CN110914815B - 在训练认知分层存储管理系统时优化用户满意度 - Google Patents

在训练认知分层存储管理系统时优化用户满意度 Download PDF

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CN110914815B
CN110914815B CN201880047068.1A CN201880047068A CN110914815B CN 110914815 B CN110914815 B CN 110914815B CN 201880047068 A CN201880047068 A CN 201880047068A CN 110914815 B CN110914815 B CN 110914815B
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user
metadata
storage device
data
storage
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CN110914815A (zh
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S·拉维扎
T·U·施埃德雷尔
E·鲁尔格尔
T·穆尔赫格
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Qindarui Co
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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
    • G06F3/0668—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
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/10—File systems; File servers
    • G06F16/18—File system types
    • G06F16/185—Hierarchical storage management [HSM] systems, e.g. file migration or policies thereof
    • 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
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/30—Information retrieval; Database structures therefor; File system structures therefor of unstructured textual data
    • G06F16/33—Querying
    • G06F16/335—Filtering based on additional data, e.g. user or group profiles
    • 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
    • G06F3/0605—Improving or facilitating administration, e.g. storage management by facilitating the interaction with a user or administrator
    • 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
    • G06F3/0646—Horizontal data movement in storage systems, i.e. moving data in between storage devices or systems
    • G06F3/0647—Migration mechanisms
    • G06F3/0649—Lifecycle management
    • 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
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/0499—Feedforward networks
    • 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
    • G06N3/09—Supervised learning

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • Human Computer Interaction (AREA)
  • Data Mining & Analysis (AREA)
  • Software Systems (AREA)
  • Artificial Intelligence (AREA)
  • Computational Linguistics (AREA)
  • Evolutionary Computation (AREA)
  • Mathematical Physics (AREA)
  • Computing Systems (AREA)
  • Databases & Information Systems (AREA)
  • Biomedical Technology (AREA)
  • Molecular Biology (AREA)
  • General Health & Medical Sciences (AREA)
  • Biophysics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
CN201880047068.1A 2017-07-20 2018-07-18 在训练认知分层存储管理系统时优化用户满意度 Active CN110914815B (zh)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US15/654,840 2017-07-20
US15/654,840 US10705767B2 (en) 2017-07-20 2017-07-20 Optimizing user satisfaction when training a cognitive hierarchical storage-management system
PCT/IB2018/055324 WO2019016718A1 (en) 2017-07-20 2018-07-18 OPTIMIZING USER SATISFACTION IN LEARNING A COGNITIVE HIERARCHICAL STORAGE MANAGEMENT SYSTEM

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CN110914815A CN110914815A (zh) 2020-03-24
CN110914815B true CN110914815B (zh) 2024-04-19

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US (1) US10705767B2 (enExample)
JP (1) JP7129465B2 (enExample)
CN (1) CN110914815B (enExample)
DE (1) DE112018003081T5 (enExample)
GB (1) GB2578981B (enExample)
WO (1) WO2019016718A1 (enExample)

Families Citing this family (17)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US10592145B2 (en) * 2018-02-14 2020-03-17 Commvault Systems, Inc. Machine learning-based data object storage
US11966359B1 (en) * 2018-03-22 2024-04-23 Amazon Technologies, Inc. Automated tier-based transitioning for data objects
US10572159B1 (en) 2018-03-22 2020-02-25 Amazon Technologies, Inc. Smart data storage tiers for data object transitioning
US10956058B2 (en) * 2018-08-03 2021-03-23 Western Digital Technologies, Inc. Tiered storage system with tier configuration by peer storage devices
US11914860B2 (en) * 2018-08-20 2024-02-27 Macronix International Co., Ltd. Data storage for artificial intelligence-based applications
JP7176296B2 (ja) * 2018-08-23 2022-11-22 株式会社リコー 通信端末、通信システム、ログデータ送信方法、プログラム
US11847103B2 (en) 2018-09-28 2023-12-19 Oracle International Corporation Data migration using customizable database consolidation rules
US11392561B2 (en) 2018-09-28 2022-07-19 Oracle International Corporation Data migration using source classification and mapping
US12099483B2 (en) * 2018-09-28 2024-09-24 Oracle International Corporation Rules based scheduling and migration of databases using complexity and weight
US11438413B2 (en) * 2019-04-29 2022-09-06 EMC IP Holding Company LLC Intelligent data storage and management for cloud computing
US11741380B2 (en) * 2020-01-31 2023-08-29 Oracle International Corporation Machine learning predictions for database migrations
CN112506435B (zh) * 2020-12-12 2024-04-02 南京地铁建设有限责任公司 一种应用于自动扶梯的数据分级存储方法及系统
US11561978B2 (en) 2021-06-29 2023-01-24 Commvault Systems, Inc. Intelligent cache management for mounted snapshots based on a behavior model
US11829627B2 (en) * 2021-08-16 2023-11-28 Micron Technology, Inc. Data migration schedule prediction using machine learning
CN114706535B (zh) * 2022-05-18 2022-08-26 北京中科开迪软件有限公司 一种磁光电混合存储方法及装置
US11928038B2 (en) 2022-06-21 2024-03-12 International Business Machines Corporation Managing data sets based on user activity
US12380239B1 (en) * 2023-04-07 2025-08-05 Veeva Systems Inc. Systems and methods for providing secure multi-tiered access to case datasets

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101223498A (zh) * 2005-07-15 2008-07-16 国际商业机器公司 用于管理数据存储的方法、系统和计算机程序产品以及虚拟化引擎
CN104471528A (zh) * 2012-04-23 2015-03-25 谷歌公司 将文件类型与网络存储服务中的应用相关联

Family Cites Families (20)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH0934898A (ja) * 1995-07-19 1997-02-07 Fujitsu Ltd 事例蓄積検索システム
US7751628B1 (en) * 2001-12-26 2010-07-06 Reisman Richard R Method and apparatus for progressively deleting media objects from storage
US7177883B2 (en) * 2004-07-15 2007-02-13 Hitachi, Ltd. Method and apparatus for hierarchical storage management based on data value and user interest
US7596587B2 (en) * 2006-07-19 2009-09-29 Yahoo! Inc. Multi-tiered storage
US8135900B2 (en) 2007-03-28 2012-03-13 Kabushiki Kaisha Toshiba Integrated memory management and memory management method
US7899763B2 (en) * 2007-06-13 2011-03-01 International Business Machines Corporation System, method and computer program product for evaluating a storage policy based on simulation
US20120166749A1 (en) * 2009-09-08 2012-06-28 International Business Machines Corporation Data management in solid-state storage devices and tiered storage systems
US8627035B2 (en) * 2011-07-18 2014-01-07 Lsi Corporation Dynamic storage tiering
US8930667B2 (en) * 2011-12-13 2015-01-06 International Business Machines Corporation Controlling the placement of data in a storage system
JP6035991B2 (ja) 2012-08-15 2016-11-30 富士通株式会社 ストレージ制御方法、およびストレージ制御装置
US8918586B1 (en) 2012-09-28 2014-12-23 Emc Corporation Policy-based storage of object fragments in a multi-tiered storage system
US20140149424A1 (en) 2012-11-23 2014-05-29 Mobitv, Inc Time weighted content recommendation
US9037791B2 (en) * 2013-01-22 2015-05-19 International Business Machines Corporation Tiered caching and migration in differing granularities
GB2512856A (en) * 2013-04-09 2014-10-15 Ibm Method for file handling in a hierarchical storage environment and corresponding hierarchical storage environment
US9092159B1 (en) 2013-04-30 2015-07-28 Emc Corporation Object classification and identification from raw data
JP6152704B2 (ja) * 2013-05-28 2017-06-28 富士通株式会社 ストレージシステム、情報処理装置の制御プログラム、およびストレージシステムの制御方法
US9411539B2 (en) * 2014-09-24 2016-08-09 International Business Machines Corporation Providing access information to a storage controller to determine a storage tier for storing data
US9489137B2 (en) 2015-02-05 2016-11-08 Formation Data Systems, Inc. Dynamic storage tiering based on performance SLAs
US10324914B2 (en) * 2015-05-20 2019-06-18 Commvalut Systems, Inc. Handling user queries against production and archive storage systems, such as for enterprise customers having large and/or numerous files
US12314219B2 (en) * 2017-06-26 2025-05-27 Acronis International Gmbh System and method for data classification using machine learning during archiving

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101223498A (zh) * 2005-07-15 2008-07-16 国际商业机器公司 用于管理数据存储的方法、系统和计算机程序产品以及虚拟化引擎
CN104471528A (zh) * 2012-04-23 2015-03-25 谷歌公司 将文件类型与网络存储服务中的应用相关联

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
T-Archive:基于分级存储的信息生命周期管理系统;熊伟伟;汪东升;;计算机工程与设计(第05期);全文 *

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GB2578981A (en) 2020-06-03
US20190026048A1 (en) 2019-01-24
JP7129465B2 (ja) 2022-09-01
JP2020528179A (ja) 2020-09-17
GB2578981B (en) 2021-04-21
DE112018003081T5 (de) 2020-03-05
CN110914815A (zh) 2020-03-24
WO2019016718A1 (en) 2019-01-24
US10705767B2 (en) 2020-07-07
GB202000528D0 (en) 2020-02-26

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