公开(公告)号：US20240311628A1

公开(公告)日：2024-09-19

申请号：US18604226

申请日：2024-03-13

申请人： Clerio Vision, Inc.

发明人： Filipp Ignatovich ,  Leonard Zheleznyak

IPC分类号： G06N3/067 ,  G06N3/049

CPC分类号： G06N3/067 ,  G06N3/049

摘要： Optical elements for diffractive deep neural networks include one or more subsurface layers of diffractive optical elements. An optical element for a diffractive deep neural network includes a substrate and one or more subsurface layers of diffractive optical elements formed within the substrate. The substrate is made from an optical material having a base refractive index. Each of the one or more subsurface layers includes a respective subset of the diffractive optical elements. Each of the diffractive optical elements is formed within a respective sub-volume of the respective subsurface layer via induced changes in refractive index of the optical material to configure the diffractive optical element to function as a neuron in the diffractive deep neural network.

公开(公告)号：US20240289600A1

公开(公告)日：2024-08-29

申请号：US18175970

申请日：2023-02-28

申请人： HEWLETT PACKARD ENTERPRISE DEVELOPMENT LP

发明人： XIAN XIAO ,  Stanley Cheung ,  Sean Hooten ,  Geza Kurczveil ,  Raymond G. Beausoleil

IPC分类号： G06N3/067 ,  G02B6/293 ,  G06E3/00

CPC分类号： G06N3/067 ,  G02B6/29343 ,  G02B6/29382 ,  G02B6/29395 ,  G06E3/008

摘要： Systems and methods are provided for general matrix multiplication using wavelength parallel processing of a photonic tensor core. Examples of the systems and methods disclosed herein include encoding a second matrix into a plurality of optical signals based on a plurality of free spectral ranges (FSRs) of an array of resonator structures, the resonator structures having resonances tuned based on a first matrix. The optical signals can be input into input waveguides optically coupled to the array of resonator structures. A third matrix, representative of the first matrix multiplied by the second matrix, can be generated based on optical power output from the array of resonator structures.

公开(公告)号：US20240232617A1

公开(公告)日：2024-07-11

申请号：US18394052

申请日：2023-12-22

申请人： TSINGHUA UNIVERSITY

发明人： Xing Lin ,  Zhengyang DUAN ,  Haiou ZHANG ,  Hang CHEN ,  Ziyang ZHENG ,  Hongkai XIONG

IPC分类号： G06N3/08 ,  G06N3/067

CPC分类号： G06N3/08 ,  G06N3/067

摘要： A dual adaptive training method of photonic neural networks (PNN), includes constructing, in a computer, a PNN numerical model including a PNN physical model and a systematic error prediction network model, where the PNN physical model is an error-free ideal PNN physical model of a PNN physical system, the systematic error prediction network model is an error model of the PNN physical system; determining measurement values of the PNN physical system and measurement values of the PNN numerical model, where the measurement values of the PNN physical system include final output values of the PNN physical system, and the measurement values of the PNN numerical model include final output values of the PNN numerical model; determining a similarity loss function based on comparison results between the measurement values of the PNN physical system and the measurement values of the PNN numerical model; determining a task loss function based on fused results of the measurement values of the PNN physical system and the measurement values of the PNN numerical model; and optimizing and updating parameters of the PNN numerical model based on the similarity loss function and the task loss function for in situ training of the PNN physical model.

公开(公告)号：US20240185051A1

公开(公告)日：2024-06-06

申请号：US18441649

申请日：2024-02-14

申请人： HUAWEI TECHNOLOGIES CANADA CO., LTD.

发明人： Armaghan ESHAGHI ,  Mahsa SALMANI ,  Sreenil SAHA

IPC分类号： G06N3/067

CPC分类号： G06N3/067

摘要： Layers of a neural network can be implemented on an analog computing platform operative to perform MAC operations in series or in parallel in order to cover all elements of an arbitrary size matrix. Embodiments include a convolutional layer, a fully-connected layer, a batch normalization layer, a max pooling layer, an average pooling layer, a ReLU function layer, a sigmoid function layer, as well as concatenations and combinations. Applications include point cloud processing, and in particular of the processing of point clouds obtained as part of a LiDAR application. To implement elements of point cloud data as optical intensities, the data can be linearly translated in order to be fully represented with non-negative values.

公开(公告)号：US20240115171A1

公开(公告)日：2024-04-11

申请号：US18389997

申请日：2023-12-20

申请人： Spectricity

发明人： Jonathan Borremans ,  Maarten De Bock ,  Jakub Raczkowski

IPC分类号： A61B5/1455 ,  A61B5/00 ,  G06N3/067 ,  G06N3/08

CPC分类号： A61B5/1455 ,  A61B5/443 ,  G06N3/067 ,  G06N3/08 ,  A61B2562/0238 ,  A61B2562/046

摘要： A method for one or more modules of one or more processors of a spectral sensor system begins by receiving a plurality of synthetic spectra, where a synthetic spectrum of the plurality of synthetic spectra includes one or more known deviations from a reference spectrum. The method continues by generating a spectral output for each synthetic spectrum of the plurality of synthetic spectra and then training an artificial intelligence engine, using the combined spectral output to generate a trained neural network. The method then continues by calibrating, based on the trained neural network, a spectral response generated by another spectral sensor.

公开(公告)号：US20240085600A1

公开(公告)日：2024-03-14

申请号：US18274557

申请日：2022-01-14

申请人： FUJIKURA LTD.

发明人： Hiroyuki Kusaka ,  Masahiro Kashiwagi

IPC分类号： G02B5/18 ,  G06N3/067

CPC分类号： G02B5/18 ,  G06N3/067

摘要： A light diffraction element unit includes a base material including a light-transmissive and flexible layer member, a light diffraction structure including microcells and disposed on a portion of a main surface of the base material, and a holding part holding the base material and including a layer member or a plate member having an opening that penetrates through a pair of main surfaces of the layer member or the plate member. The holding part holds an annular portion of the base material such that the light diffraction structure is encompassed in the opening. The annular portion surrounds the portion of the main surface of the base material.

公开(公告)号：US11893479B1

公开(公告)日：2024-02-06

申请号：US18267431

申请日：2021-11-30

申请人： INSPUR SUZHOU INTELLIGENT TECHNOLOGY CO., LTD.

发明人： Jingjing Chen ,  Ruizhen Wu ,  Ping Huang ,  Lin Wang

IPC分类号： G06N3/067

CPC分类号： G06N3/067

摘要： A method for realizing a Hadamard product, a device and a storage medium, includes: acquiring a plurality of to-be-treated optical signals with unequal wavelengths; inputting the to-be-treated optical signals into a wavelength division multiplexer; by using the wavelength division multiplexer, feeding the to-be-treated optical signals to a micro-ring-resonator component, wherein the micro-ring-resonator component includes a plurality of micro-ring-resonator groups each of which is formed by two micro-ring resonators with equal radii; and applying a corresponding electric current to the micro-ring-resonator component, to obtain a result of the Hadamard product according to an outputted light intensity.

公开(公告)号：US20240037382A1

公开(公告)日：2024-02-01

申请号：US18265648

申请日：2021-12-30

申请人： INSPUR SUZHOU INTELLIGENT TECHNOLOGY CO., LTD.

发明人： Jingjing CHEN ,  Ping HUANG ,  Ruizhen WU ,  Lin WANG

IPC分类号： G06N3/067 ,  G02B6/42 ,  H01L27/146

CPC分类号： G06N3/067 ,  G02B6/4215 ,  H01L27/14643

摘要： The method includes: acquiring a plurality of to-be-treated optical signals with unequal wavelengths; inputting the to-be-treated optical signals into a micro-ring-resonator array, wherein the micro-ring-resonator array includes a plurality of micro-ring resonators that are connected in series; applying a corresponding electric current to the micro-ring-resonator array, to adjust a transfer function of each of the micro-ring resonators to reach a target value; and feeding an optical signal outputted by the micro-ring-resonator array into a photodiode, to obtain an operation result of the average pooling of the neural network.

公开(公告)号：US20230409894A1

公开(公告)日：2023-12-21

申请号：US17844192

申请日：2022-06-20

申请人： Taiwan Semiconductor Manufacturing Company, Ltd.

发明人： Weiwei Song ,  Stefan Rusu

IPC分类号： G06N3/067

CPC分类号： G06N3/067

摘要： A semiconductor device includes an oxide layer having a first side and a second side opposite to each other. The semiconductor device includes a plurality of first waveguides that are disposed across a plurality of first insulator layers, respectively, on the first side of the oxide layer. The semiconductor device includes a plurality of second waveguides that are disposed across a plurality of second insulator layers, respectively, on the second side of the oxide layer. The plurality of first waveguides and the plurality of second waveguides collectively form a plurality of photonic neural network layers of an artificial neural network.

公开(公告)号：US20170116515A1

公开(公告)日：2017-04-27

申请号：US14922300

申请日：2015-10-26

申请人： International Business Machines Corporation

发明人： Stefan Abel ,  Lukas Czomomaz ,  Veeresh V. Deshpande ,  Jean Fompeyrine

IPC分类号： G06N3/08 ,  G06N3/063

CPC分类号： G06N3/0675 ,  G06N3/0445 ,  G06N3/067

摘要： A reservoir computing neuromorphic network includes an input layer comprising one or more input nodes, a reservoir layer comprising a plurality of reservoir nodes, and an output layer comprising one or more output nodes. A portion of at least one of the input layer, the reservoir layer, and the output layer includes an optically tunable material.