DE112018003081T5 - Optimieren von benutzerzufriedenheit beim schulen eines kognitiven hierarchischen speicherverwaltungssystems - Google Patents

Optimieren von benutzerzufriedenheit beim schulen eines kognitiven hierarchischen speicherverwaltungssystems Download PDF

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DE112018003081T5
DE112018003081T5 DE112018003081.4T DE112018003081T DE112018003081T5 DE 112018003081 T5 DE112018003081 T5 DE 112018003081T5 DE 112018003081 T DE112018003081 T DE 112018003081T DE 112018003081 T5 DE112018003081 T5 DE 112018003081T5
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user
data
metadata
storage
management system
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Pending
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DE112018003081.4T
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German (de)
English (en)
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Stefan Ravizza
Tim Uwe Scheideler
Erik Rueger
Thorsten Muehge
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Kyndryl Inc
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International Business Machines Corp
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    • 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
    • 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
    • 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
    • G06N3/04—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
    • 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)
  • Data Mining & Analysis (AREA)
  • Human Computer Interaction (AREA)
  • Software Systems (AREA)
  • Computational Linguistics (AREA)
  • Evolutionary Computation (AREA)
  • Mathematical Physics (AREA)
  • Artificial Intelligence (AREA)
  • Computing Systems (AREA)
  • Biomedical Technology (AREA)
  • Molecular Biology (AREA)
  • General Health & Medical Sciences (AREA)
  • Biophysics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Databases & Information Systems (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
DE112018003081.4T 2017-07-20 2018-07-18 Optimieren von benutzerzufriedenheit beim schulen eines kognitiven hierarchischen speicherverwaltungssystems Pending DE112018003081T5 (de)

Applications Claiming Priority (3)

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

Publications (1)

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DE112018003081T5 true DE112018003081T5 (de) 2020-03-05

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DE112018003081.4T Pending DE112018003081T5 (de) 2017-07-20 2018-07-18 Optimieren von benutzerzufriedenheit beim schulen eines kognitiven hierarchischen speicherverwaltungssystems

Country Status (6)

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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)

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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
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US12099483B2 (en) * 2018-09-28 2024-09-24 Oracle International Corporation Rules based scheduling and migration of databases using complexity and weight
US11392561B2 (en) 2018-09-28 2022-07-19 Oracle International Corporation Data migration using source classification and mapping
US11847103B2 (en) 2018-09-28 2023-12-19 Oracle International Corporation Data migration using customizable database consolidation rules
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

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US7177883B2 (en) 2004-07-15 2007-02-13 Hitachi, Ltd. Method and apparatus for hierarchical storage management based on data value and user interest
GB0514529D0 (en) * 2005-07-15 2005-08-24 Ibm Virtualisation engine and method, system, and computer program product for managing the storage of data
US7596587B2 (en) * 2006-07-19 2009-09-29 Yahoo! Inc. Multi-tiered storage
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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
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Publication number Publication date
JP2020528179A (ja) 2020-09-17
WO2019016718A1 (en) 2019-01-24
GB2578981B (en) 2021-04-21
GB2578981A (en) 2020-06-03
US10705767B2 (en) 2020-07-07
CN110914815A (zh) 2020-03-24
JP7129465B2 (ja) 2022-09-01
CN110914815B (zh) 2024-04-19
US20190026048A1 (en) 2019-01-24
GB202000528D0 (en) 2020-02-26

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