tidy3d.PML#

Bases: AbsorberSpec

Specifies a standard PML along a single dimension.

Parameters:

attrs (dict = {}) – Dictionary storing arbitrary metadata for a Tidy3D object. This dictionary can be freely used by the user for storing data without affecting the operation of Tidy3D as it is not used internally. Note that, unlike regular Tidy3D fields, attrs are mutable. For example, the following is allowed for setting an attr obj.attrs['foo'] = bar. Also note that Tidy3D` will raise a TypeError if attrs contain objects that can not be serialized. One can check if attrs are serializable by calling obj.json().
name (Optional[str] = None) – Optional unique name for boundary.
num_layers (NonNegativeInt = 12) – Number of layers of standard PML.
parameters (PMLParams = PMLParams(attrs={}, sigma_order=3, sigma_min=0.0, sigma_max=1.5, type='PMLParams', kappa_order=3, kappa_min=1.0, kappa_max=3.0, alpha_order=1, alpha_min=0.0, alpha_max=0.0)) – Parameters of the complex frequency-shifted absorption poles.

Notes

1D Model Illustration

Consider a transformed wave equation in the \(x\) dimension below [1]:

\[\left( \left( \frac{1}{s(x)} \frac{\delta}{\delta x} \right)^2 - \frac{1}{c^2} \frac{\delta^2}{\delta t^2} \right) E = 0\]

where the wave stretch factor \(s(x)\) depends on the PML boundary position in the \(x\) dimension.

\[\begin{split}s(x) = \left \{ \begin{array}{lr} 1, & \text{for } x < 0 \\ 1 - \frac{\sigma}{i \omega \epsilon_0}, & \text{for } x > 0 \end{array} \right \}\end{split}\]

The wave equation can be solved and plotted accordingly as a function of the \(x\) dimension.

\[\begin{split}E(x) = \left \{ \begin{array}{lr} e^{i(kx - \omega t)}, & \text{for } x < 0 \\ e^{i(kx - \omega t)} \times e^{-\frac{\sigma x}{c \epsilon_0}} & \text{for } x > 0 \end{array} \right \}\end{split}\]

Hence, we see how this PML stretch factor induces frequency-independent exponential attentation and no reflection after the boundary at \(x=0\).

Usage Caveats

A perfectly matched layer (PML) is the most commonly used boundary condition in FDTD simulations to truncate a simulation domain and absorb outgoing radiation. However, many divergence issues are associated with the use of PML. One of the most common causes of a diverged simulation is structures inserted into PML at an angle.

../../_images/diverged-fdtd-simulation.png

Incorporating a dispersive material into the PML can also cause simulation divergence in certain scenarios. If your simulation lacks any structures inserted into the PML at an angle, but includes dispersive material in PML, it is advisable to substitute a nondispersive material for the dispersive material. Alternatively, if dispersion is necessary, switching from the PML to Absorber can effectively address the issue.

The PML can effectively absorb outgoing radiation with minimum reflection as if the radiation just propagates into the free space. However, it’s important to keep in mind that the PML only absorbs propagating fields. For evanescent fields, the PML can act as an amplification medium and cause a simulation to diverge. In Tidy3D, a warning will appear if the distance between a structure is smaller than half of a wavelength to prevent evanescent fields from leaking into PML. In most cases, the evanescent field will naturally die off within half a wavelength, but in some instances, a larger distance may be required.

Note

For best results, structures that intersect with the PML or simulation edges should extend extend all the way through. In many such cases, an “infinite” size td.inf can be used to define the size along that dimension.

Example

>>> pml = PML(num_layers=10)

tidy3d.PML

Contents

tidy3d.PML#