Creation of a tweezer array for cold atoms utilizing a generative neural network

PLUTO / PLUTO-2 Spatial Light Modulators
Deep Learning / Neuronal Network Optical Trapping /-Tweezers
Published on:
Authors: Zejian Ren, Xu Yan, Kai Wen, Huijin Chen, Elnur Hajiyev, Chengdong He, Gyu-Boong Jo
Abstract:

Optical tweezers have become essential tools for dynamically manipulating objects, ranging from microspheres or biological molecules to neutral atoms. In this study, we demonstrate the creation of tweezer arrays using a generative neural network, which allows for the trapping of neutral atoms with tunable atom arrays. We have successfully loaded cold strontium atoms into various optical tweezer patterns generated by a spatial light modulator (SLM) integrated with generative models. Our approach shortens the process time to control the SLM wtih minimal time delay, eliminating the need for repeated re-optimization of the hologram for the SLM.

Open Access

Publication: arXiv
Issue/Year: arXiv:2401.06014 (2024)
DOI: 10.48550/arXiv.2401.06014
Link: https://doi.org/10.48550/arXiv.2401.06014

Related Papers

PLUTO / PLUTO-2 Spatial Light Modulators
Authors: Sebastian Cremaschini Sebastian Cremaschini Dipartimento di Fisica e Astronomia “G. Galilei”, Università di Padova, Via Marzolo 8, 35131 Padova, Italy More by Sebastian Cremaschini Orcidhttps://orcid.org/0000-0002-6416-5782 , Alberto Cattelan, Davide Ferraro, Daniele Filippi, Filippo Marinello, Alessio Meggiolaro, Matteo Pierno, Cinzia Sada, Annamaria Zaltron*, Paolo Umari*, and Giampaolo Mistura

Trifurcated Splitting of Water Droplets on Engineered Lithium Niobate Surfaces

Applications: Beam Shaping / Beam Steering,Optical Trapping /-Tweezers
HES / HEO 6001 PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Zicheng Huang, Ziyu Gu, Mengyang Shi, Yesheng Gao, and Xingzhao Liu

OP-FCNN: an optronic fully convolutional neural network for imaging through scattering media

Applications: Deep Learning / Neuronal Network,Turbid-/ Opaque Media /Multi Scattering
GAEA Spatial Light Modulators
Authors:Jesper Glückstad, Andreas Erik Gejl Madsen

HoloTile Light Engine: New Digital Holographic Modalities and Applications

Applications: Adaptive Optics / Wavefront Control,Beam Shaping / Beam Steering,Materials Processing / Optical Fabrication,Optical Communication,Optical Trapping /-Tweezers
PLUTO / PLUTO-2 Spatial Light Modulators
Authors: Grace Kuo , Florian Schiffers , Douglas Lanman , Oliver Cossairt , Nathan Matsuda

Multisource Holography

Applications: AR/VR/MR / Holographic Display,Deep Learning / Neuronal Network,Digital-/ Computer Holography/ CGH
LETO / LETO-3 Spatial Light Modulators
Authors:Zheng Yuan, Chenchen Zhang, Yuan Gao, Wenxiang Yan, Zhi-Cheng Ren, Xi-Lin Wang, Jianping Ding, Hui-Tian Wang

Versatile manipulation of light- and dark- seeking particles on demand

Applications: Beam Shaping / Beam Steering,Optical Trapping /-Tweezers
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Li, Xing, Dan, Dan, Yu, Xianghua, Zhou, Yuan, Zhang, Yanan, Gao, Wenyu, Li, Manman, Xu, Xiaohao, Yan, Shaohui and Yao, Baoli

Concentric ring optical traps for orbital rotation of particles

Applications: Higher Order Modes / Optical Vortex / OAM,Optical Trapping /-Tweezers
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Zheyu Wu, Ran Gao, Sitong Zhou, Fei Wang, Zhipei Li, Huan Chang, Dong Guo, Xiangjun Xin, Qi Zhang, Feng Tian, Qiang Wu

Robust Super-Resolution Image Transmission Based on a Ring Core Fiber with Orbital Angular Momentum

Applications: Deep Learning / Neuronal Network,Higher Order Modes / Optical Vortex / OAM,Imaging/ Image Processing
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Y. P. Tai, W. J. Wei, H. Zhang, H. X. Ma, X. Z. Li

Particle aggregation/disaggregation and sorting using woven spiral beams

Applications: Higher Order Modes / Optical Vortex / OAM,Optical Trapping /-Tweezers
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Sitong Huang, Jian Wang, Daixuan Wu, Yin Huang, and Yuecheng Shen

Projecting colorful images through scattering media via deep learning

Applications: Deep Learning / Neuronal Network
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Qingwei Liu, Jing Chen, Bingsen Qiu, Yongtian Wang, and Juan Liu

DCPNet: a dual-channel parallel deep neural network for high quality computer-generated holography

Applications: AR/VR/MR / Holographic Display,Complex Modulation,Deep Learning / Neuronal Network,Digital-/ Computer Holography/ CGH
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Zhelin Qu, Shuo Liu, Xudong Fan, Changfeng Fang, Jun-Lei Wang and Xian Zhao

Optimized hologram generation method for real-time spontaneous manipulation

Applications: Optical Trapping /-Tweezers
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Marshall B. Lindsay, Scott D. Kovaleski, Andy G. Varner, Charlie T. Veal, Derek T. Anderson, Stanton R. Price, and Steven R. Price

End-to-end physics-informed deep neural network optimization of sub-Nyquist lenses

Applications: Deep Learning / Neuronal Network
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Jianan Feng, Hang Chen, Dahai Yang, Junbo Hao, Jie Lin, and Peng Jin

Multi-wavelength diffractive neural network with the weighting method

Applications: Deep Learning / Neuronal Network
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Zhang, Yantong, Huiling Huang, Feibin Wu, Jun Han, Yi Yang, and Ruyi Li

Imaging through a Scattering Medium under Different Intensities of Ambient Light Interference

Applications: Deep Learning / Neuronal Network,Imaging/ Image Processing,Turbid-/ Opaque Media /Multi Scattering
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Jiangcheng Zhao, Chuanbiao Bai, Zhiguo Zhang and Qingchuan Zhang

Deep learning-based method for analyzing the optically trapped sperm rotation

Applications: Deep Learning / Neuronal Network,Optical Trapping /-Tweezers
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Ruibo Shang, Mikaela A. O’Brien, Fei Wang, Guohai Situ & Geoffrey P. Luke

Approximating the uncertainty of deep learning reconstruction predictions in single-pixel imaging

Applications: Deep Learning / Neuronal Network
GAEA Spatial Light Modulators
Authors:Ninghe Liu, Zhengzhong Huang, Zehao He, and Liangcai Cao

DGE-CNN: 2D-to-3D holographic display based on a depth gradient extracting module and ZCNN network

Applications: AR/VR/MR / Holographic Display,Deep Learning / Neuronal Network
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Zhu, Jialong / Zou, Fucheng / Wang, Le / Lu, Xiaodong / Zhao, Shengmei

Multiplexing Perfect Optical Vortex for Holographic Data Storage

Applications: Deep Learning / Neuronal Network,Digital-/ Computer Holography/ CGH,Higher Order Modes / Optical Vortex / OAM
LC 2012 Spatial Light Modulators
Authors:Weng, Xiaojing / Feng, Ji / Perry, Altai / Vuong, Luat T.

Non-Line-of-Sight Full-Stokes Polarimetric Imaging with Solution-Processed Metagratings and Shallow Neural Networks

Applications: Deep Learning / Neuronal Network,Imaging/ Image Processing,Polarization Generation
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Yun, Xue / Liang, Yansheng / He, Minru / Zhao, Tianyu / Wang, Shaowei / Lei, Ming / Lei, Ming

Optical trapping of gold microparticles using linearly polarized, centrally obstructed Gaussian beams

Applications: Microscopy,Optical Trapping /-Tweezers
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Zheng, Huadong / Peng, Junchang / Wang, Zhen / xinghua Shui / yu yingjie / Xia, Xinxing

Diffraction model-driven neural network trained using hybrid domain loss for real-time and high-quality computer-generated holography

Applications: AR/VR/MR / Holographic Display,Deep Learning / Neuronal Network,Digital-/ Computer Holography/ CGH
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Yun, Xue; Liang, Yansheng; He, Minru; Guo, Linquan; Zhang, Xinyu; Zhao, Tianyu; Bianco, Piero R.; Lei, Ming

Zero-order free holographic optical tweezers

Applications: Beam Shaping / Beam Steering,Optical Trapping /-Tweezers
LC 2012 Spatial Light Modulators
Authors:Tsukada, Takumi / Watanabe, Wataru

Central wavelength estimation in spectral imaging behind a diffuser via deep learning

Applications: Deep Learning / Neuronal Network,Imaging/ Image Processing,Misc.: Speckle / Characterization / Metrology
PLUTO / PLUTO-2 Spatial Light Modulators
Authors:Zhou, Zhehai; Hu, Guoqing; Zhao, Shuang; Li, Huiyu; Zhang, Fan

Holographic Optical Tweezers That Use an Improved Gerchberg–Saxton Algorithm

Applications: Digital-/ Computer Holography/ CGH,Optical Trapping /-Tweezers