| Download | - View final version: Inverse design of photonic integrated devices: optimization and machine learning (PDF, 5.9 MiB)
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| DOI | Resolve DOI: https://doi.org/10.1063/5.0283179 |
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| Author | Search for: Melati, Daniele1ORCID identifier: https://orcid.org/0000-0002-3427-0186; Search for: Xu, Dan-Xia2ORCID identifier: https://orcid.org/0000-0002-0490-5224; Search for: Grinberg, Yuri3ORCID identifier: https://orcid.org/0000-0003-3349-1590; Search for: Al-Digeil, Muhammad3ORCID identifier: https://orcid.org/0009-0003-1146-1662 |
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| Affiliation | - "Université Paris-Saclay. Centre de nanosciences et de nanotechnologies"
- National Research Council of Canada. Quantum and Nanotechnologies
- National Research Council of Canada. Digital Technologies
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| Funder | Search for: Horizon Europe European Research Council; Search for: National Research Council Canada |
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| Format | Text, Article |
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| Subject | silicon-on-insulator; artificial neural networks; machine learning; metamaterials; optimization algorithms; integrated optics; integrated optics devices; photonic integrated circuits |
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| Abstract | The use of inverse design techniques is radically changing the way we conceive and design photonic integrated devices. Geometries with unprecedented complexity can take full advantage of modern fabrication technologies to demonstrate high performance and ultra-compact devices. This tutorial aims at exploring the fundamental concepts behind the use of both iterative optimization and machine learning approaches in the context of photonic design. Throughout the paper, we present the design of an integrated mode exchanger, chosen mainly as a pedagogical example, to highlight the specificity of the field, the advantages and disadvantages of the different design techniques, and to discuss the most important considerations that need to be made in choosing the right design tool. |
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| Publication date | 2025-10-15 |
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| Publisher | AIP Publishing |
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| Language | English |
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| Peer reviewed | Yes |
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| Export citation | Export as RIS |
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| Report a correction | Report a correction (opens in a new tab) |
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| Record identifier | 636b45d6-887c-475d-9a8a-0643247fdb4c |
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| Record created | 2025-10-22 |
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| Record modified | 2025-11-03 |
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