CN112181289B - 电子系统及其操作方法以及计算机可读介质 - Google Patents

电子系统及其操作方法以及计算机可读介质 Download PDF

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CN112181289B
CN112181289B CN202010876188.1A CN202010876188A CN112181289B CN 112181289 B CN112181289 B CN 112181289B CN 202010876188 A CN202010876188 A CN 202010876188A CN 112181289 B CN112181289 B CN 112181289B
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data
combination
storage
block
learning
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CN112181289A (zh
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I.S.崔
奇亮奭
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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
    • G06F3/0604—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
    • G06F3/0602—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
    • G06F3/0628—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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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Software Systems (AREA)
  • Human Computer Interaction (AREA)
  • Computing Systems (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Mathematical Physics (AREA)
  • Medical Informatics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Biomedical Technology (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Biophysics (AREA)
  • Neurology (AREA)
  • Computational Linguistics (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Debugging And Monitoring (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
  • User Interface Of Digital Computer (AREA)
  • Stored Programmes (AREA)
  • Information Transfer Between Computers (AREA)
CN202010876188.1A 2014-12-31 2015-12-31 电子系统及其操作方法以及计算机可读介质 Active CN112181289B (zh)

Applications Claiming Priority (5)

Application Number Priority Date Filing Date Title
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
CN201511030671.3A CN105739917B (zh) 2014-12-31 2015-12-31 具有学习机制的电子系统及其操作方法

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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
US10357739B2 (en) 2016-05-20 2019-07-23 Zero Mass Water Inc. Systems and methods for water extraction control
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
US10436615B2 (en) 2017-04-24 2019-10-08 Carnegie Mellon University Virtual sensor system
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
MY206477A (en) 2017-07-14 2024-12-18 Source Global Pbc Systems for controlled treatment of water with ozone and related methods therefor
US10725735B2 (en) 2017-07-31 2020-07-28 Allegro Artificial Intelligence Ltd System and method for merging annotations of datasets
WO2019050866A1 (en) 2017-09-05 2019-03-14 Zero Mass Water, Inc. SYSTEMS AND METHODS FOR MANAGING THE PRODUCTION AND DISTRIBUTION OF LIQUID WATER EXTRACTED FROM AIR
MX2020002481A (es) 2017-09-05 2021-02-15 Zero Mass Water Inc Sistemas y metodos para producir agua liquida extraida del aire.
MX2020004213A (es) 2017-10-06 2021-01-15 Zero Mass Water Inc Sistemas para generar agua con calor residual y metodos relacionados para lo mismo.
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
SG11202005334RA (en) * 2017-12-06 2020-07-29 Zero Mass Water Inc Systems for constructing hierarchical training data sets for use with machine-learning and related methods therefor
WO2019153187A1 (en) * 2018-02-08 2019-08-15 Alibaba Group Holding Limited Hybrid system-on-chip for power and performance prediction and control
US11607644B2 (en) 2018-05-11 2023-03-21 Source Global, PBC 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
EP3866948A1 (en) 2018-10-19 2021-08-25 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
AU2020262259B2 (en) 2019-04-22 2025-09-11 Source Global, PBC Water vapor adsorption air drying system and method for generating liquid water from air
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
MX2023004915A (es) 2020-10-27 2023-07-21 Source Global Pbc Sistemas y metodos para el tratamiento y almacenamiento de agua.
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
US12486184B2 (en) 2021-10-08 2025-12-02 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
KR101546072B1 (ko) * 2008-10-07 2015-08-21 삼성전자주식회사 반도체 디스크 장치, 그것을 포함하는 컴퓨팅 시스템, 그리고 그것의 동작 방법
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
US9104655B2 (en) 2011-10-03 2015-08-11 Aol Inc. Systems and methods for performing contextual classification using supervised and unsupervised 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
US10102480B2 (en) * 2014-06-30 2018-10-16 Amazon Technologies, Inc. Machine learning service
US10318882B2 (en) * 2014-09-11 2019-06-11 Amazon Technologies, Inc. Optimized training of linear machine learning models
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

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
Shivaram Venkataraman等.Presto: Distributed Machine Learning and Graph Processing with Sparse Matrices.EuroSys '13: Proceedings of the 8th ACM European Conference on Computer Systems.2013,第197-210页. *

Also Published As

Publication number Publication date
KR20160082678A (ko) 2016-07-08
CN105739917A (zh) 2016-07-06
CN112181289A (zh) 2021-01-05
KR102509904B1 (ko) 2023-03-14
US20170371544A1 (en) 2017-12-28
JP2016126801A (ja) 2016-07-11
US20160188207A1 (en) 2016-06-30
JP6533470B2 (ja) 2019-06-19
CN105739917B (zh) 2020-09-22
US9766818B2 (en) 2017-09-19

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