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Keywords = complex hologram

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17 pages, 8512 KiB  
Article
Interactive Holographic Display System Based on Emotional Adaptability and CCNN-PCG
by Yu Zhao, Zhong Xu, Ting-Yu Zhang, Meng Xie, Bing Han and Ye Liu
Electronics 2025, 14(15), 2981; https://doi.org/10.3390/electronics14152981 - 26 Jul 2025
Viewed by 252
Abstract
Against the backdrop of the rapid advancement of intelligent speech interaction and holographic display technologies, this paper introduces an interactive holographic display system. This paper applies 2D-to-3D technology to acquisition work and uses a Complex-valued Convolutional Neural Network Point Cloud Gridding (CCNN-PCG) algorithm [...] Read more.
Against the backdrop of the rapid advancement of intelligent speech interaction and holographic display technologies, this paper introduces an interactive holographic display system. This paper applies 2D-to-3D technology to acquisition work and uses a Complex-valued Convolutional Neural Network Point Cloud Gridding (CCNN-PCG) algorithm to generate a computer-generated hologram (CGH) with depth information for application in point cloud data. During digital human hologram building, 2D-to-3D conversion yields high-precision point cloud data. The system uses ChatGLM for natural language processing and emotion-adaptive responses, enabling multi-turn voice dialogs and text-driven model generation. The CCNN-PCG algorithm reduces computational complexity and improves display quality. Simulations and experiments show that CCNN-PCG enhances reconstruction quality and speeds up computation by over 2.2 times. This research provides a theoretical framework and practical technology for holographic interactive systems, applicable in virtual assistants, educational displays, and other fields. Full article
(This article belongs to the Special Issue Artificial Intelligence, Computer Vision and 3D Display)
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21 pages, 18540 KiB  
Article
Nonlocal Interactions in Metasurfaces Harnessed by Neural Networks
by Yongle Zhou, Qi Xu, Yikun Liu, Emiliano R. Martins, Haowen Liang and Juntao Li
Photonics 2025, 12(7), 738; https://doi.org/10.3390/photonics12070738 - 19 Jul 2025
Viewed by 296
Abstract
Optical metasurfaces enable compact, lightweight and planar optical devices. Their performances, however, are still limited by design approximations imposed by their macroscopic dimensions. To address this problem, we propose a neural network-based multi-stage gradient optimization method to efficiently modulate nonlocal interactions between meta-atoms, [...] Read more.
Optical metasurfaces enable compact, lightweight and planar optical devices. Their performances, however, are still limited by design approximations imposed by their macroscopic dimensions. To address this problem, we propose a neural network-based multi-stage gradient optimization method to efficiently modulate nonlocal interactions between meta-atoms, which is one of the major effects neglected by current design methods. Our strategy allows for the use of these interactions as an additional design dimension to enhance the performance of metasurfaces and can be used to optimize large-scale metasurfaces with multiple parameters. As an example of application, we design a meta-hologram with a zero-order energy suppressed to 26% (theoretically) and 57% (experimentally) of its original value. Our results suggest that neural networks can be used as a powerful design tool for the next generation of high-performance metasurfaces with complex functionalities. Full article
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13 pages, 2828 KiB  
Article
Efficient Single-Exposure Holographic Imaging via a Lightweight Distilled Strategy
by Jiaosheng Li, Haoran Liu, Zeyu Lai, Yifei Chen, Chun Shan, Shuting Zhang, Youyou Liu, Tude Huang, Qilin Ma and Qinnan Zhang
Photonics 2025, 12(7), 708; https://doi.org/10.3390/photonics12070708 - 14 Jul 2025
Viewed by 154
Abstract
Digital holography can capture and reconstruct 3D object information, making it valuable for biomedical imaging and materials science. However, traditional holographic reconstruction methods require the use of phase shift operation in the time or space domain combined with complex computational processes, which, to [...] Read more.
Digital holography can capture and reconstruct 3D object information, making it valuable for biomedical imaging and materials science. However, traditional holographic reconstruction methods require the use of phase shift operation in the time or space domain combined with complex computational processes, which, to some extent, limits the range of application areas. The integration of deep learning (DL) advancements with physics-informed methodologies has opened new avenues for tackling this challenge. However, most of the existing DL-based holographic reconstruction methods have high model complexity. In this study, we first design a lightweight model with fewer parameters through the synergy of deep separable convolution and Swish activation function and then employ it as a teacher to distill a smaller student model. By reducing the number of network layers and utilizing knowledge distillation to improve the performance of a simple model, high-quality holographic reconstruction is achieved with only one hologram, greatly reducing the number of parameters in the network model. This distilled lightweight method cuts computational expenses dramatically, with its parameter count representing just 5.4% of the conventional Unet-based method, thereby facilitating efficient holographic reconstruction in settings with limited resources. Full article
(This article belongs to the Special Issue Advancements in Optical Metrology and Imaging)
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11 pages, 7053 KiB  
Article
Advances in Optical Metrology: High-Bandwidth Digital Holography for Transparent Objects Analysis
by Manoj Kumar, Lavlesh Pensia, Karmjit Kaur, Raj Kumar, Yasuhiro Awatsuji and Osamu Matoba
Photonics 2025, 12(6), 617; https://doi.org/10.3390/photonics12060617 - 18 Jun 2025
Viewed by 465
Abstract
Accurate and non-invasive optical metrology of transparent objects is essential in several commercial and research applications, from fluid dynamics to biomedical imaging. In this work, a digital holography approach for thickness measurement of glass plate and temperature mapping of candle flame is presented [...] Read more.
Accurate and non-invasive optical metrology of transparent objects is essential in several commercial and research applications, from fluid dynamics to biomedical imaging. In this work, a digital holography approach for thickness measurement of glass plate and temperature mapping of candle flame is presented that leverages a double-field-of-view (FOV) configuration combined with high spatial bandwidth utilization (SBU). By capturing a multiplexed hologram from two distinct objects in a single shot, the system overcomes the limitations inherent to single-view holography, enabling more comprehensive object information of thickness measurement and temperature-induced refractive index variations. The method integrates double-FOV digital holography with high SBU, allowing for accurate surface profiling and mapping of complex optical path length changes caused by temperature gradients. The technique exhibits strong potential for applications in the glass industry and microfluidic thermometry, convection analysis, and combustion diagnostics, where precise thermal field measurements are crucial. This study introduces an efficient holographic framework that advances the capabilities of non-contact measurement applications by integrating double-FOV acquisition into a single shot with enhanced spatial bandwidth exploitation. The approach sets the groundwork for real-time, volumetric thermal imaging and expands the applicability of digital holography in both research and industrial settings. Full article
(This article belongs to the Special Issue Optical Imaging Innovations and Applications)
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11 pages, 12416 KiB  
Article
Automated Quantification and Statistical Characterization of 3D Morphological Parameters of Red Blood Cells and Blood Coagulation Structures Using Flow Cytometry with Digital Holographic Microscopy
by Hideki Funamizu
Photonics 2025, 12(6), 600; https://doi.org/10.3390/photonics12060600 - 11 Jun 2025
Viewed by 761
Abstract
Label-free, high-throughput, and 3D morphological analysis of blood cells remains a major challenge in biomedical optics. In this study, we investigate this issue using flow cytometry with digital holographic microscopy (DHM) to enable real-time, label-free imaging of red blood cells (RBCs) and blood [...] Read more.
Label-free, high-throughput, and 3D morphological analysis of blood cells remains a major challenge in biomedical optics. In this study, we investigate this issue using flow cytometry with digital holographic microscopy (DHM) to enable real-time, label-free imaging of red blood cells (RBCs) and blood coagulation structures (BCSs) without the need for staining or chemical pretreatment. We demonstrate an approach for the automated quantification and statistical characterization of these cells using quantitative phase information reconstructed from digital holograms. Although established image processing techniques such as phase unwrapping and segmentation are used, this study presents, to the best of our knowledge, the first statistical characterization of the 3D morphological features of BCSs. This is particularly useful in analyzing the heterogeneous and complex 3D structures of BCSs, which are difficult to assess using conventional microscopy. The results suggest that this DHM-based flow cytometry system provides a promising platform for non-invasive, real-time morphological evaluation of blood samples and has potential applications in hematological diagnostics and research related to blood coagulation. Full article
(This article belongs to the Special Issue Optical Imaging and Measurements: 2nd Edition)
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14 pages, 5528 KiB  
Article
From Google Earth Studio to Hologram: A Pipeline for Architectural Visualization
by Philippe Gentet, Tam Le Phuc Do, Jumamurod Farhod Ugli Aralov, Oybek Mirzaevich Narzulloev, Leehwan Hwang and Seunghyun Lee
Appl. Sci. 2025, 15(11), 6179; https://doi.org/10.3390/app15116179 - 30 May 2025
Viewed by 569
Abstract
High-resolution holographic visualization of built environments remains largely inaccessible due to the complexity and technical demands of traditional 3D data acquisition processes. This study proposes a workflow for producing high-quality full-color digital holographic stereograms of architectural landmarks using Google Earth Studio. By leveraging [...] Read more.
High-resolution holographic visualization of built environments remains largely inaccessible due to the complexity and technical demands of traditional 3D data acquisition processes. This study proposes a workflow for producing high-quality full-color digital holographic stereograms of architectural landmarks using Google Earth Studio. By leveraging photogrammetrically reconstructed three-dimensional (3D) city models and a controlled camera path, we generated perspective image sequences of two iconic monuments, that is, the Basílica de la Sagrada Família (Barcelona, Spain) and the Arc de Triomphe (Paris, France). A custom pipeline was implemented to compute keyframe coordinates, extract cinematic image sequences, and convert them into histogram data suitable for CHIMERA holographic printing. The holograms were recorded on Ultimate U04 silver halide plates and illuminated with RGB light-emitting diodes, yielding visually immersive reconstructions with strong parallax effects and color fidelity. This method circumvented the requirement for physical 3D scanning, thereby enabling scalable and cost-effective holography using publicly available 3D datasets. In conclusion, the findings indicate the potential of combining Earth Studio with digital holography for urban visualization, cultural heritage preservation, and educational displays. Full article
(This article belongs to the Topic 3D Documentation of Natural and Cultural Heritage)
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18 pages, 1644 KiB  
Article
The Exploration of Combining Hologram-like Images and Pedagogical Agent Gesturing
by Robert O. Davis, Joseph Vincent, Eun Byul Yang, Yong Jik Lee and Ji Hae Lee
Information 2025, 16(5), 350; https://doi.org/10.3390/info16050350 - 27 Apr 2025
Viewed by 417
Abstract
The split-attention principle suggests that separating onscreen information sources can overburden working memory and impede learning. While research has traditionally focused on the separation of images and text, relatively little is known about the impact of multiple simultaneous visual inputs. This study examined [...] Read more.
The split-attention principle suggests that separating onscreen information sources can overburden working memory and impede learning. While research has traditionally focused on the separation of images and text, relatively little is known about the impact of multiple simultaneous visual inputs. This study examined the split-attention principle in a multimedia environment featuring a pedagogical agent performing gestures, with hologram-like images either integrated centrally with the agent or spatially separated. A within-subjects design (N = 80) investigated the impact on satisfaction, cognitive load, and cued recall. The quantitative findings revealed no significant differences between the two spatial conditions. Preliminary qualitative insights from a limited sample of six individual interviews suggested that some participants may employ strategies to simplify complex designs and manage perceived cognitive load. Based on these limited qualitative observations, this research tentatively proposes the “pruning principle”, a metacognitive strategy where learners actively “prune” extraneous information to optimize cognitive resources. These findings underscore the importance of considering individual differences and metacognitive strategies in multimedia design. Full article
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15 pages, 7817 KiB  
Article
Sparsity-Guided Phase Retrieval to Handle Concave- and Convex-Shaped Specimens in Inline Holography, Taking the Complexity Parameter into Account
by Yao Koffi, Jocelyne M. Bosson, Marius Ipo Gnetto and Jeremie T. Zoueu
Optics 2025, 6(2), 15; https://doi.org/10.3390/opt6020015 - 17 Apr 2025
Viewed by 598
Abstract
In this work, we explore an optimization idea for the complexity guidance of a phase retrieval solution for a single acquired hologram. This method associates free-space backpropagation with the fast iterative shrinkage-thresholding algorithm (FISTA), which incorporates an improvement in the total variation (TV) [...] Read more.
In this work, we explore an optimization idea for the complexity guidance of a phase retrieval solution for a single acquired hologram. This method associates free-space backpropagation with the fast iterative shrinkage-thresholding algorithm (FISTA), which incorporates an improvement in the total variation (TV) to guide the complexity of the phase retrieval solution from the complex diffracted field measurement. The developed procedure can provide excellent phase reconstruction using only a single acquired hologram. Full article
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14 pages, 4597 KiB  
Article
An Optically Transparent Metasurface for Microwave Amplitude–Phase Manipulation
by Hanyu Xue, Jiahao Ge, Yaqiang Zhang, Xianwu Jiang, Cheng Zhang, Hongxing Dong and Long Zhang
Photonics 2025, 12(4), 384; https://doi.org/10.3390/photonics12040384 - 16 Apr 2025
Viewed by 553
Abstract
Current microwave metasurfaces predominantly suffer from the disadvantages of optically opaque and phase-only modulation, which inevitably hinder their application potential. Herein, we have proposed a simple but efficient strategy for designing a multifunctional metasurface that is capable of simultaneously achieving visible transparency and [...] Read more.
Current microwave metasurfaces predominantly suffer from the disadvantages of optically opaque and phase-only modulation, which inevitably hinder their application potential. Herein, we have proposed a simple but efficient strategy for designing a multifunctional metasurface that is capable of simultaneously achieving visible transparency and microwave amplitude–phase manipulation. The designed meta-atom consists of a metal-frame-based H-shaped resonator and a metallic mesh layer separated by a transparent dielectric substrate, enabling eight-level phase modulation with a π/4 interval and continuous amplitude modulation covering the range of 0–0.9 at 16 GHz. As a proof-of-concept demonstration, a spatially multiplexed complex-amplitude hologram utilizing the designed meta-atom is simulated and experimentally validated. The results show that two distinct holographic images can be reconstructed in different imaging planes, and the measured average optical transmittance attains 63.7% at a wavelength range of 400–800 nm. Our proposed design strategy paves the way to an optically transparent microwave metasurface which is expected to have great potential in application scenarios requiring both visible transparency and microwave wavefront control. Full article
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16 pages, 15800 KiB  
Article
Advancement of the DRPE Encryption Algorithm for Phase CGHs by Random Pixel Shuffling
by Alfonso Blesa and Francisco J. Serón
Appl. Sci. 2025, 15(8), 4120; https://doi.org/10.3390/app15084120 - 9 Apr 2025
Viewed by 450
Abstract
This work presents an optical encryption process for various types of information related to 3D worlds (scenes) or 2D images, utilizing Computer-Generated Holograms (CGHs). It also introduces a modification to the Dual Random Phase Encoding (DRPE) encryption algorithm by incorporating pixel shuffling. This [...] Read more.
This work presents an optical encryption process for various types of information related to 3D worlds (scenes) or 2D images, utilizing Computer-Generated Holograms (CGHs). It also introduces a modification to the Dual Random Phase Encoding (DRPE) encryption algorithm by incorporating pixel shuffling. This proposal enables the use of either a single key for both pixel shuffling and phase mask definition or two independent keys. The latter option is particularly advantageous in applications that require the involvement of two independent agents to retrieve the original plaintext. The dimension of the CGHs determines the size of the keys based on the random generation of values by cryptographically secure algorithms, so the use of arithmetic encryption is proposed for data compression. However, this proposal allows the use of other algorithms described in the literature to generate the shuffle and phase matrices. The complete workflow is described starting from the synthesis of a 3D scene, defined by a mesh of triangles with shape and appearance modeling, or 2D images of any level of geometric or visual complexity using computer graphics; its storage in a CGH, the encryption and decryption process, and finally, the results obtained in the laboratory and by simulation are shown. The similarity between different encryption levels is measured by the Pearson Coefficient to evaluate the results obtained. Full article
(This article belongs to the Special Issue Digital Holography: Advancements, Applications, and Challenges)
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19 pages, 9326 KiB  
Article
U-Net Driven High-Resolution Complex Field Information Prediction in Single-Shot Four-Step Phase-Shifted Digital Holography Using Polarization Camera
by Askari Mehdi, Yongjun Lim, Kwan-Jung Oh and Jae-Hyeung Park
Photonics 2024, 11(12), 1172; https://doi.org/10.3390/photonics11121172 - 12 Dec 2024
Viewed by 1362
Abstract
We present a novel high-resolution complex field extraction technique utilizing U-Net-based architecture to effectively overcome the inherent resolution limitations of polarization cameras with micro-polarized arrays. Our method extracts high-resolution complex field information, achieving a resolution comparable to that of the original polarization camera. [...] Read more.
We present a novel high-resolution complex field extraction technique utilizing U-Net-based architecture to effectively overcome the inherent resolution limitations of polarization cameras with micro-polarized arrays. Our method extracts high-resolution complex field information, achieving a resolution comparable to that of the original polarization camera. Utilizing the parallel phase-shifting digital holography technique, we extracted high-resolution complex field information from four high-resolution phase-shifted interference patterns predicted by our network directly at the hologram plane. Extracting the object’s complex field directly at the hologram plane rather than the object’s plane, our method eliminates the dependency on numerical propagation during dataset acquisition, enabling reconstruction of objects at various depths without DC and conjugate noise. By training the network with real-valued interference patterns and using only a single pair of low- and high-resolution input and ground truth interference patterns, we simplify computational complexity and improve efficiency. Our simulations demonstrate the network’s robustness to variations in random phase distributions and transverse shifts in the input patterns. The effectiveness of the proposed method is demonstrated through numerical simulations, showing an average improvement of over 4 dB in peak-signal-to-noise ratio and 25% in intensity normalized cross-correlation metrics for object reconstruction quality. Full article
(This article belongs to the Special Issue Holographic Information Processing)
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12 pages, 3235 KiB  
Article
Dynamic Acoustic Holography: One-Shot High-Precision and High-Information Methodology
by Zhaoxi Li, Yiheng Yang, Qi Lu, Xiongwei Wei, Chenxue Hou, Yi Quan, Xiaozhou Lü, Weimin Bao, Yintang Yang and Chunlong Fei
Micromachines 2024, 15(11), 1316; https://doi.org/10.3390/mi15111316 - 29 Oct 2024
Cited by 2 | Viewed by 2277
Abstract
Acoustic holography technology is widely used in the field of ultrasound due to its capability to achieve complex acoustic fields. The traditional acoustic holography method based on single-phase holograms is limited due to its inability to complete acoustic field control with high dynamics [...] Read more.
Acoustic holography technology is widely used in the field of ultrasound due to its capability to achieve complex acoustic fields. The traditional acoustic holography method based on single-phase holograms is limited due to its inability to complete acoustic field control with high dynamics and accuracy. Here, we propose a method for constructing an acoustic holographic model, introducing an ultrasonic array to provide dynamic amplitude control degrees of freedom, and combining the dynamically controllable ultrasonic array and high-precision acoustic hologram to achieve the highest acoustic field accuracy and dynamic range. This simulation method has been proven to be applicable to both simple linear patterns and complex surface patterns. Moreover, it is possible to reconstruct the degree of freedom of the target plane amplitude effectively and achieve a breakthrough in high information content. This high-efficiency acoustic field control capability has potential applications in ultrasound imaging, acoustic tweezers, and neuromodulation. Full article
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9 pages, 6361 KiB  
Communication
From Text to Hologram: Creation of High-Quality Holographic Stereograms Using Artificial Intelligence
by Philippe Gentet, Matteo Coffin, Yves Gentet and Seung Hyun Lee
Photonics 2024, 11(9), 787; https://doi.org/10.3390/photonics11090787 - 23 Aug 2024
Cited by 1 | Viewed by 2809
Abstract
This study simplified the creation of holographic stereograms using AI-generated prompts, overcoming the conventional need for complex equipment and professional software. AI enabled the generation of detailed perspective images suitable for various content styles. The generated images were interpolated, upscaled, and printed using [...] Read more.
This study simplified the creation of holographic stereograms using AI-generated prompts, overcoming the conventional need for complex equipment and professional software. AI enabled the generation of detailed perspective images suitable for various content styles. The generated images were interpolated, upscaled, and printed using a CHIMERA holoprinter to obtain high-quality holograms. This method significantly reduces the required time and expertise, thereby making holographic content creation accessible. This approach demonstrated that AI can effectively streamline the production of high-fidelity holograms, suggesting exciting future advancements in holographic technology. Full article
(This article belongs to the Special Issue Advances in Holography and Its Applications)
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13 pages, 7777 KiB  
Communication
Outdoor Content Creation for Holographic Stereograms with iPhone
by Philippe Gentet, Matteo Coffin, Byung Hoon Choi, Jin Sik Kim, Narzulloev Oybek Mirzaevich, Jung Wuk Kim, Tam Do Le Phuc, Aralov Jumamurod Farhod Ugli and Seung Hyun Lee
Appl. Sci. 2024, 14(14), 6306; https://doi.org/10.3390/app14146306 - 19 Jul 2024
Cited by 3 | Viewed by 1501
Abstract
Digital holographic stereograms have met expectations in various fields since their introduction. Traditionally, recording large outdoor physical models has required time-consuming and complex processes involving professional tools and technical expertise. This study, however, aims to streamline the process by utilizing simple equipment, such [...] Read more.
Digital holographic stereograms have met expectations in various fields since their introduction. Traditionally, recording large outdoor physical models has required time-consuming and complex processes involving professional tools and technical expertise. This study, however, aims to streamline the process by utilizing simple equipment, such as an iPhone, basic tools, free phone applications, and free software. Four successful experiments were conducted and evaluated using the digital CHIMERA holographic stereogram-printing technique combined with photogrammetry, Gaussian splatting, light detection and ranging (LiDAR), and image interpolation. This approach records large-scale outdoor content more efficiently and effectively. The selected method allows the development and large-scale dissemination of realistic outdoor content holograms to the public. This study demonstrates the feasibility of creating ultra-realistic outdoor holograms using accessible tools and methods, offering potential applications in various fields such as art, education, and entertainment. Full article
(This article belongs to the Section Optics and Lasers)
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10 pages, 2038 KiB  
Article
Analysis of Factors Influencing the Generation of a Higher-Order Hermite–Gaussian Mode Based on Cascaded Spatial Light Modulators
by Long Ma and Manjun Yan
Electronics 2024, 13(13), 2512; https://doi.org/10.3390/electronics13132512 - 27 Jun 2024
Cited by 2 | Viewed by 991
Abstract
Due to its complex spatial distribution, the higher-order Hermite–Gaussian mode possesses significant application in fields such as precision measurement and optical communication. The spatial light modulator, with its capability to modulate the complex amplitude distribution of the incident light field, finds extensive applications [...] Read more.
Due to its complex spatial distribution, the higher-order Hermite–Gaussian mode possesses significant application in fields such as precision measurement and optical communication. The spatial light modulator, with its capability to modulate the complex amplitude distribution of the incident light field, finds extensive applications in optical information processing and adaptive optics, thus making it an indispensable tool in these fields. Using cascaded spatial light modulators can efficiently and superbly generate a higher-order Hermite–Gaussian mode; however, the experimental system is challenging, and there are many influencing factors, such as the misalignment between the optical field on the plane of the second spatial light modulator and the hologram loaded onto it, as well as the spot size of the optical field on the plane of the second spatial light modulator. In this paper, we analyzed the influence of the above factors on the quality of generating a higher-order Hermite–Gaussian mode, providing a reference for the efficient and high-quality generation of the higher-order Hermite–Gaussian mode. Full article
(This article belongs to the Special Issue Advances in Optical Communication and Optical Computing)
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