Learning Proposal Distributions in Simulated Annealing via Template Networks: A Case Study in Nanophotonic Inverse Design.

Becker, Marlon; Butz, Marco; Lemli, David; Schuck, Carsten; Risse, Benjamin (2024)
In: Apostolos Antonacopoulos; Subhasis Chaudhuri; Rama Chellappa; Cheng-Lin Liu; Saumik Bhattacharya; Umapada Pal (eds.), Pattern Recognition. Kolkata, India: .
Type of Publication: Research article (book contribution)

A Universal Approach to Nanophotonic Inverse Design through Reinforcement Learning

Butz M; Leifhelm A; Becker M; Risse B; Schuck C (2023)
In: Optica Publishing Group (eds.), CLEO 2023, paper STh4G.3. San Jose: .
Type of Publication: Research article in edited proceedings (conference)

Fabrication of Computer-Generated Nanophotonic Devices

Lemli, David;Butz, Marco;Schuck, Carsten (2023)
In: DPG Springmeeting 2023, Hannover, Germany.
Type of Publication: Poster

Combinatorial Optimization via Memory Metropolis: Template Networks for Proposal Distributions in Simulated Annealing applied to Nanophotonic Inverse Design

Becker, Marlon; Butz, Marco; Lemli, David; Schuck, Carsten; Risse, Benjamin (2023)
In: Neural Information Processing Systems (NeurIPS) Workshop on AI for Accelerated Materials Design (AI4Mat-2023), New Orleans, United States. https://neurips.cc/virtual/2023/workshop/66541
Type of Publication: Poster

Nanophotonic inverse design: A dynamic binarization function for the "objective-first" algorithm

Butz M, Schuck C (2020)
In: (eds.), ..
Type of Publication: Research article in edited proceedings (conference)

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Accelerating Finite-Difference Frequency-Domain Simulations for Inverse Design Problems in Nanophotonics using Deep Learning Schulte L; Butz M; Becker M; Risse B; Schuck C (2024) In: Journal of the Optical Society of America B, 41(4) Type of Publication: Research article (journal)
Learning Proposal Distributions in Simulated Annealing via Template Networks: A Case Study in Nanophotonic Inverse Design. Becker, Marlon; Butz, Marco; Lemli, David; Schuck, Carsten; Risse, Benjamin (2024) In: Apostolos Antonacopoulos; Subhasis Chaudhuri; Rama Chellappa; Cheng-Lin Liu; Saumik Bhattacharya; Umapada Pal (eds.), Pattern Recognition. Kolkata, India: . Type of Publication: Research article (book contribution)
Inverse Design of Nanophotonic Devices using Dynamic Binarization Butz, Marco; Abazi, Adrian S.; Ross, Rene; Risse, Benjamin; Schuck, Carsten (2023) In: Optics Express, 31(10) Type of Publication: Research article (journal)
A Universal Approach to Nanophotonic Inverse Design through Reinforcement Learning Butz M; Leifhelm A; Becker M; Risse B; Schuck C (2023) In: Optica Publishing Group (eds.), CLEO 2023, paper STh4G.3. San Jose: . Type of Publication: Research article in edited proceedings (conference)
Deep Learning Accelerated FDFD Simulations in Context of Inverse-Design Algorithms Schulte, Lukas;Butz, Marco; Schuck, Carsten (2023) In: DPG Springmeeting, Hannover, Germany. Type of Publication: Poster
Fabrication of Computer-Generated Nanophotonic Devices Lemli, David;Butz, Marco;Schuck, Carsten (2023) In: DPG Springmeeting 2023, Hannover, Germany. Type of Publication: Poster
A Novel Approach to Nanophotonic Black-Box Optimization Through Reinforcement Learning Butz, Marco; Leifhelm, Alexander; Becker, Marlon; Risse, Benjamin; Schuck, Carsten (2023) In: DPG (eds.), Q 30 Nano-optics. Hannover: . Type of Publication: Research article in edited proceedings (conference)
Combinatorial Optimization via Memory Metropolis: Template Networks for Proposal Distributions in Simulated Annealing applied to Nanophotonic Inverse Design Becker, Marlon; Butz, Marco; Lemli, David; Schuck, Carsten; Risse, Benjamin (2023) In: Neural Information Processing Systems (NeurIPS) Workshop on AI for Accelerated Materials Design (AI4Mat-2023), New Orleans, United States. https://neurips.cc/virtual/2023/workshop/66541 Type of Publication: Poster
Inverse Design of Nanophotonic Devices based on Reinforcement Learning Butz, Marco; Leifhelm, Alexander; Becker, Marlon; Risse, Benjamin; Schuck, Carsten (2022) In: DPG (eds.), Q 38 Photonics II. Erlangen: . Type of Publication: Research article in edited proceedings (conference)
Nanophotonic inverse design: A dynamic binarization function for the "objective-first" algorithm Butz M, Schuck C (2020) In: (eds.), .. Type of Publication: Research article in edited proceedings (conference)