IEEE Photonics Journal最新文献

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LiRF: Light-Based Wireless Communications Supporting Ubiquitous Radio Frequency Signals LiRF:支持泛在射频信号的光基无线通信
IF 2.1 4区 工程技术
IEEE Photonics Journal Pub Date : 2024-08-26 DOI: 10.1109/JPHOT.2024.3449326
Runxin Zhang;Menghan Li;Yuheng Zhang;Jian Xiong;Lu Lu
{"title":"LiRF: Light-Based Wireless Communications Supporting Ubiquitous Radio Frequency Signals","authors":"Runxin Zhang;Menghan Li;Yuheng Zhang;Jian Xiong;Lu Lu","doi":"10.1109/JPHOT.2024.3449326","DOIUrl":"https://doi.org/10.1109/JPHOT.2024.3449326","url":null,"abstract":"As the Internet of Things (IoT) becomes increasingly prevalent, there is a surge in wireless-connected devices. In this context, one technique that has garnered significant attention is visible light communication (VLC) due to its ultra-wide and license-free frequency resource. However, a critical issue in utilizing VLC in IoT lies in its lack of smooth cooperation with ubiquitous radio frequency (RF)-based wireless networks. RF signals can use duplex techniques to transmit and receive bidirectional signals with one antenna. In contrast, VLC's light-emitting diodes (LEDs) and PIN diodes cannot operate in duplex mode, posing challenges in establishing two unidirectional VLC links. To address the mismatch between VLC and RF, we propose a light-based RF transceiver design called LiRF, capable of smooth transmission of RF signals through VLC for IoT devices. To verify its feasibility, we first build a prototype using 802.11ax (WiFi-6) network interface cards (NICs) in the 5 GHz channel. Experimental results show that LiRF is compatible with the 802.11bb standard, supporting TCP/IP data streams at 750 Mbps with a 200 MHz Superluminescent Diode-PIN (SLD-PIN) transceiver and at 600 Mbps with a 180 MHz LED-PIN transceiver. To the best of our knowledge, this is the first real-time bidirectional VLC system utilizing WiFi NICs capable of achieving near-Gbps data rates for a single spatial stream without altering the RF designs. LiRF paves the way for seamlessly integrating VLC into upcoming IoT networks, supporting high-speed, low-latency applications like Virtual Reality and Augmented Reality.","PeriodicalId":13204,"journal":{"name":"IEEE Photonics Journal","volume":"16 5","pages":"1-13"},"PeriodicalIF":2.1,"publicationDate":"2024-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10646482","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142137561","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Oriented R-CNN With Disentangled Representations for Product Packaging Detection 用于产品包装检测的具有分解表示的定向 R-CNN
IF 2.1 4区 工程技术
IEEE Photonics Journal Pub Date : 2024-08-26 DOI: 10.1109/JPHOT.2024.3450295
Jiangyi Pan;Jianjun Yang;Yinhao Liu;Yijie Lv
{"title":"Oriented R-CNN With Disentangled Representations for Product Packaging Detection","authors":"Jiangyi Pan;Jianjun Yang;Yinhao Liu;Yijie Lv","doi":"10.1109/JPHOT.2024.3450295","DOIUrl":"10.1109/JPHOT.2024.3450295","url":null,"abstract":"Object detection is a vital task in the field of computer vision for various applications such as face detection, autonomous driving and industrial production. In recent years, with the rise of deep neural networks, there has been significant progress in improving object detection accuracy. However, despite the state-of-the-art methods being tested on public datasets, there still remains a considerable gap when applied to real-world scenarios. This is because there are many unknown types of damaged samples in industrial object detection, the scale of the types varies greatly and the position changes are complex. Many previous works focus on rotating object detection and improve it, but this paper mainly combines the prior knowledge in remote sensing and industrial scenes, and the research is more general. To fill the shortage of wrapper datasets, we established a Carton Packing Tape (CPT) Dataset with a large scale of images only containing cartons. Specifically, we first collect a large number of images of packaged cartons from the real packaging production line and provide detection boxes for them by manual labeling. We have observed that the contextual clues required for different object detection tasks exhibit inconsistency. Furthermore, targets in varying backgrounds necessitate different receptive fields, which can be dynamically adjusted using different convolutional kernels. The features naturally attended to by these receptive fields of different scales should possess a unified representation disentanglement. Based on these insights, we propose a pioneering object detection method tailored for industrial environments, termed as oriented R-CNN with disentangled representations (ORDR). The experimental results indicate that our proposed method outperforms better than some of the state-of-the-art detection techniques available.","PeriodicalId":13204,"journal":{"name":"IEEE Photonics Journal","volume":"16 5","pages":"1-11"},"PeriodicalIF":2.1,"publicationDate":"2024-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10648834","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142181477","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
On Line-of-Sight Stabilization of Fizeau Phased Array Telescope System With Delay Compensation-Based Disturbance Observer 基于延迟补偿扰动观测器的菲佐相控阵望远镜系统的视线稳定问题
IF 2.1 4区 工程技术
IEEE Photonics Journal Pub Date : 2024-08-26 DOI: 10.1109/JPHOT.2024.3450208
Qiong Tu;Qiang Wang;Jian-Liang Shi;Kai-Yuan Yang;Wei Tang;Yang Li;Rong-Qi Ma;Yong-Mei Huang
{"title":"On Line-of-Sight Stabilization of Fizeau Phased Array Telescope System With Delay Compensation-Based Disturbance Observer","authors":"Qiong Tu;Qiang Wang;Jian-Liang Shi;Kai-Yuan Yang;Wei Tang;Yang Li;Rong-Qi Ma;Yong-Mei Huang","doi":"10.1109/JPHOT.2024.3450208","DOIUrl":"https://doi.org/10.1109/JPHOT.2024.3450208","url":null,"abstract":"In the satellite-borne Fizeau phased array telescope (FPAT), the imaging quality is significantly deteriorated by tip-tilt disturbances induced by carrier maneuvering. The long exposure time of the image sensor is usually required for a good signal-to-noise ratio, which brings the time delays into the control loop of the fast-steering mirror. As a result, a low control bandwidth is insufficient to compensate for FPAT disturbances. In this paper, a time delay compensation-based disturbance observer (TDC-DOB) is proposed to reject carrier disturbances. This new TDC-DOB is plugged into the original feedback control loop, so the disturbance rejection can be optimized by designing an appropriate delay compensation controller. An improved TDC-DOB controller is presented to reject the widespread carrier disturbances, and also reduce the amplifications induced by the waterbed effect. This proposed controller can achieve a satisfying disturbance rejection beyond the closed-loop bandwidth which breaks the limitation of the existing DOB method. Both simulations and extensive experiments are carried out to demonstrate that the TDC-DOB method can earn a significant improvement for the disturbance rejection in comparison with the conventional feedback controller.","PeriodicalId":13204,"journal":{"name":"IEEE Photonics Journal","volume":"16 5","pages":"1-10"},"PeriodicalIF":2.1,"publicationDate":"2024-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10648825","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142143842","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Eight-Wavelength Selectable Single-Longitudinal- Mode Fiber Laser Using 1× 8 Arrayed Waveguide Grating and Passive Triple Subring Resonators 使用 1×8 阵列波导光栅和无源三亚环谐振器的八波长可选单纵模光纤激光器
IF 2.1 4区 工程技术
IEEE Photonics Journal Pub Date : 2024-08-22 DOI: 10.1109/JPHOT.2024.3446388
Zi Wang;Jun-Kai Wei;Pin-Chen Chen;Shien-Kuei Liaw;Jem-Kun Chen;Chien-Hung Yeh
{"title":"Eight-Wavelength Selectable Single-Longitudinal- Mode Fiber Laser Using 1× 8 Arrayed Waveguide Grating and Passive Triple Subring Resonators","authors":"Zi Wang;Jun-Kai Wei;Pin-Chen Chen;Shien-Kuei Liaw;Jem-Kun Chen;Chien-Hung Yeh","doi":"10.1109/JPHOT.2024.3446388","DOIUrl":"https://doi.org/10.1109/JPHOT.2024.3446388","url":null,"abstract":"In this paper, we demonstrate a stable output single-longitudinal-mode (SLM) Erbium-doped fiber laser (EDFL) with eight selectable wavelengths. The EDFL achieves wavelength selection through a 1 × 8 arrayed waveguide grating (AWG) and generates SLM output using the passive triple subring resonator (PTSR) architecture. In the experimental measurements, we separately measured the wavelength, power, and optical signal-to-noise ratio (OSNR) for all eight channels. The experimental results show a wavelength spacing of approximately 0.8 nm, with OSNRs around 60 dB and powers around 2.5 dBm for each channel. The power and OSNR for all eight wavelengths show very little variation. Finally, we measured that the laser outputs are all SLM, and the measured linewidths are all less than 2.5 kHz.","PeriodicalId":13204,"journal":{"name":"IEEE Photonics Journal","volume":"16 5","pages":"1-7"},"PeriodicalIF":2.1,"publicationDate":"2024-08-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10643663","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142090953","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Real-Time Software Implementation of Filter-Separated MIMO Adaptive Equalizer for Fully Virtualized Access Networks 针对完全虚拟化接入网络的滤波器分离式多输入多输出自适应均衡器的实时软件实现
IF 2.1 4区 工程技术
IEEE Photonics Journal Pub Date : 2024-08-21 DOI: 10.1109/JPHOT.2024.3447529
Daisuke Hisano;Takahiro Suzuki;Kohei Nishida;Akio Yamasaki;Sang-Yuep Kim;Jun-ichi Kani;Tomoaki Yoshida
{"title":"Real-Time Software Implementation of Filter-Separated MIMO Adaptive Equalizer for Fully Virtualized Access Networks","authors":"Daisuke Hisano;Takahiro Suzuki;Kohei Nishida;Akio Yamasaki;Sang-Yuep Kim;Jun-ichi Kani;Tomoaki Yoshida","doi":"10.1109/JPHOT.2024.3447529","DOIUrl":"10.1109/JPHOT.2024.3447529","url":null,"abstract":"Developing dedicated hardware for each application in future optical access network systems causes significant initial investment costs. Thus, these costs are alleviated by optical access networks using general-purpose devices related to software-defined networking (SDN) and network function virtualization (NFV). We have studied physical layer virtualization to bring the advantages of SDN and NFV in optical access networks. We have focused on digital coherent technology to enhance capacity and extend reach within optical access networks. However, the future virtualized coherent access faces stringent frequency characteristics and the impact of chromatic dispersion (CD). The number of taps of finite impulse response (FIR) filters in the receiver increases rapidly for the CD compensation. The previously proposed DSP algorithm may not operate in this situation because the processing time exceeds the requirement. Therefore, this paper proposes and implements software for a lightweight multi-input-to-multi-output (MIMO) adaptive equalizer that separates FIR filters depending on the tap update period. The proposed method uses two types of FIR filters; one is used for polarization demultiplexing with short taps, and the other is a filter with long taps for the compensation of the CD in the fiber channel and the frequency distortion from the transceiver. Owing to filter separation, the calculation cost can be reduced. We indicate the processing time meeting desired requirements through real-time transmission experiments, even with increased taps. Additionally, we conduct offline simulations and experiments at a higher symbol rate than the real-time experiment.","PeriodicalId":13204,"journal":{"name":"IEEE Photonics Journal","volume":"16 5","pages":"1-7"},"PeriodicalIF":2.1,"publicationDate":"2024-08-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10643262","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142181478","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multi-Channel Radio-Over-Fiber Communication Systems Through Modulation Instability Phenomenon 通过调制不稳定现象实现多通道光纤无线电通信系统
IF 2.1 4区 工程技术
IEEE Photonics Journal Pub Date : 2024-08-20 DOI: 10.1109/JPHOT.2024.3446314
Rasul Azizpour;Hassan Zakeri;Gholamreza Moradi;Mohammad Alibakhshikenari;Francisco Falcone;BO Liu;Tayeb A. Dendini;Imko Park;Slawomir Koziel;Ernesto Limiti
{"title":"Multi-Channel Radio-Over-Fiber Communication Systems Through Modulation Instability Phenomenon","authors":"Rasul Azizpour;Hassan Zakeri;Gholamreza Moradi;Mohammad Alibakhshikenari;Francisco Falcone;BO Liu;Tayeb A. Dendini;Imko Park;Slawomir Koziel;Ernesto Limiti","doi":"10.1109/JPHOT.2024.3446314","DOIUrl":"https://doi.org/10.1109/JPHOT.2024.3446314","url":null,"abstract":"Recent advancements in Radio-over-Fiber (RoF) technology have positioned it as a promising solution for high-capacity wireless communications. This paper explores novel applications of RoF systems in enhancing phased array antenna (PAA) performance for multi-channel wireless communication applications through the modulation instability (MI) phenomenon. Utilizing fibers experiencing MI with varying group velocity dispersions (\u0000<inline-formula><tex-math>$beta _{2}$</tex-math></inline-formula>\u0000) of −20, −11.3, −3.2, and −2 \u0000<inline-formula><tex-math>$text{ps}^{2}/text{km}$</tex-math></inline-formula>\u0000, the RoF system achieves operational flexibility across distinct central frequencies of 12, 16, 30, and 38 GHz, respectively. This approach represents a significant advancement in wireless communication technology, leveraging MI gain and an MI-based control system architecture to enhance performance across diverse frequency bands. The study investigates the impact of MI on modulation efficiency, presenting experimental results validating the feasibility and effectiveness of the proposed approach. The maximum MI gain by employing a 30 km fiber under MI is 18 dB, experimentally. Further optimization, achieved by increasing the fiber length to 45 km and adjusting nonlinear parameters and input power, demonstrates a remarkable MI gain of 38.1 dB. MI-based true time delay (TTD) techniques also address beam squint challenges, enhancing beamforming capabilities. The findings suggest that integrating MI into RoF systems holds excellent potential for improving wireless communication capabilities with reduced costs and space requirements compared to conventional methods. This research contributes to the growing body of knowledge in the field of RoF systems and offers insights into their practical applications in modern wireless communication networks.","PeriodicalId":13204,"journal":{"name":"IEEE Photonics Journal","volume":"16 5","pages":"1-13"},"PeriodicalIF":2.1,"publicationDate":"2024-08-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10640232","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142165106","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Broadband SiN Interleaver With a Ring Assisted MZI Using a Tapered MMI Coupler 使用锥形 MMI 耦合器的环形辅助 MZI 宽带 SiN 交织器
IF 2.1 4区 工程技术
IEEE Photonics Journal Pub Date : 2024-08-16 DOI: 10.1109/JPHOT.2024.3444825
Laaya Sabri;Ranim El Ahdab;Frederic Nabki;Michaël Ménard
{"title":"Broadband SiN Interleaver With a Ring Assisted MZI Using a Tapered MMI Coupler","authors":"Laaya Sabri;Ranim El Ahdab;Frederic Nabki;Michaël Ménard","doi":"10.1109/JPHOT.2024.3444825","DOIUrl":"https://doi.org/10.1109/JPHOT.2024.3444825","url":null,"abstract":"We present an interleaver using a Ring-Assisted Mach-Zehnder Interferometer (MZI) where the ring is coupled to one arm of the MZI through a linearly tapered multimode interferometer (MMI), harnessing the advantages of both the MMI coupler and ring assisted MZI to optimize performance. The tapered MMI coupler extends the operational bandwidth of the interleaver over more than 85 nm due to its wavelength-insensitive response and precisely tailored coupling ratio. Furthermore, it removes the need for thermal tuning of the coupling region, which reduces the power consumption and overall size of the device. The experimental performance of a silicon nitride based interleaver with a channel spacing of 0.8 nm in L-band is reported. The device shows a crosstalk level below 15 dB over a wavelength range of 85 nm.","PeriodicalId":13204,"journal":{"name":"IEEE Photonics Journal","volume":"16 5","pages":"1-5"},"PeriodicalIF":2.1,"publicationDate":"2024-08-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10638209","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142077664","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Rotation Correction Algorithm Based on Polar Harmonic Fourier Moments and Optimization of Color Image Security Quantization Watermarking Scheme 基于极性谐波傅里叶矩的旋转校正算法及彩色图像安全量化水印方案优化
IF 2.1 4区 工程技术
IEEE Photonics Journal Pub Date : 2024-08-14 DOI: 10.1109/JPHOT.2024.3443345
Yuli Yang;Meiru Jiang;Xiufang Feng;Chenchen Lu;Yongle Chen;Shuang Zhou;Hao Zhang
{"title":"Rotation Correction Algorithm Based on Polar Harmonic Fourier Moments and Optimization of Color Image Security Quantization Watermarking Scheme","authors":"Yuli Yang;Meiru Jiang;Xiufang Feng;Chenchen Lu;Yongle Chen;Shuang Zhou;Hao Zhang","doi":"10.1109/JPHOT.2024.3443345","DOIUrl":"https://doi.org/10.1109/JPHOT.2024.3443345","url":null,"abstract":"A continuous orthogonal moment is chosen as an image feature descriptor, and a rotation correction algorithm is proposed that can accommodate any order and repetition. In order to demonstrate the expanded application scope of the algorithm, a color image watermarking algorithm based on quantization concept is developed, which enhances the classical algorithm's resistance to rotation attacks. Taking into account the current research status of watermarking algorithms, a chaotic system is employed to bolster the security of the entire process. The experimental results indicate that the calibration algorithm exhibits strong universality and high accuracy. In comparison, the mean square error of the proposed rotation angle estimation model rose from 0.042 to 0.018, and the mean absolute error climbed from 0.065 to 0.032. With this enhancement, the robustness of color image watermarking algorithms against geometric attacks has taken a significant leap forward, the normalized correlation coefficient of quantization watermarking algorithm, which could not resist rotation attack, is now stable above 0.9. Furthermore, the modulated chaotic system heightens the security of the watermark algorithm, the key space up to 10\u0000<sup>15</sup>\u0000, while also improving the quality of extracted watermarks.","PeriodicalId":13204,"journal":{"name":"IEEE Photonics Journal","volume":"16 5","pages":"1-14"},"PeriodicalIF":2.1,"publicationDate":"2024-08-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10636200","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142041379","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Dim and Small Target Detection Based on Improved Bilateral Filtering and Gaussian Motion Probability Estimation 基于改进的双侧滤波和高斯运动概率估计的微小目标检测
IF 2.1 4区 工程技术
IEEE Photonics Journal Pub Date : 2024-08-14 DOI: 10.1109/JPHOT.2024.3443239
Fan Xiangsuo;Qin Wenlin;Feng Gaoshan;Huang Qingnan;Min Lei
{"title":"Dim and Small Target Detection Based on Improved Bilateral Filtering and Gaussian Motion Probability Estimation","authors":"Fan Xiangsuo;Qin Wenlin;Feng Gaoshan;Huang Qingnan;Min Lei","doi":"10.1109/JPHOT.2024.3443239","DOIUrl":"https://doi.org/10.1109/JPHOT.2024.3443239","url":null,"abstract":"Dim and small target detection plays an important role in infrared target recognition systems. In this paper, we present a dim and small target detection algorithm based on improved bilateral filtering and Gaussian motion probability estimation, aiming to improve the detection efficiency of the detection system. First, a bilateral filtering algorithm based on image patch analysis is proposed to complete the background modeling, compare with single pixel, image patch contains more neighborhood information. Then, we use the Gaussian process combining the target position of consecutive \u0000<inline-formula><tex-math>$n$</tex-math></inline-formula>\u0000 frames to predict the target position of the \u0000<inline-formula><tex-math>$(n+1)text{th}$</tex-math></inline-formula>\u0000 frame, and the target energy is accumulated along the trajectory direction at the same time. Finally, we construct the grayscale probability model to realize the multi-frame correlation detection, which combining the grayscale features and the motion characteristics of the target. Six scenes and eleven comparison algorithms are selected for experiments, experimental results show the effectiveness and robustness of the proposed algorithm.","PeriodicalId":13204,"journal":{"name":"IEEE Photonics Journal","volume":"16 5","pages":"1-20"},"PeriodicalIF":2.1,"publicationDate":"2024-08-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10636302","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142077625","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Next-Value Prediction of Beam Waists From Mixed Pitch Grating Using Simplified Transformer Model 使用简化变压器模型对混合间距光栅的梁腰进行下一数值预测
IF 2.1 4区 工程技术
IEEE Photonics Journal Pub Date : 2024-08-13 DOI: 10.1109/JPHOT.2024.3442169
Yu Dian Lim;Peng Zhao;Luca Guidoni;Jean-Pierre Likforman;Chuan Seng Tan
{"title":"Next-Value Prediction of Beam Waists From Mixed Pitch Grating Using Simplified Transformer Model","authors":"Yu Dian Lim;Peng Zhao;Luca Guidoni;Jean-Pierre Likforman;Chuan Seng Tan","doi":"10.1109/JPHOT.2024.3442169","DOIUrl":"https://doi.org/10.1109/JPHOT.2024.3442169","url":null,"abstract":"In this study, a simplified transformer model is used to predict the beam waist of 1,092 nm light coupled out from SiN-based mixed pitch gratings at various heights. The beam waists data at various heights above the grating is first compiled. Then, we used a sequence of the current beam waist values, z-positions, and the computed mathematical indicators (features) to predict the next beam waist value (labels). Optimized transformer model yields average percentage error (APE) of 6.6% between the predicted and actual beam waists, which corresponds to 93.4% prediction accuracy. This study provides a pioneering approach to using natural language processing model to perform predictive modelling on photonics data, and possible extrapolation of photonics data using transformer model.","PeriodicalId":13204,"journal":{"name":"IEEE Photonics Journal","volume":"16 5","pages":"1-9"},"PeriodicalIF":2.1,"publicationDate":"2024-08-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10634767","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141991498","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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