JP6533470B2 - 学習メカニズムを有する電子システム及びその動作方法並びに不揮発性コンピュータ読取可能ストレージ媒体 - Google Patents

学習メカニズムを有する電子システム及びその動作方法並びに不揮発性コンピュータ読取可能ストレージ媒体 Download PDF

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JP6533470B2
JP6533470B2 JP2016000248A JP2016000248A JP6533470B2 JP 6533470 B2 JP6533470 B2 JP 6533470B2 JP 2016000248 A JP2016000248 A JP 2016000248A JP 2016000248 A JP2016000248 A JP 2016000248A JP 6533470 B2 JP6533470 B2 JP 6533470B2
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JP2016126801A (ja
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インソク スティーブン チェ
インソク スティーブン チェ
亮 ソク 奇
亮 ソク 奇
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Samsung Electronics Co Ltd
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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00—Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
    • G06F3/06—Digital input from, or digital output to, record carriers, e.g. RAID, emulated record carriers or networked record carriers
    • G06F3/0601—Interfaces specially adapted for storage systems
    • G06F3/0602—Interfaces specially adapted for storage systems specifically adapted to achieve a particular effect
    • G06F3/061—Improving I/O performance
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00—Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
    • G06F3/06—Digital input from, or digital output to, record carriers, e.g. RAID, emulated record carriers or networked record carriers
    • G06F3/0601—Interfaces specially adapted for storage systems
    • G06F3/0602—Interfaces specially adapted for storage systems specifically adapted to achieve a particular effect
    • G06F3/0604—Improving or facilitating administration, e.g. storage management
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00—Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
    • G06F3/06—Digital input from, or digital output to, record carriers, e.g. RAID, emulated record carriers or networked record carriers
    • G06F3/0601—Interfaces specially adapted for storage systems
    • G06F3/0628—Interfaces specially adapted for storage systems making use of a particular technique
    • G06F3/0629—Configuration or reconfiguration of storage systems
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00—Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
    • G06F3/06—Digital input from, or digital output to, record carriers, e.g. RAID, emulated record carriers or networked record carriers
    • G06F3/0601—Interfaces specially adapted for storage systems
    • G06F3/0628—Interfaces specially adapted for storage systems making use of a particular technique
    • G06F3/0638—Organizing or formatting or addressing of data
    • G06F3/0644—Management of space entities, e.g. partitions, extents, pools
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00—Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
    • G06F3/06—Digital input from, or digital output to, record carriers, e.g. RAID, emulated record carriers or networked record carriers
    • G06F3/0601—Interfaces specially adapted for storage systems
    • G06F3/0668—Interfaces specially adapted for storage systems adopting a particular infrastructure
    • G06F3/0671—In-line storage system
    • G06F3/0683—Plurality of storage devices
    • G06F3/0685—Hybrid storage combining heterogeneous device types, e.g. hierarchical storage, hybrid arrays
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine 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
    • G06N3/06—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

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  • Theoretical Computer Science (AREA)
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  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
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  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
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JP2016000248A 2014-12-31 2016-01-04 学習メカニズムを有する電子システム及びその動作方法並びに不揮発性コンピュータ読取可能ストレージ媒体 Active JP6533470B2 (ja)

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US201462099067P 2014-12-31 2014-12-31
US62/099,067 2014-12-31
US14/877,421 US9766818B2 (en) 2014-12-31 2015-10-07 Electronic system with learning mechanism and method of operation thereof
US14/877,421 2015-10-07

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JP2016126801A5 JP2016126801A5 (enExample) 2019-01-31
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JP (1) JP6533470B2 (enExample)
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Families Citing this family (40)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US10261817B2 (en) * 2014-07-29 2019-04-16 Nxp Usa, Inc. System on a chip and method for a controller supported virtual machine monitor
US10268521B2 (en) * 2016-01-22 2019-04-23 Samsung Electronics Co., Ltd. Electronic system with data exchange mechanism and method of operation thereof
TWI718284B (zh) 2016-04-07 2021-02-11 美商零質量純水股份有限公司 太陽能加熱單元
CN115228249B (zh) 2016-05-20 2024-09-13 环球源公司 用于水提取控制的系统和方法
KR102696971B1 (ko) * 2016-09-06 2024-08-21 삼성전자주식회사 불휘발성 메모리 장치를 포함하는 스토리지 장치 및 불휘발성 메모리 장치의 액세스 방법
US10929771B2 (en) 2016-11-15 2021-02-23 General Electric Company Multimodal, small and big data, machine tearing systems and processes
JP6957194B2 (ja) 2016-12-13 2021-11-02 キヤノン株式会社 サービスシステム、その制御方法、およびそのプログラム
US11010431B2 (en) 2016-12-30 2021-05-18 Samsung Electronics Co., Ltd. Method and apparatus for supporting machine learning algorithms and data pattern matching in ethernet SSD
CN110800273B (zh) 2017-04-24 2024-02-13 卡内基梅隆大学 虚拟传感器系统
US11348030B2 (en) * 2017-05-10 2022-05-31 Petuum Inc. System and methods for distributed machine learning with multiple data sources, multiple programming languages or frameworks, and multiple devices or infrastructures
US11447407B2 (en) 2017-07-14 2022-09-20 Source Global, PBC Systems for controlled treatment of water with ozone and related methods therefor
US20180365575A1 (en) 2017-07-31 2018-12-20 Seematics Systems Ltd System and method for employing inference models based on available processing resources
MX2020002482A (es) 2017-09-05 2021-02-15 Zero Mass Water Inc Sistemas y metodos para administrar la produccion y distribucion de agua liquida extraida del aire.
AU2018329660B2 (en) 2017-09-05 2023-11-09 Source Global, PBC Systems and methods to produce liquid water extracted from air
US11555421B2 (en) 2017-10-06 2023-01-17 Source Global, PBC Systems for generating water with waste heat and related methods therefor
KR20190043411A (ko) * 2017-10-18 2019-04-26 삼성전자주식회사 스토리지 장치, 스토리지 장치를 포함하는 컴퓨팅 시스템, 그리고 스토리지 장치의 동작 방법
KR102057219B1 (ko) * 2017-11-21 2019-12-18 연세대학교 산학협력단 데이터 입출력 포화 검출 장치 및 방법
AU2018380168B2 (en) * 2017-12-06 2023-11-02 Source Global, PBC Systems for constructing hierarchical training data sets for use with machine-learning and related methods therefor
US11347679B2 (en) * 2018-02-08 2022-05-31 Alibaba Group Holding Limited Hybrid system-on-chip for power and performance prediction and control
WO2019217974A1 (en) 2018-05-11 2019-11-14 Zero Mass Water, Inc. Systems for generating water using exogenously generated heat, exogenously generated electricity, and exhaust process fluids and related methods therefor
KR102615443B1 (ko) 2018-05-25 2023-12-20 에스케이하이닉스 주식회사 머신 러닝 장치 및 이를 이용한 머신 러닝 시스템
US10600005B2 (en) * 2018-06-01 2020-03-24 Sas Institute Inc. System for automatic, simultaneous feature selection and hyperparameter tuning for a machine learning model
US11649183B2 (en) * 2018-07-26 2023-05-16 Mitsubishi Electric Corporation Water treatment plant
MY209588A (en) 2018-10-19 2025-07-23 Source Global Pbc Systems and methods for generating liquid water using highly efficient techniques that optimize production
US20200124566A1 (en) 2018-10-22 2020-04-23 Zero Mass Water, Inc. Systems and methods for detecting and measuring oxidizing compounds in test fluids
US12124969B2 (en) 2019-01-23 2024-10-22 International Business Machines Corporation Determining whether to process a host request by training a machine learning module
US10901793B2 (en) 2019-01-23 2021-01-26 International Business Machines Corporation Determining whether to process a host request using a machine learning module
JP7072535B2 (ja) * 2019-03-29 2022-05-20 株式会社メガチップス メモリシステム、コンピュータシステムおよび情報保護方法
BR112021021014A2 (pt) 2019-04-22 2021-12-14 Source Global Pbc Sistema e método de secagem de ar por adsorção de vapor d'água para geração de água líquida a partir do ar
US11375012B2 (en) * 2020-06-15 2022-06-28 Dell Products, L.P. Method and apparatus for determining feature usage on a set of storage systems deployed across multiple customer sites
CN113873538B (zh) * 2020-06-30 2025-05-06 华为技术有限公司 一种模型数据传输方法及通信装置
WO2022093999A1 (en) 2020-10-27 2022-05-05 Source Global, PBC Systems and methods for water treatment and storage
JP7040589B1 (ja) * 2020-12-01 2022-03-23 トヨタ自動車株式会社 機械学習方法及び機械学習システム
AU2022210999A1 (en) 2021-01-19 2023-08-24 Source Global, PBC Systems and methods for generating water from air
USD1094637S1 (en) 2021-04-21 2025-09-23 Source Global, PBC Water generation panel
CN113190176B (zh) * 2021-05-11 2023-01-10 上海华东汽车信息技术有限公司 一种数据存储方法、装置、电子设备及存储介质
US12154033B2 (en) 2021-08-13 2024-11-26 Electronics And Telecommunications Research Institute Deep network learning method using autonomous vehicle and apparatus for the same
AU2022358678A1 (en) 2021-10-08 2024-05-02 Source Global, PBC Systems and methods for water production, treatment, adjustment and storage
KR102782355B1 (ko) * 2021-10-19 2025-03-17 디토닉 주식회사 공간 빅데이터 분산 처리 기반 인공지능 모델 훈련 시스템 및 방법
KR20250011531A (ko) * 2023-07-14 2025-01-21 에스케이하이닉스 주식회사 메모리 장치

Family Cites Families (24)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20070061535A1 (en) * 2005-09-12 2007-03-15 Microsoft Corporation Processing unit enclosed operating system
US8127075B2 (en) * 2007-07-20 2012-02-28 Seagate Technology Llc Non-linear stochastic processing storage device
US8375190B2 (en) * 2007-12-11 2013-02-12 Microsoft Corporation Dynamtic storage hierarachy management
KR101552207B1 (ko) * 2008-10-07 2015-09-14 삼성전자주식회사 예비 영역을 가지는 반도체 메모리 장치
US20100223213A1 (en) * 2009-02-27 2010-09-02 Optillel Solutions, Inc. System and method for parallelization of machine learning computing code
US8261266B2 (en) * 2009-04-30 2012-09-04 Microsoft Corporation Deploying a virtual machine having a virtual hardware configuration matching an improved hardware profile with respect to execution of an application
CN102033713A (zh) * 2009-09-24 2011-04-27 凹凸电子（武汉）有限公司 电子系统、控制器及数据传输方法
US9558247B2 (en) 2010-08-31 2017-01-31 Samsung Electronics Co., Ltd. Storage device and stream filtering method thereof
EP2764472A4 (en) 2011-10-03 2015-10-14 Aol Inc SYSTEMS AND METHOD FOR CARRYING OUT A CONTEXT CLASSIFICATION WITH MONITORED AND UNWARNED TRAINING
US9633315B2 (en) * 2012-04-27 2017-04-25 Excalibur Ip, Llc Method and system for distributed machine learning
KR101388906B1 (ko) * 2012-05-30 2014-04-23 삼성전기주식회사 정전용량 감지 장치, 정전용량 감지 방법, 및 터치스크린 장치
US9436911B2 (en) * 2012-10-19 2016-09-06 Pearson Education, Inc. Neural networking system and methods
US20140114442A1 (en) * 2012-10-22 2014-04-24 The Boeing Company Real time control system management
JP2014164568A (ja) * 2013-02-26 2014-09-08 Nippon Telegr & Teleph Corp <Ntt> 端末装置、分散処理方法、分散処理プログラムおよび分散処理システム
US10223327B2 (en) 2013-03-14 2019-03-05 Fisher-Rosemount Systems, Inc. Collecting and delivering data to a big data machine in a process control system
CN104102475B (zh) * 2013-04-11 2018-10-02 腾讯科技（深圳）有限公司 分布式并行任务处理的方法、装置及系统
US8819335B1 (en) 2013-08-30 2014-08-26 NXGN Data, Inc. System and method for executing map-reduce tasks in a storage device
CN103559205A (zh) * 2013-10-09 2014-02-05 山东省计算中心 基于MapReduce的并行特征选择方法
US20150324690A1 (en) * 2014-05-08 2015-11-12 Microsoft Corporation Deep Learning Training System
US10318882B2 (en) * 2014-09-11 2019-06-11 Amazon Technologies, Inc. Optimized training of linear machine learning models
US10102480B2 (en) * 2014-06-30 2018-10-16 Amazon Technologies, Inc. Machine learning service
US9626227B2 (en) * 2015-03-27 2017-04-18 Intel Corporation Technologies for offloading and on-loading data for processor/coprocessor arrangements
US9720738B2 (en) * 2015-04-09 2017-08-01 International Business Machines Corporation Datacenter scheduling of applications using machine learning techniques
US20160358099A1 (en) * 2015-06-04 2016-12-08 The Boeing Company Advanced analytical infrastructure for machine learning

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Publication number Publication date
KR102509904B1 (ko) 2023-03-14
KR20160082678A (ko) 2016-07-08
CN112181289A (zh) 2021-01-05
CN105739917A (zh) 2016-07-06
JP2016126801A (ja) 2016-07-11
CN105739917B (zh) 2020-09-22
US20170371544A1 (en) 2017-12-28
US20160188207A1 (en) 2016-06-30
CN112181289B (zh) 2025-07-01
US9766818B2 (en) 2017-09-19

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