JP7129465B2 - コグニティブ階層型ストレージ管理システムを訓練する際のユーザ満足度の最適化 - Google Patents
コグニティブ階層型ストレージ管理システムを訓練する際のユーザ満足度の最適化 Download PDFInfo
- Publication number
- JP7129465B2 JP7129465B2 JP2020501789A JP2020501789A JP7129465B2 JP 7129465 B2 JP7129465 B2 JP 7129465B2 JP 2020501789 A JP2020501789 A JP 2020501789A JP 2020501789 A JP2020501789 A JP 2020501789A JP 7129465 B2 JP7129465 B2 JP 7129465B2
- Authority
- JP
- Japan
- Prior art keywords
- user
- data
- metadata
- storage
- management system
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Active
Links
Images
Classifications
-
- 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
- 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
- G06F16/10—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
- 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
Landscapes
- 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)
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 (3)
| Publication Number | Publication Date |
|---|---|
| JP2020528179A JP2020528179A (ja) | 2020-09-17 |
| JP2020528179A5 JP2020528179A5 (enExample) | 2020-11-05 |
| JP7129465B2 true JP7129465B2 (ja) | 2022-09-01 |
Family
ID=65015064
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| JP2020501789A Active JP7129465B2 (ja) | 2017-07-20 | 2018-07-18 | コグニティブ階層型ストレージ管理システムを訓練する際のユーザ満足度の最適化 |
Country Status (6)
| Country | Link |
|---|---|
| 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)
| 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 |
| 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 |
Citations (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2006031668A (ja) | 2004-07-15 | 2006-02-02 | Hitachi Ltd | データ価値に基づく階層型ストレージ管理の為の方法と装置 |
| US20080313109A1 (en) | 2007-06-13 | 2008-12-18 | Zorik Machulsky | System, method and computer program product for eveluating a storage policy |
| JP2014232348A (ja) | 2013-05-28 | 2014-12-11 | 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 |
Family Cites Families (19)
| 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 |
| 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 |
| US8135900B2 (en) | 2007-03-28 | 2012-03-13 | Kabushiki Kaisha Toshiba | Integrated memory management and memory management method |
| 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 |
| US8751493B2 (en) * | 2012-04-23 | 2014-06-10 | Google Inc. | Associating a file type with an application in a network storage service |
| 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 |
| 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 |
-
2017
- 2017-07-20 US US15/654,840 patent/US10705767B2/en active Active
-
2018
- 2018-07-18 WO PCT/IB2018/055324 patent/WO2019016718A1/en not_active Ceased
- 2018-07-18 JP JP2020501789A patent/JP7129465B2/ja active Active
- 2018-07-18 GB GB2000528.6A patent/GB2578981B/en active Active
- 2018-07-18 DE DE112018003081.4T patent/DE112018003081T5/de active Pending
- 2018-07-18 CN CN201880047068.1A patent/CN110914815B/zh active Active
Patent Citations (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2006031668A (ja) | 2004-07-15 | 2006-02-02 | Hitachi Ltd | データ価値に基づく階層型ストレージ管理の為の方法と装置 |
| US20080313109A1 (en) | 2007-06-13 | 2008-12-18 | Zorik Machulsky | System, method and computer program product for eveluating a storage policy |
| JP2014232348A (ja) | 2013-05-28 | 2014-12-11 | 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 |
Non-Patent Citations (2)
| Title |
|---|
| 野澤 哲生,IBMが人間に似せたストレージ 重要なことだけを記録可能に ビッグデータ時代のデータ急増に対処,日経エレクトロニクス,日本,日経BP社,2016年05月20日,第1168号,p.20 |
| 飯澤 健、外3名,デバイス性能モデルを用いた制御による階層型ハイブリッド・ストレージ・システムのアクセス性能向上,第9回データ工学と情報マネジメントに関するフォーラム,日本,電子情報通信学会データ工学研究専門委員会 日本データベース学会 情報処理学会データベースシステム研究会,2017年02月27日,p.1-8 |
Also Published As
| Publication number | Publication date |
|---|---|
| JP2020528179A (ja) | 2020-09-17 |
| WO2019016718A1 (en) | 2019-01-24 |
| GB2578981B (en) | 2021-04-21 |
| GB2578981A (en) | 2020-06-03 |
| DE112018003081T5 (de) | 2020-03-05 |
| US10705767B2 (en) | 2020-07-07 |
| CN110914815A (zh) | 2020-03-24 |
| CN110914815B (zh) | 2024-04-19 |
| US20190026048A1 (en) | 2019-01-24 |
| GB202000528D0 (en) | 2020-02-26 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| JP7129465B2 (ja) | コグニティブ階層型ストレージ管理システムを訓練する際のユーザ満足度の最適化 | |
| US11232083B2 (en) | Facilitating dynamically unified system of record in an on-demand services environment | |
| US11119654B2 (en) | Determining an optimal storage environment for data sets and for migrating data sets | |
| US10861117B2 (en) | Server-side, variable drive health determination | |
| US10552038B2 (en) | Object storage architecture based on file_heat | |
| US9037921B1 (en) | Variable drive health determination and data placement | |
| CN104903890B (zh) | 用于选择性地路由高速缓存的对象的系统和方法 | |
| US10983822B2 (en) | Volume management by virtual machine affiliation auto-detection | |
| US12475082B2 (en) | System and method for synchronizing delete operations between primary and secondary databases | |
| US8972799B1 (en) | Variable drive diagnostics | |
| US11182368B2 (en) | Indexing data in a table based on data usage statistics | |
| JP7626560B2 (ja) | リモート・ファイルの予測プロビジョニング方法、システム、プログラム | |
| US20170024654A1 (en) | Predicting capacity based upon database elements | |
| US12260107B1 (en) | Efficient handling of data purge requests | |
| US11755219B1 (en) | Block access prediction for hybrid cloud storage | |
| US11119655B2 (en) | Optimized performance through leveraging appropriate disk sectors for defragmentation in an erasure coded heterogeneous object storage cloud | |
| CN112748852B (zh) | 用于管理盘的方法、电子设备和计算机程序产品 | |
| US10592415B2 (en) | Modified consistency hashing rings for object store controlled WAN cache infrastructure | |
| US9792192B1 (en) | Client-side, variable drive health determination | |
| US10963307B2 (en) | Client-side memory management in component-driven console applications | |
| KR102895625B1 (ko) | 원격-저장 파일들의 예측 제공 | |
| US12326841B1 (en) | Background incremental deletion cleanup techniques at storage services | |
| US10642741B2 (en) | Accessing tables with heterogeneous partitions |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20200824 |
|
| A621 | Written request for application examination |
Free format text: JAPANESE INTERMEDIATE CODE: A621 Effective date: 20201222 |
|
| A977 | Report on retrieval |
Free format text: JAPANESE INTERMEDIATE CODE: A971007 Effective date: 20210820 |
|
| A131 | Notification of reasons for refusal |
Free format text: JAPANESE INTERMEDIATE CODE: A131 Effective date: 20211005 |
|
| A711 | Notification of change in applicant |
Free format text: JAPANESE INTERMEDIATE CODE: A711 Effective date: 20211220 |
|
| A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20220104 |
|
| A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A821 Effective date: 20211221 |
|
| A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20211228 |
|
| A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20220204 |
|
| A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20220304 |
|
| A131 | Notification of reasons for refusal |
Free format text: JAPANESE INTERMEDIATE CODE: A131 Effective date: 20220607 |
|
| A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20220721 |
|
| TRDD | Decision of grant or rejection written | ||
| A01 | Written decision to grant a patent or to grant a registration (utility model) |
Free format text: JAPANESE INTERMEDIATE CODE: A01 Effective date: 20220802 |
|
| A61 | First payment of annual fees (during grant procedure) |
Free format text: JAPANESE INTERMEDIATE CODE: A61 Effective date: 20220822 |
|
| R150 | Certificate of patent or registration of utility model |
Ref document number: 7129465 Country of ref document: JP Free format text: JAPANESE INTERMEDIATE CODE: R150 |
|
| R250 | Receipt of annual fees |
Free format text: JAPANESE INTERMEDIATE CODE: R250 |