Techniques of robust inverse design that account for manufacturing variabilities due to operating conditions

Patent metadata

Field	Value
Publication number	US-11476964-B2
Application number	US-202117529112-A
Country	US
Kind code	B2
Filing date	Nov 17, 2021
Priority date	Feb 20, 2020
Publication date	Oct 18, 2022
Grant date	Oct 18, 2022

Abstract

Embodiments of techniques for inverse design of physical devices are described herein, in the context of generating designs for photonic integrated circuits (including a multi-channel photonic demultiplexer). In some embodiments, an initial design of the physical device is received, and a plurality of sets of operating conditions for fabrication of the physical device are determined. In some embodiments, the performance of the physical device as fabricated under the sets of operating conditions is simulated, and a total performance loss value is backpropagated to determine a gradient to be used to update the initial design. In some embodiments, instead of simulating fabrication of the physical device under the sets of operating conditions, a robustness loss is determined and combined with the performance loss to determine the gradient.

First claim

What is claimed is:

1. A non-transitory computer-readable medium having logic stored thereon that, in response to execution by at least one computing device, causes the at least one computing device to perform actions for generating a design of a physical device, the actions comprising:
receiving an initial design of the physical device;
simulating performance of the physical device using the initial design to determine a performance loss value;
determining a robustness loss value that represents an effect of perturbations in operating conditions during fabrication on the performance loss value;
determining a total performance loss value based on the performance loss value and the robustness loss value;
backpropagating the total performance loss value to determine a gradient corresponding to an influence of changes in the initial design on the total performance loss value; and
revising the initial design of the physical device based at least in part on the gradient.

2. The computer-readable medium of claim 1 , wherein the actions further comprise determining a perturbation model for calculating the robustness loss value.

3. The computer-readable medium of claim 2 , wherein determining the robustness loss value that represents an effect of perturbations in operating conditions during fabrication on the performance loss value includes:
providing states within the physical device calculated during the simulation to the perturbation model to determine the robustness loss value.

4. The computer-readable medium of claim 2 , wherein determining the perturbation model includes using at least a simulated performance of a physical device as fabricated under each of a plurality of sets of operating conditions for fabrication of the physical device to determine the perturbation model.

5. The computer-readable medium of claim 4 , wherein the actions further comprise determining the plurality of sets of operating conditions for fabrication of the physical device by stochastically sampling values for each operating condition from predetermined ranges of values for each operating condition, or by uniformly sampling values for each operating condition and using combinations of the uniformly sampled values as the plurality of sets of operating conditions.

6. The computer-readable medium of claim 4 , wherein the actions further comprise:
determining sets of operating conditions that vary each operating condition separately; and
using the sets of operating conditions with separately varied operating conditions to determine a sensitivity toward each operating condition.

7. The computer-readable medium of claim 4 , wherein the operating conditions include at least one of ambient temperature, erosion, dilation, waveguide thickness, structure out of plane, sidewall angle, surface roughness, misalignment, optical aberrations, and material imperfections.

8. The computer-readable medium of claim 1 , wherein determining the total performance loss value based on the performance loss value and the robustness loss value includes adding the robustness loss value and the performance loss value.

9. The computer-readable medium of claim 1 , wherein the actions further comprise repeating the actions of simulating performance of the physical device, determining the robustness loss value, determining the total performance loss value, backpropagating the total performance loss value, and revising the initial design until the total performance loss value converges to a minimum.

10. The computer-readable medium of claim 1 , wherein the actions further comprise transmitting the revised initial design to a fabrication system for fabrication.

11. A system comprising at least one computing device configured with logic that, in response to execution by the at least one computing device, causes the system to perform actions for generating a design of a physical device, the actions comprising:
receiving an initial design of the physical device;
simulating performance of the physical device using the initial design to determine a performance loss value;
determining a robustness loss value that represents an effect of perturbations in operating conditions during fabrication on the performance loss value;
determining a total performance loss value based on the performance loss value and the robustness loss value;
backpropagating the total performance loss value to determine a gradient corresponding to an influence of changes in the initial design on the total performance loss value; and
revising the initial design of the physical device based at least in part on the gradient.

12. The system of claim 11 , wherein the actions further comprise determining a perturbation model for calculating the robustness loss value.

13. The system of claim 12 , wherein determining the robustness loss value that represents an effect of perturbations in operating conditions during fabrication on the performance loss value includes:
providing states within the physical device calculated during the simulation to the perturbation model to determine the robustness loss value.

14. The system of claim 12 , wherein determining the perturbation model includes using at least a simulated performance of a physical device as fabricated under each of a plurality of sets of operating conditions for fabrication of the physical device to determine the perturbation model.

15. The system of claim 14 , wherein the actions further comprise determining the plurality of sets of operating conditions for fabrication of the physical device by stochastically sampling values for each operating condition from predetermined ranges of values for each operating condition, or by uniformly sampling values for each operating condition and using combinations of the uniformly sampled values as the plurality of sets of operating conditions.

16. The system of claim 14 , wherein the actions further comprise:
determining sets of operating conditions that vary each operating condition separately; and
using the sets of operating conditions with separately varied operating conditions to determine a sensitivity toward each operating condition.

17. The system of claim 14 , wherein the operating conditions include at least one of ambient temperature, erosion, dilation, waveguide thickness, structure out of plane, sidewall angle, surface roughness, misalignment, optical aberrations, and material imperfections.

18. The system of claim 11 , wherein determining the total performance loss value based on the performance loss value and the robustness loss value includes adding the robustness loss value and the performance loss value.

19. The system of claim 11 , wherein the actions further comprise repeating the actions of simulating performance of the physical device, determining the robustness loss value, determining the total performance loss value, backpropagating the total performance loss value, and revising the initial design until the total performance loss value converges to a minimum.

20. The system of claim 11 , wherein the actions further comprise transmitting the revised initial design to a fabrication system for fabrication.

Assignees

• X Dev Llc

Inventors

• Lu Jesse
• Adolf Brian
• Schubert Martin

Classifications

• G06N5/01

  Dynamic search techniques; Heuristics; Dynamic trees; Branch-and-bound · CPC title

• G06N7/01

  Probabilistic graphical models, e.g. probabilistic networks · CPC title

• G06N3/084

  Backpropagation, e.g. using gradient descent · CPC title

• G06F30/20 Primary

  Design optimisation, verification or simulation (optimisation, verification or simulation of circuit designs G06F30/30) · CPC title

• H04B10/07

  Arrangements for monitoring or testing transmission systems; Arrangements for fault measurement of transmission systems · CPC title