack here. The first is the complex chain rule. If x(p_i),p_i\in\mathbb{C} and F(x) is likewise a complex-valued function, then
\frac{\partial F}{\partial p_i}=\frac{\partial F}{\partial x}\frac{\partial x}{\partial p_i}+\frac{\partial F}{\partial x^*}\frac{\partial x^*}{\partial p_i} Next, suppose we have some complex-valued function z(t)=a(t)+ib(t), where a,b\in\mathbb{R}. Then
\left(\frac{dz}{dt}\right)^*=\left(\frac{da}{dt}+i\frac{db}{dt}\right)^*=\frac{da}{dt}-i\frac{db}{dt}=\frac{dz^*}{dt} and (if z has a well-defined inverse)
\frac{dz}{dt^*}=\left(\frac{dt^*}{dz}\right)^{-1}=\left(\left(\frac{dt}{dz}\right)^*\right)^{-1}=\left(\left(\frac{dt}{dz}\right)^{-1}\right)^*=\left(\frac{dz}{dt}\right)^* Furthermore, z+z^*=(a+ib)+(a-ib)=2a=2\text{Re}(z)
Putting all of this together,
\frac{\partial F}{\partial p_i}=\frac{\partial F}{\partial x}\frac{\partial x}{\partial p_i}+\left(\frac{\partial F}{\partial x}\right)^*\left(\frac{\partial x}{\partial p_i}\right)^*=\frac{\partial F}{\partial x}\frac{\partial x}{\partial p_i}+\left(\frac{\partial F}{\partial x}\frac{\partial x}{\partial p_i}\right)^*=2\text{Re}\left(\frac{\partial F}{\partial x}\frac{\partial x}{\partial p_i}\right) It's not the most rigorous treatment of the problem, but it should be more than enough to give you an idea of why this statement might be true.
 
Daniel Gallimore said:
There are a couple of things to unpack here. The first is the complex chain rule. If x(p_i),p_i\in\mathbb{C} and F(x) is likewise a complex-valued function, then
\frac{\partial F}{\partial p_i}=\frac{\partial F}{\partial x}\frac{\partial x}{\partial p_i}+\frac{\partial F}{\partial x^*}\frac{\partial x^*}{\partial p_i} Next, suppose we have some complex-valued function z(t)=a(t)+ib(t), where a,b\in\mathbb{R}. Then
\left(\frac{dz}{dt}\right)^*=\left(\frac{da}{dt}+i\frac{db}{dt}\right)^*=\frac{da}{dt}-i\frac{db}{dt}=\frac{dz^*}{dt} and (if z has a well-defined inverse)
\frac{dz}{dt^*}=\left(\frac{dt^*}{dz}\right)^{-1}=\left(\left(\frac{dt}{dz}\right)^*\right)^{-1}=\left(\left(\frac{dt}{dz}\right)^{-1}\right)^*=\left(\frac{dz}{dt}\right)^* Furthermore, z+z^*=(a+ib)+(a-ib)=2a=2\text{Re}(z)
Putting all of this together,
\frac{\partial F}{\partial p_i}=\frac{\partial F}{\partial x}\frac{\partial x}{\partial p_i}+\left(\frac{\partial F}{\partial x}\right)^*\left(\frac{\partial x}{\partial p_i}\right)^*=\frac{\partial F}{\partial x}\frac{\partial x}{\partial p_i}+\left(\frac{\partial F}{\partial x}\frac{\partial x}{\partial p_i}\right)^*=2\text{Re}\left(\frac{\partial F}{\partial x}\frac{\partial x}{\partial p_i}\right) It's not the most rigorous treatment of the problem, but it should be more than enough to give you an idea of why this statement might be true.

This is in fact the same rule that the paper author mentioned (I emailed the first author). And then told me to look at Wirtinger derivatives. There are a few assumptions here, but those hold true in this case, and this step has since proceeded to make sense. Many thanks!
 
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