Advanced Photonics最新文献

Nested deep transfer learning for modeling of multilayer thin films. 多层薄膜模型的嵌套深度迁移学习。

IF 18.8 1区物理与天体物理

Advanced Photonics Pub Date : 2024-10-01 Epub Date: 2024-10-08 DOI: 10.1117/1.ap.6.5.056006

Rohit Unni, Kan Yao, Yuebing Zheng

{"title":"Nested deep transfer learning for modeling of multilayer thin films.","authors":"Rohit Unni, Kan Yao, Yuebing Zheng","doi":"10.1117/1.ap.6.5.056006","DOIUrl":"https://doi.org/10.1117/1.ap.6.5.056006","url":null,"abstract":"<p><p>Machine learning techniques have gained popularity in nanophotonics research, being applied to predict optical properties, and inversely design structures. However, one limitation is the cost of acquiring training data, as complex structures require time-consuming simulations. To address this, researchers have explored using transfer learning, where pre-trained networks can facilitate convergence with fewer data for related tasks, but application to more difficult tasks is still limited. In this work, a nested transfer learning approach is proposed, training models to predict structures of increasing complexity, with transfer between each model and few data used at each step. This allows modeling thin film stacks with higher optical complexity than previously reported. For the forward model, a bidirectional recurrent neural network is utilized, which excels in modeling sequential inputs. For the inverse model, a convolutional mixture density network is employed. In both cases, a relaxed choice of materials at each layer is introduced, making the approach more versatile. The final nested transfer models display high accuracy in retrieving complex arbitrary spectra and matching idealized spectra for specific applications-focused cases such as selective thermal emitters, while keeping data requirements modest. Our nested transfer learning approach represents a promising avenue for addressing data acquisition challenges.</p>","PeriodicalId":33241,"journal":{"name":"Advanced Photonics","volume":"6 5","pages":""},"PeriodicalIF":18.8,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12362634/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144972180","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Organic near-infrared optoelectronic materials and devices: an overview 有机近红外光电材料与器件：概述

IF 17.3 1区物理与天体物理

Advanced Photonics Pub Date : 2024-01-08 DOI: 10.1117/1.ap.6.1.014001

Zong-Lu Che, Chang-Cun Yan, Xuedong Wang, Liangsheng Liao

引用次数: 0

Giant photoinduced reflectivity modulation of nonlocal resonances in silicon metasurfaces 硅超表面非局部共振的巨型光诱导反射率调制

IF 17.3 1区物理与天体物理

Advanced Photonics Pub Date : 2023-12-09 DOI: 10.1117/1.ap.5.6.066006

A. Tognazzi, P. Franceschini, O. Sergaeva, L. Carletti, Ivano Alessandri, G. Finco, Osamu Takayama, R. Malureanu, Andrei V. Lavrinenko, Alfonso C. Cino, Domenico de Ceglia, Costantino De Angelis

引用次数: 0

Quantum dots for optoelectronics 用于光电子学的量子点

IF 17.3 1区物理与天体物理

Advanced Photonics Pub Date : 2023-12-06 DOI: 10.1117/1.ap.5.6.060503

Hancong Li, Qiming Peng, Xiulai Xu, Jianpu Wang

引用次数: 0

Surfing the metasurface: a conversation with Din Ping Tsai 冲浪元面：与 Din Ping Tsai 的对话

IF 17.3 1区物理与天体物理

Advanced Photonics Pub Date : 2023-11-21 DOI: 10.1117/1.ap.5.6.060502

Guoqing Chang

引用次数: 0

Nonlinear chiral metaphotonics: a perspective 非线性手性变形学:一个视角

1区物理与天体物理

Advanced Photonics Pub Date : 2023-11-08 DOI: 10.1117/1.ap.5.6.064001

Kirill Koshelev, Pavel Tonkaev, Yuri Kivshar

引用次数: 0

Shining the shortest flashes of light on the secret life of electrons 用最短的闪光照射电子的秘密生命

1区物理与天体物理

Advanced Photonics Pub Date : 2023-11-06 DOI: 10.1117/1.ap.5.6.060501

Margarita Khokhlova, Emilio Pisanty, Amelle Zaïr

引用次数: 1

Compact multi-mode silicon-nitride micro-ring resonator with low loss 紧凑的低损耗多模氮化硅微环谐振器

1区物理与天体物理

Advanced Photonics Pub Date : 2023-11-01 DOI: 10.1117/1.ap.5.5.050503

Kaixuan Ye, David Marpaung

引用次数: 0

On-chip digitally tunable positive/negative dispersion controller using bidirectional chirped multimode waveguide gratings 使用双向啁啾多模波导光栅的片上数字可调正/负色散控制器

IF 17.3 1区物理与天体物理

Advanced Photonics Pub Date : 2023-11-01 DOI: 10.1117/1.AP.5.6.066005

Shujun Liu, Ruitao Ma, Zejie Yu, Yaocheng Shi, Daoxin Dai

{"title":"On-chip digitally tunable positive/negative dispersion controller using bidirectional chirped multimode waveguide gratings","authors":"Shujun Liu, Ruitao Ma, Zejie Yu, Yaocheng Shi, Daoxin Dai","doi":"10.1117/1.AP.5.6.066005","DOIUrl":"https://doi.org/10.1117/1.AP.5.6.066005","url":null,"abstract":"Abstract. A silicon-based digitally tunable positive/negative dispersion controller (DC) is proposed and realized for the first time using the cascaded bidirectional chirped multimode waveguide gratings (CMWGs), achieving positive and negative dispersion by switching the light propagation direction. A 1 × 2 Mach–Zehnder switch (MZS) and a 2 × 1 MZS are placed before and after to route the light path for realizing positive/negative switching. The device has Q stages of identical bidirectional CMWGs with a binary sequence. Thus the digital tuning is convenient and scalable, and the total dispersion accumulated by all the stages can be tuned digitally from − ( 2Q − 1 ) D0 to ( 2Q − 1 ) D0 with a step of D0 by controlling the switching states of all 2 × 2 MZSs, where D0 is the dispersion provided by a single bidirectional CMWG unit. Finally, a digitally tunable positive/negative DC with Q = 4 is designed and fabricated. These CMWGs are designed with a 4-mm-long grating section, enabling the dispersion D0 of about 4.16 ps / nm in a 20-nm-wide bandwidth. The dispersion is tuned from −61.53 to 63.77 ps / nm by switching all MZSs appropriately, and the corresponding group delay is varied from −1021 to 1037 ps.","PeriodicalId":33241,"journal":{"name":"Advanced Photonics","volume":"25 1","pages":"066005 - 066005"},"PeriodicalIF":17.3,"publicationDate":"2023-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139293781","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

About the cover: Advanced Photonics Volume 5, Issue 5 关于封面:先进光子学卷5，第5期

1区物理与天体物理

Advanced Photonics Pub Date : 2023-10-28 DOI: 10.1117/1.ap.5.5.059901

引用次数: 0