光电混合 AI 加速计算芯片

项目来源

国家重点研发计划(NKRD)

项目主持人

何建军

项目受资助机构

浙江大学

立项年度

2021

立项时间

未公开

项目编号

2021YFB2801700

研究期限

未知 / 未知

项目级别

国家级

受资助金额

4660.00万元

学科

信息光子技术

学科代码

未公开

基金类别

未公开

关键词

光计算 ; 光学卷积计算 ; 光学蓄水池计算 ; 光子集成芯片 ; 硅光异质集成 ; Optical Computing ; Optical Convolution ; Optical Resevoir Computing ; Photonic integrated circuits ; Silicon photonic hybrid integration

参与者

董晓文;李欢;王丹萍

参与机构

华为技术有限公司;中国科学院微电子研究所

项目标书摘要:面向AI卷积神经网络(CNN)和循环神经网络(RNN)对卷积和蓄水池计算的算力需求,本报告提出研究基于波长路由器的新型光学卷积运算芯片,以及基于多波长多路径光学干涉结构的超大蓄水池计算芯片,构建由光源阵列、调制器阵列、探测器阵列与波长路由器等组成的光计算新架构,能够在光源阵列和调制器阵列上直接加载2个向量数据,一次性完成卷积运算,无需多次迭代或预处理,使得运算速度和效率大幅提高。攻克光源、探测器等有源器件的片上异质集成和高速并行输入/输出技术难题,实现128向量和128个输入/输出端口以上的大规模矩阵卷积运算和蓄水池运算。同时研究大规模高速率并行AD、DA电路设计、综合封装及协同控制技术,构建基于光学卷积及蓄水池计算芯片的数据智能搜索和查找等应用场景的演示系统,实现光学芯片深度学习示范应用。_x000D_项目在第一年度完成了16×32、32×64 硅基波长路由器的设计,16路多波长激光器阵列制作和测试,16-32路高速调制器和探测器阵列设计,以及与波长路由器集成的硅光卷积计算芯片设计;研制了32路输入输出星型耦合器及大色散阵列波导光栅,并在此基础上设计了可重构多波长多路径干涉耦合器阵列以及小规模蓄水池芯片;整合了光学卷积运算和光学蓄水池运算的硅光芯片,完成了一个完整的32mm×24mm的reticle设计。完成了异质集成耦合器的设计与制作,以及系统方案设计,初步搭建了集成系统。

Application Abstract: In order to meet the computational power requirements of AI convolutional neural network(CNN)and recurrent neural network(RNN)for convolution and reservoir computing,this report proposes to study a novel optical convolution computing chip based on wavelength router,and a large-scale reservoir computing chip based on multi-wavelength and multi-path optical interference structure.The new architectures of optical convolution computing and optical reservoir computing are constructed based on a light source array,a modulator array,a detector array and a wavelength router.Two vector data can be loaded directly on the light source array and the modulator array to complete the convolution operation at once,without multiple iterations or preprocessing,thus greatly increasing the operation speed and efficiency.The technological challenges of heterogeneous integration of active devices and high-speed parallel input/output are to be overcome,and large-scale matrix convolution computing and reservoir computing with 128 vectors and 128 input/output ports will be implemented.At the same time,large-scale high-speed parallel AD and DA circuits will be designed,and the collaborative control technologies will be developed.A demonstration system based on optical convolution and reservoir computing chips will be built,and the deep learning applications will be demonstrated._x000D__x000D_In the first year of project implementation,we have completed the design of 16×32 and 32×64 silicon based wavelength routers,and the fabrication and testing of 16-channel multi-wavelength laser array.The designs of 16-32 channel high-speed modulator and detector arrays,their integration with the wavelength router,and the silicon photonic convolution computing chip are also completed.A 32-channel input/output star coupler,a large dispersion arrayed waveguide grating,and a small-scale reservoir computing chip are developed.A 32mm×24mm reticle design is completed by assembling the optical convolution computing and optical reservoir computing chips.The design and fabrication of the integrated coupler are completed,as well as the system scheme design.The preliminary integrated system has been built and tested.

项目受资助省

浙江省

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  • 1.High-performance thin-film lithium niobate optical 90° hybrid with a novel CMRR assessment method

    • 关键词:
    • Thin-film lithium niobate; Optical 90 degrees hybrid; CMRR assessment;SILICON; PHOTONICS; COMPACT
    • Song, Lijia;Liu, Weixi;Guo, Zehao;Zhao, Shi;Li, Huan;Dai, Daoxin;Shi, Yaocheng
    • 《OPTICS AND LASER TECHNOLOGY》
    • 2024年
    • 179卷
    • 期刊

    Ultra-Compact 90 degrees Hybrid Design: The optical 90 degrees hybrid uses a 4 x 4 MMI coupler with an ultra-compact footprint of similar to 9 mu m x 107 mu m, which is 3 times shorter than previous work.Novel CMRR Calculation Method: A new method to assess the CMRR using a single unequal Mach-Zehnder interferometer (MZI), reducing fabrication complexity and measurement errors.Excellent Performance: The device features low excess loss (0.55 to 1.4 dB), low phase errors (< +/- 4.5 degrees), and high CMRR (< -17.8 dBe) over a wide wavelength range (1530 to 1605 nm)

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  • 2.Electro-absorption modulated 53 Gbps widely tunable laser based on half-wave V-coupled cavities

    • 关键词:
    • Bandwidth;Quantum well lasers;Semiconductor quantum wells;Transmitters;Tuning;Coupled cavity;Coupled-cavity lasers;Electro-absorption;Electroabsorption modulator(EAM);Half-wave;Laser-based;Layer structures;Tunable transmitters;Widely tunable;Widely tunable lasers
    • Wang, Zhongwen;Meng, Jianjun;Chen, Qi;Li, Qiaoli;Zhu, Junqiang;Zhao, Jiasheng;He, Jian-Jun
    • 《Optics Letters》
    • 2024年
    • 49卷
    • 13期
    • 期刊

    In this paper, a 53 Gbps widely tunable transmitter is experimentally demonstrated for the first time, to our knowledge. An InGaAlAs/InP multiple-quantum-well (MQW) wafer is used with an identical layer structure for both the V-coupled cavity laser (VCL) and the electro-absorption modulator (EAM). The VCL uses a shallow-etched waveguide to reduce loss, while the EAM uses a deep-etched waveguide to increase the 3-dB modulation bandwidth. With the temperature varying from 19.5 to 30°C, the transmitter achieves wavelength tuning of 42 channels with a spacing of 100 GHz, corresponding to a tuning range of 32.6 nm from 1538.94 to 1571.54 nm. The static extinction ratio (ER) for all channels is higher than 14 dB. The measured 3-dB electro-optic (E0) bandwidth of the transmitter is over 40 GHz, which fits well with the calculated 3-dB bandwidth. At a fixed peak-to-peak driving voltage of 2.4 V, all channels exhibit clearly an open eye diagram with a 53 Gbps non-return-to-zero (NRZ) signal, while the dynamic ER is higher than 4.5 dB. © 2024 Optica Publishing Group.

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  • 3.High performance polarizer on thin-film lithium niobate with width-tapered Euler bending

    • 关键词:
    • Lithium;Niobium compounds;Optical instruments;Silica;Waveguides;Bending loss;Bilevel;Excess loss;Extinction ratios;Lithium niobate;Mode convertor;Performance;Polarisers;Silica cladding;Thin-films
    • Liu, Weixi;Wen, Chengfeng;Lei, Chenkun;Song, Lijia;Dai, Daoxin;Shi, Yaocheng
    • 《Optics Letters》
    • 2024年
    • 49卷
    • 9期
    • 期刊

    In this Letter, we propose and demonstrate an integrated polarizer on thin film lithium niobate (TFLN). The polarizer consists of a width-tapered 180° Euler bending waveguide featuring thin thickness and bilevel mode convertors with silica cladding. Notably, the TE0 mode is efficiently confined in the waveguide, while the TM0 mode confronts significant bending losses. The measurements reveal that the excess loss remains below 1.5 dB, and the extinction ratio surpasses 19 dB within a working bandwidth spanning from 1480 to 1578 nm. The proposed polarizer holds considerable promise for enhancing polarization handling within TFLN photonic circuits. © 2024 Optica Publishing Group (formerly OSA). All rights reserved.

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  • 4.Direct Optical Convolution Computing Based on Arrayed Waveguide Grating Router

    • 关键词:
    • Arrayed waveguide gratings;Energy efficiency;Scalability;Arrayed wave guide grating;Arrayed waveguide grating router;Handwritten digit recognition;Inherent parallelism;Lenet-5 neural network;Multiply accumulate operations;Neural-networks;Optical convolution computing;Optical-;Waveguide grating router
    • Cheng, Jialin;Li, Chong;Dai, Jun;Chu, Yayan;Niu, Xinxiang;Dong, Xiaowen;He, Jian-Jun
    • 《Laser and Photonics Reviews》
    • 2024年
    • 期刊

    Optical convolution computing is gaining traction owing to its inherent parallelism, multi-dimensional processing, and energy efficiency. To handle input dimensions of N, conventional implementations necessitate N2 optical elements, such as Mach–Zehnder interferometers or micro-ring resonators, to process multiply-accumulate (MAC) operations, limiting scalability and resulting in elevated power consumption. Here, a direct convolution computing method based on wavelength routing, utilizing the unique sliding property of an arrayed waveguide grating router (AWGR) to perform the sliding window operation of the convolution in the wavelength–space domains is proposed. With two input vectors directly loaded onto two modulator arrays, the convolution result is instantaneously produced at a photodetector array. The entire convolution computation is executed within a single clock cycle without the need for preprocessing or decomposition into elementary MAC operations. The number of active elements is minimal, only needed for input/output. The proposed optical convolution unit has striking advantages of high scalability, high speed, and processing simplicity compared to those based on optical matrix-vector multipliers. In the first experimental demonstration, a remarkable classification accuracy of up to 98.2% in handwritten digit recognition tasks using a LeNet-5 neural network is achieved. © 2024 Wiley-VCH GmbH.

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  • 5.Coaxial transceiving LiDAR based on a silicon photonic optical phased array

    • 关键词:
    • Antenna phased arrays;Etching;Optical radar;Radio transceivers;Silicon on insulator technology;Silicon photonics;All-solid state;Frequency modulated continous waves;Light detection and ranging;Light detection and ranging systems;Off-chip;Optical phased arrays;Performance;Silicon photonics;Silicon-on-insulator platforms;Wave technologies
    • Chen, Jingye;Li, Wenlei;Lian, Daixin;Zhao, Shi;Dai, Daoxin;Shi, Yaocheng
    • 《Optics Letters》
    • 2024年
    • 49卷
    • 12期
    • 期刊

    A high performance optical phased array (OPA) combined with frequency-modulated continuous-wave (FMCW) technology is essential for coherent all-solid-state light detection and ranging (LiDAR). In this work, we propose and experimentally demonstrate a coaxial transceiver based on a single OPA for a LiDAR system, which releases the off-chip circulator and collimator. The proposed scheme is demonstrated on the commonly used silicon-on-insulator (SOI) platform. For realizing the long optical grating antenna with only one-step etching, the bound state in the continuum is harnessed to simplify the fabrication process and ease the fabrication precision. Experimental results indicate that the OPA is with 0.076° vertical beam divergence under a 1.5 mm-long grating antenna. The measured field of view (FOV) is 40° × 8° without grating lobes under a wavelength band of 60 nm. The coaxial transceiver of the single OPA is also demonstrated with the FMCW method for ranging measurement at different angles. © 2024 Optica Publishing Group.

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  • 6.Grating-lobe-free optical phased array with 2-D circular sparse array aperture and high-efficiency phase calibration

    • 关键词:
    • Electric fields;Frequency modulation;Silicon photonics;Aperture efficiency;Electric field vectors;Field of views;Grating lobes;Higher efficiency;Integrated photonics;Optical phased arrays;Phase calibration;Sparse arrays;Sparse distribution
    • Lian, Daixin;Zhao, Shi;Li, Wenlei;Chen, Jingye;Dai, Daoxin;Shi, Yaocheng
    • 《Nanophotonics》
    • 2024年
    • 期刊

    An optical phased array (OPA) with 2-D circular sparse array aperture has been proposed and demonstrated in the silicon integrated photonic platform. The sparse distribution of the antenna array can realize no grating lobes in 2-D full field of view (FOV). To achieve fast and accurate phase calibration for OPA, an improved rotating element electric field vector algorithm based on golden section search method (GSS-REV) has also been proposed and verified. The 32-element antenna sparse distribution of the proposed OPA is designed and fabricated. A far-field beam steering measurement across 20° × 20° range features the side lobe suppression ratio (SLSR) of larger than 4.81dB and a full width at half-maximum (FWHM) of approximately 0.63° × 0.59°. The resolvable points are derived to be ∼1076. The OPA chip has also been demonstrated on range measurement with frequency-modulated continuous-wave (FMCW) system. © 2023 the author(s), published by De Gruyter, Berlin/Boston 2023.

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  • 7.Low-Loss C+L+S-Band 2 × 2 Thermo-Optic Mach-Zehnder Switches with Compact Fast Quasi-Adiabatic Couplers

    • 关键词:
    • Bandwidth;CMOS integrated circuits;Light extinction;Optical waveguides;Particle swarm optimization (PSO);Phase shifters;Photonic devices;Silicon photonics;Adiabatic coupler;C+L+S band;Coupler;Excess loss;Extinction ratios;Fast quasi-adiabatic coupler;Low-loss;Mach-zehnde switch;Mach-Zehnder switch;Silicon photonics
    • Song, Lijia;Lyu, Linyan;Jiao, Xiaomin;Gao, Chun;Liu, Weixi;Li, Huan;Shi, Yaocheng;Dai, Daoxin
    • 《Journal of Lightwave Technology》
    • 2024年
    • 期刊

    Large-scale photonic switches are essential components for photonic circuits for classical and quantum applications. To develop high-performance large-scale photonic switches, we propose and demonstrate a low-loss, C+L+S-band (1460–1625 nm), and low-random-phase-imbalance 2 × 2 Mach-Zehnder switch (MZS) designed with fast quasi-adiabatic couplers (FACs). The FAC is designed to accelerate slow adiabatic evolutions by a tailored geometry tilt, and further optimized by the particle swarm optimization (PSO) algorithm. It features a simulated uniform splitting ratio that varies between 52.5%:47.5% and 47.9%:52.1% with a low excess loss of 0.020–0.054 dB across the C+L+S band. To achieve a large operation bandwidth of the MZS, 1-μm width phase shifters are implemented to reduce the wavelength dependence of the half-wave heating power Qπ of the thermo-optic (TO) phase shifter. They also suppress random phase imbalance caused by the size variations in fabrication between the MZS arms. The simulated excess loss and extinction ratio of the present MZS are 22.6 dB across C+L+S band. Such an MZS has been fabricated with standard 180-nm silicon photonic foundry processes, featuring a low excess loss of ∼0.25 dB and an extinction ratio of >17 dB across the C+L+S band. Meanwhile, an extinction ratio of >20 dB is achieved across a slightly narrower bandwidth, 1470–1617 nm, with an excess loss of ∼0.2 dB. The MZS is an attractive option for scaling up N × N MZSs, which would be beneficial for large-scale and ultrahigh-capacity WDM and BDM telecom and interconnect applications, as well as on-chip near-infrared spectrometers. IEEE

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  • 8.Polarization multiplexing silicon photonic optical phased array with a wide scanning range

    • 关键词:
    • Antenna arrays;Efficiency;Polarization;Silicon on insulator technology;Waveguides;Optical phased arrays;Phase-shifters;Polarization multiplexing;Polarization splitters;Polarization state;Polarization switches;Power splitters;Scanning range;Silicon photonics;Wavelength tuning
    • Zhao, Shi;Lian, Daixin;Chen, Jingye;Dai, Daoxin;Shi, Yaocheng
    • 《Optics Letters》
    • 2023年
    • 48卷
    • 23期
    • 期刊

    We propose and experimentally demonstrate a polarization multiplexed silicon optical phased array (OPA) with a wide scanning range. The two polarization states share the same power splitter tree and the phase shifter array. A polarization switch is introduced in front of the power splitter tree to manipulate the polarization state of the light in OPA. Through a polarization splitter–rotator (PSR), the light of two polarization states propagates into the superlattice grating antenna array. The wavelength tuning efficiency could be doubled by optimizing the parameters of the waveguide grating. We demonstrate the scheme on the commonly used 220 nm silicon-on-insulator (SOI) platform. Experimental results indicate that the 24.8° vertical scanning range could be realized with a high wavelength tuning efficiency of 0.31°/nm. The measured field of view (FOV) is 24.8 × 60°. © 2023 Optica Publishing Group.

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  • 9.Polarization-insensitive silicon optic switch based on mode manipulated power splitters and phase shifters

    • 关键词:
    • Aspect ratio;Optical switches;Phase shifters;Polarization;Silicon on insulator technology;Core layers;Phase-shifters;Polarization-insensitive;Power splitters;Silicon cores;Silicon optics;Silicon-on-insulator platforms;TE polarizations;Thermo-optic switch;TM polarization
    • Zhao, Shi;Chen, Jingye;Dai, Daoxin;Shi, Yaocheng
    • 《APL Photonics》
    • 2023年
    • 8卷
    • 11期
    • 期刊

    A polarization-insensitive thermo-optic switch is proposed and demonstrated on the silicon-on-insulator platform with a 220 nm silicon core layer. The present device is based on the Mach-Zehnder interferometer structure, consisting of polarization-insensitive power splitters and polarization-insensitive phase shifters (PIPSs). The polarization-insensitive power splitter has been realized by employing an adiabatic directional coupler, which utilizes the fast adiabatic mode evolution by introducing cubic Bézier curves on outer contours, providing broadband 3-dB power splitting for TE and TM polarization modes with only 70 µm coupling length. For the novel PIPSs, the ridge waveguide with large aspect ratio, based on the mode hybridness property, could obtain the same power consumption (Pπ) for an optical switch working at TE and TM polarizations. Experimental results indicate that the measured insertion losses are less than 2 dB and the extinction ratios are larger than 15 dB over a 40 nm wavelength band (covering the C-band). © 2023 Author(s).

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  • 10.High-speed 2D beam steering based on a thin-film lithium niobate optical phased array with a large field of view

    • 关键词:
    • Antennas;Bandwidth;Lithium;Niobium compounds;2D scanning;Beam widths;Beam-steering;High Speed;Large field of views;Lithium niobate;On chips;Operating bandwidth;Optical phased arrays;Thin-films
    • Li, Wenlei;Zhao, Xu;He, Jianghao;Yan, Hao;Pan, Bingcheng;Guo, Zichen;Han, Xiang'e;Chen, Jingye;Dai, Daoxin;Shi, Yaocheng
    • 《Photonics Research》
    • 2023年
    • 11卷
    • 11期
    • 期刊

    An on-chip optical phased array (OPA) is considered as a promising solution for next generation solid-state beam steering. However, most of the reported OPAs suffer from low operating bandwidths, making them limited in many applications. We propose and demonstrate a high-speed 2D scanning OPA based on thin-film lithium niobate phase modulators with traveling-wave electrodes. The measured modulation bandwidth is up to 2.5 GHz. Moreover, an aperiodic array combined with a slab grating antenna is also used to suppress the grating lobes of far-field beams, which enables a large field of view (FOV) as well as small beam width. A 16-channel OPA demonstrates an FOV of 50° × 8.6° and a beam width of 0.73° × 2.8° in the phase tuning direction and the wavelength scanning direction, respectively. © 2023 Chinese Laser Press.

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