CN117151177A - 用于人工智能的并行神经处理器 - Google Patents
用于人工智能的并行神经处理器 Download PDFInfo
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- CN117151177A CN117151177A CN202311093908.7A CN202311093908A CN117151177A CN 117151177 A CN117151177 A CN 117151177A CN 202311093908 A CN202311093908 A CN 202311093908A CN 117151177 A CN117151177 A CN 117151177A
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/045—Combinations of networks
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/06—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons
- G06N3/063—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons using electronic means
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/24—Classification techniques
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/24—Classification techniques
- G06F18/241—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
- G06F18/2413—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on distances to training or reference patterns
- G06F18/24133—Distances to prototypes
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/24—Classification techniques
- G06F18/243—Classification techniques relating to the number of classes
- G06F18/24323—Tree-organised classifiers
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F9/00—Arrangements for program control, e.g. control units
- G06F9/06—Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
- G06F9/46—Multiprogramming arrangements
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/047—Probabilistic or stochastic networks
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/0499—Feedforward networks
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
- G06N3/082—Learning methods modifying the architecture, e.g. adding, deleting or silencing nodes or connections
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
- G06N3/088—Non-supervised learning, e.g. competitive learning
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
- G06N3/0895—Weakly supervised learning, e.g. semi-supervised or self-supervised learning
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
- G06V10/764—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using classification, e.g. of video objects
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
- G06V10/82—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
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- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Physics & Mathematics (AREA)
- Evolutionary Computation (AREA)
- General Physics & Mathematics (AREA)
- Artificial Intelligence (AREA)
- Data Mining & Analysis (AREA)
- Software Systems (AREA)
- Health & Medical Sciences (AREA)
- Life Sciences & Earth Sciences (AREA)
- General Engineering & Computer Science (AREA)
- General Health & Medical Sciences (AREA)
- Computing Systems (AREA)
- Biophysics (AREA)
- Biomedical Technology (AREA)
- Molecular Biology (AREA)
- Mathematical Physics (AREA)
- Computational Linguistics (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Databases & Information Systems (AREA)
- Medical Informatics (AREA)
- Multimedia (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Bioinformatics & Computational Biology (AREA)
- Evolutionary Biology (AREA)
- Neurology (AREA)
- Probability & Statistics with Applications (AREA)
- Image Analysis (AREA)
- Image Processing (AREA)
- Feedback Control In General (AREA)
- Medicines Containing Antibodies Or Antigens For Use As Internal Diagnostic Agents (AREA)
- Processing Of Solid Wastes (AREA)
Applications Claiming Priority (6)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US201762556312P | 2017-09-08 | 2017-09-08 | |
| US62/556,312 | 2017-09-08 | ||
| US16/124,104 | 2018-09-06 | ||
| US16/124,104 US11507806B2 (en) | 2017-09-08 | 2018-09-06 | Parallel neural processor for Artificial Intelligence |
| PCT/IB2018/000994 WO2019048922A1 (en) | 2017-09-08 | 2018-09-07 | PARALLEL NEURONAL PROCESSOR FOR ARTIFICIAL INTELLIGENCE |
| CN201880055138.8A CN111033522B (zh) | 2017-09-08 | 2018-09-07 | 用于人工智能的并行神经处理器 |
Related Parent Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201880055138.8A Division CN111033522B (zh) | 2017-09-08 | 2018-09-07 | 用于人工智能的并行神经处理器 |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| CN117151177A true CN117151177A (zh) | 2023-12-01 |
Family
ID=65631231
Family Applications (2)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201880055138.8A Active CN111033522B (zh) | 2017-09-08 | 2018-09-07 | 用于人工智能的并行神经处理器 |
| CN202311093908.7A Pending CN117151177A (zh) | 2017-09-08 | 2018-09-07 | 用于人工智能的并行神经处理器 |
Family Applications Before (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201880055138.8A Active CN111033522B (zh) | 2017-09-08 | 2018-09-07 | 用于人工智能的并行神经处理器 |
Country Status (9)
| Country | Link |
|---|---|
| US (4) | US11507806B2 (enExample) |
| EP (1) | EP3679522A4 (enExample) |
| JP (1) | JP7114694B2 (enExample) |
| KR (3) | KR20230154295A (enExample) |
| CN (2) | CN111033522B (enExample) |
| AU (2) | AU2018330840B2 (enExample) |
| CA (1) | CA3112064A1 (enExample) |
| TW (2) | TWI789423B (enExample) |
| WO (1) | WO2019048922A1 (enExample) |
Families Citing this family (16)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US10592450B2 (en) * | 2016-10-20 | 2020-03-17 | Micron Technology, Inc. | Custom compute cores in integrated circuit devices |
| JP6866762B2 (ja) * | 2017-05-18 | 2021-04-28 | いすゞ自動車株式会社 | 車両用情報処理システム |
| US11507806B2 (en) | 2017-09-08 | 2022-11-22 | Rohit Seth | Parallel neural processor for Artificial Intelligence |
| US11443185B2 (en) * | 2018-10-11 | 2022-09-13 | Powerchip Semiconductor Manufacturing Corporation | Memory chip capable of performing artificial intelligence operation and method thereof |
| US11074344B2 (en) * | 2018-12-19 | 2021-07-27 | Intel Corporation | Methods and apparatus to detect side-channel attacks |
| US11210554B2 (en) | 2019-03-21 | 2021-12-28 | Illumina, Inc. | Artificial intelligence-based generation of sequencing metadata |
| US11676685B2 (en) * | 2019-03-21 | 2023-06-13 | Illumina, Inc. | Artificial intelligence-based quality scoring |
| US11593649B2 (en) | 2019-05-16 | 2023-02-28 | Illumina, Inc. | Base calling using convolutions |
| US11423306B2 (en) | 2019-05-16 | 2022-08-23 | Illumina, Inc. | Systems and devices for characterization and performance analysis of pixel-based sequencing |
| IL295560A (en) | 2020-02-20 | 2022-10-01 | Illumina Inc | Artificial intelligence-based many-to-many base calling |
| US12354008B2 (en) | 2020-02-20 | 2025-07-08 | Illumina, Inc. | Knowledge distillation and gradient pruning-based compression of artificial intelligence-based base caller |
| US20210265016A1 (en) | 2020-02-20 | 2021-08-26 | Illumina, Inc. | Data Compression for Artificial Intelligence-Based Base Calling |
| CN115836346A (zh) * | 2020-09-07 | 2023-03-21 | 阿里巴巴集团控股有限公司 | 存内计算设备及其数据处理方法 |
| US20220336057A1 (en) | 2021-04-15 | 2022-10-20 | Illumina, Inc. | Efficient voxelization for deep learning |
| US12217829B2 (en) | 2021-04-15 | 2025-02-04 | Illumina, Inc. | Artificial intelligence-based analysis of protein three-dimensional (3D) structures |
| TWI892755B (zh) * | 2024-07-17 | 2025-08-01 | 凌陽科技股份有限公司 | 計算機硬體系統以及人工智慧計算程序 |
Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US5167008A (en) * | 1990-12-14 | 1992-11-24 | General Electric Company | Digital circuitry for approximating sigmoidal response in a neural network layer |
| US5590218A (en) * | 1993-10-18 | 1996-12-31 | Bayer Corporation | Unsupervised neural network classification with back propagation |
| US20070011118A1 (en) * | 2005-06-28 | 2007-01-11 | Snook James A | Addressing Scheme for Neural Modeling and Brain-Based Devices using Special Purpose Processor |
| US9195934B1 (en) * | 2013-01-31 | 2015-11-24 | Brain Corporation | Spiking neuron classifier apparatus and methods using conditionally independent subsets |
| CN107077782A (zh) * | 2014-08-06 | 2017-08-18 | 李宗志 | 自适应和/或自主交通控制系统和方法 |
Family Cites Families (30)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| FR2460078B1 (fr) * | 1979-06-25 | 1986-12-12 | Trt Telecom Radio Electr | Joncteur d'abonne electronique |
| US5253328A (en) | 1989-11-17 | 1993-10-12 | Microelectronics & Computer Technology Corp. | Neural-network content-addressable memory |
| JP3088171B2 (ja) * | 1991-02-12 | 2000-09-18 | 三菱電機株式会社 | 自己組織型パタ−ン分類システム及び分類方法 |
| JP3090550B2 (ja) * | 1992-09-03 | 2000-09-25 | フィガロ技研株式会社 | ガス検出システム |
| KR19990082557A (ko) * | 1996-02-09 | 1999-11-25 | 윌리암 제이. 버크 | 불확실한 트레이닝 데이터를 사용하여 대상을검출 및 분류하기위한 뉴럴 네트워크의 트레이닝 방법 및 장치 |
| US6028956A (en) * | 1997-04-04 | 2000-02-22 | Kofile Inc. | Object location and span determination method and apparatus which determines a location and span of an object in an image |
| US6294926B1 (en) | 1999-07-16 | 2001-09-25 | Philips Electronics North America Corporation | Very fine-grain field programmable gate array architecture and circuitry |
| US7412428B2 (en) * | 2002-03-12 | 2008-08-12 | Knowmtech, Llc. | Application of hebbian and anti-hebbian learning to nanotechnology-based physical neural networks |
| BRPI0615791B1 (pt) | 2005-09-16 | 2018-04-03 | Devgen Nv | Rna de fita dupla isolado compreendendo fitas complementares aneladas, método de controle de infestação de peste e uso de uma ração artificial compreendendo a sequência de ribonucleotídeo de fita dupla para tratar infestação de plantas por insetos |
| WO2008067676A1 (en) | 2006-12-08 | 2008-06-12 | Medhat Moussa | Architecture, system and method for artificial neural network implementation |
| WO2008147816A2 (en) | 2007-05-22 | 2008-12-04 | Cornell Research Foundation, Inc. | Compositions and methods for the display of proteins on the surface of bacteria and their derived vesicles and uses thereof |
| DE102009029519A1 (de) * | 2009-09-16 | 2011-03-24 | Robert Bosch Gmbh | Digital-Analog-Wandlerschaltung und Verfahren zur Fehlererkennung |
| US20110098963A1 (en) | 2009-10-23 | 2011-04-28 | Cisco Technology, Inc. | Context based testing |
| AR091512A1 (es) | 2012-06-22 | 2015-02-11 | Syngenta Participations Ag | Control biologico de plagas de coleopteros |
| US9082078B2 (en) | 2012-07-27 | 2015-07-14 | The Intellisis Corporation | Neural processing engine and architecture using the same |
| US9672464B2 (en) | 2014-02-28 | 2017-06-06 | Qualcomm Incorporated | Method and apparatus for efficient implementation of common neuron models |
| US9224091B2 (en) | 2014-03-10 | 2015-12-29 | Globalfoundries Inc. | Learning artificial neural network using ternary content addressable memory (TCAM) |
| KR101510991B1 (ko) | 2014-05-09 | 2015-04-10 | 포항공과대학교 산학협력단 | 저항변화 메모리를 이용한 신경회로망 형태 분류기 및 형태 분류 방법 |
| US9373058B2 (en) * | 2014-05-29 | 2016-06-21 | International Business Machines Corporation | Scene understanding using a neurosynaptic system |
| US11544570B2 (en) * | 2015-06-30 | 2023-01-03 | Arizona Board Of Regents On Behalf Of Arizona State University | Method and apparatus for large scale machine learning |
| KR20170028629A (ko) * | 2015-09-04 | 2017-03-14 | 부산대학교 산학협력단 | 신호패턴의 반복횟수 검출방법 및 장치 |
| CN106599991B (zh) * | 2015-10-08 | 2019-04-09 | 上海兆芯集成电路有限公司 | 具有神经存储器的神经网络单元和集体将来自神经存储器的数据列移位的神经处理单元阵列 |
| DE102015223078A1 (de) | 2015-11-23 | 2017-05-24 | Siemens Aktiengesellschaft | Vorrichtung und Verfahren zum Anpassen von Berechtigungsinformationen eines Endgeräts |
| US10296846B2 (en) * | 2015-11-24 | 2019-05-21 | Xerox Corporation | Adapted domain specific class means classifier |
| US10373019B2 (en) * | 2016-01-13 | 2019-08-06 | Ford Global Technologies, Llc | Low- and high-fidelity classifiers applied to road-scene images |
| KR102565273B1 (ko) * | 2016-01-26 | 2023-08-09 | 삼성전자주식회사 | 뉴럴 네트워크에 기초한 인식 장치 및 뉴럴 네트워크의 학습 방법 |
| US10423876B2 (en) | 2016-12-01 | 2019-09-24 | Via Alliance Semiconductor Co., Ltd. | Processor with memory array operable as either victim cache or neural network unit memory |
| US11507806B2 (en) | 2017-09-08 | 2022-11-22 | Rohit Seth | Parallel neural processor for Artificial Intelligence |
| EP3667569B1 (en) * | 2017-10-20 | 2025-04-23 | Shanghai Cambricon Information Technology Co., Ltd | Processing method and device, operation method and device |
| KR102788093B1 (ko) * | 2018-08-17 | 2025-03-31 | 삼성전자주식회사 | 전자 장치 및 그 제어 방법 |
-
2018
- 2018-09-06 US US16/124,104 patent/US11507806B2/en active Active
- 2018-09-07 EP EP18853736.9A patent/EP3679522A4/en active Pending
- 2018-09-07 KR KR1020237037603A patent/KR20230154295A/ko not_active Ceased
- 2018-09-07 KR KR1020207006759A patent/KR102215619B1/ko not_active Expired - Fee Related
- 2018-09-07 WO PCT/IB2018/000994 patent/WO2019048922A1/en not_active Ceased
- 2018-09-07 TW TW107131626A patent/TWI789423B/zh not_active IP Right Cessation
- 2018-09-07 AU AU2018330840A patent/AU2018330840B2/en not_active Ceased
- 2018-09-07 CA CA3112064A patent/CA3112064A1/en active Pending
- 2018-09-07 CN CN201880055138.8A patent/CN111033522B/zh active Active
- 2018-09-07 JP JP2020511472A patent/JP7114694B2/ja active Active
- 2018-09-07 KR KR1020217003616A patent/KR102598208B1/ko active Active
- 2018-09-07 TW TW111147114A patent/TWI846192B/zh active
- 2018-09-07 CN CN202311093908.7A patent/CN117151177A/zh active Pending
- 2018-09-27 US US16/145,077 patent/US11138496B2/en active Active
-
2021
- 2021-09-30 AU AU2021240266A patent/AU2021240266B2/en not_active Ceased
-
2022
- 2022-10-20 US US17/970,491 patent/US12061974B2/en active Active
-
2024
- 2024-08-08 US US18/797,701 patent/US20250217635A1/en active Pending
Patent Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US5167008A (en) * | 1990-12-14 | 1992-11-24 | General Electric Company | Digital circuitry for approximating sigmoidal response in a neural network layer |
| US5590218A (en) * | 1993-10-18 | 1996-12-31 | Bayer Corporation | Unsupervised neural network classification with back propagation |
| US20070011118A1 (en) * | 2005-06-28 | 2007-01-11 | Snook James A | Addressing Scheme for Neural Modeling and Brain-Based Devices using Special Purpose Processor |
| US9195934B1 (en) * | 2013-01-31 | 2015-11-24 | Brain Corporation | Spiking neuron classifier apparatus and methods using conditionally independent subsets |
| CN107077782A (zh) * | 2014-08-06 | 2017-08-18 | 李宗志 | 自适应和/或自主交通控制系统和方法 |
Also Published As
| Publication number | Publication date |
|---|---|
| KR102598208B1 (ko) | 2023-11-02 |
| US20230316056A1 (en) | 2023-10-05 |
| KR102215619B1 (ko) | 2021-02-15 |
| US20190080227A1 (en) | 2019-03-14 |
| KR20210018527A (ko) | 2021-02-17 |
| AU2018330840B2 (en) | 2021-07-01 |
| EP3679522A4 (en) | 2021-06-09 |
| TWI846192B (zh) | 2024-06-21 |
| AU2021240266B2 (en) | 2024-02-29 |
| EP3679522A1 (en) | 2020-07-15 |
| TW201921296A (zh) | 2019-06-01 |
| CN111033522A (zh) | 2020-04-17 |
| US20190080228A1 (en) | 2019-03-14 |
| AU2021240266A1 (en) | 2021-10-28 |
| TW202328982A (zh) | 2023-07-16 |
| KR20230154295A (ko) | 2023-11-07 |
| WO2019048922A1 (en) | 2019-03-14 |
| JP2020533668A (ja) | 2020-11-19 |
| KR20200057707A (ko) | 2020-05-26 |
| US12061974B2 (en) | 2024-08-13 |
| AU2018330840A1 (en) | 2020-02-27 |
| US11138496B2 (en) | 2021-10-05 |
| US11507806B2 (en) | 2022-11-22 |
| CN111033522B (zh) | 2023-09-19 |
| CA3112064A1 (en) | 2019-03-14 |
| TWI789423B (zh) | 2023-01-11 |
| JP7114694B2 (ja) | 2022-08-08 |
| US20250217635A1 (en) | 2025-07-03 |
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