CN114328048A - 一种磁盘故障预测方法及装置 - Google Patents

一种磁盘故障预测方法及装置 Download PDF

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Publication number
CN114328048A
CN114328048A CN202111582363.7A CN202111582363A CN114328048A CN 114328048 A CN114328048 A CN 114328048A CN 202111582363 A CN202111582363 A CN 202111582363A CN 114328048 A CN114328048 A CN 114328048A
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disk
failure prediction
disks
vector
information
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赵利强
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Zhengzhou Yunhai Information Technology Co Ltd
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Zhengzhou Yunhai Information Technology Co Ltd
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Priority to CN202111582363.7A priority Critical patent/CN114328048A/zh
Publication of CN114328048A publication Critical patent/CN114328048A/zh
Priority to PCT/CN2022/122337 priority patent/WO2023116111A1/fr
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    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F11/00—Error detection; Error correction; Monitoring
    • G06F11/22—Detection or location of defective computer hardware by testing during standby operation or during idle time, e.g. start-up testing
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F11/00—Error detection; Error correction; Monitoring
    • G06F11/30—Monitoring
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Biophysics (AREA)
  • General Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Artificial Intelligence (AREA)
  • Biomedical Technology (AREA)
  • Quality & Reliability (AREA)
  • Computational Linguistics (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Computing Systems (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Computer Hardware Design (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Debugging And Monitoring (AREA)
CN202111582363.7A 2021-12-22 2021-12-22 一种磁盘故障预测方法及装置 Pending CN114328048A (zh)

Priority Applications (2)

Application Number Priority Date Filing Date Title
CN202111582363.7A CN114328048A (zh) 2021-12-22 2021-12-22 一种磁盘故障预测方法及装置
PCT/CN2022/122337 WO2023116111A1 (fr) 2021-12-22 2022-09-28 Procédé et appareil de prédiction de défaillance de disque

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CN202111582363.7A CN114328048A (zh) 2021-12-22 2021-12-22 一种磁盘故障预测方法及装置

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Cited By (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN114880175A (zh) * 2022-05-18 2022-08-09 天津安锐捷技术有限公司 一种基于大脑新皮质层原理的硬盘异常检测系统及方法
CN115375630A (zh) * 2022-05-02 2022-11-22 河南大学 基于CBNet模型的乳腺肿瘤良恶性智能识别与预测系统及方法
CN115827356A (zh) * 2023-02-23 2023-03-21 北京大道云行科技有限公司 服务器磁盘故障检测方法及系统、存储介质、电子设备
WO2023116111A1 (fr) * 2021-12-22 2023-06-29 郑州云海信息技术有限公司 Procédé et appareil de prédiction de défaillance de disque
CN117074628A (zh) * 2023-10-17 2023-11-17 山东鑫建检测技术有限公司 一种多传感器空气质量检测设备故障定位方法
CN118657175A (zh) * 2024-08-19 2024-09-17 山东云海国创云计算装备产业创新中心有限公司 模型生成方法、故障预测方法、装置、设备、介质及产品

Families Citing this family (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN117312863B (zh) * 2023-11-29 2024-02-02 山东理工昊明新能源有限公司 故障检测模型的构建方法、电力设备故障检测方法及装置
CN118338483B (zh) * 2024-06-12 2024-10-18 深圳市旭日伟光科技有限公司 一种磁悬浮led灯的智能控制方法、系统及存储介质
CN118567902B (zh) * 2024-08-05 2024-10-15 四川省华存智谷科技有限责任公司 一种ssd盘的亚健康管理与故障预测方法

Family Cites Families (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7236911B1 (en) * 2004-06-16 2007-06-26 Western Digital Technologies, Inc. Using a genetic algorithm to select a subset of quality metrics as input to a disk drive failure prediction algorithm
CN111192237B (zh) * 2019-12-16 2023-05-02 重庆大学 一种基于深度学习的涂胶检测系统和方法
CN111124732A (zh) * 2019-12-20 2020-05-08 浪潮电子信息产业股份有限公司 一种磁盘故障的预测方法、系统、设备及存储介质
CN112183581A (zh) * 2020-09-07 2021-01-05 华南理工大学 基于自适应迁移神经网络的半监督机械故障诊断方法
CN112596964B (zh) * 2020-12-15 2024-05-17 中国建设银行股份有限公司 磁盘故障的预测方法及装置
CN114328048A (zh) * 2021-12-22 2022-04-12 郑州云海信息技术有限公司 一种磁盘故障预测方法及装置

Cited By (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2023116111A1 (fr) * 2021-12-22 2023-06-29 郑州云海信息技术有限公司 Procédé et appareil de prédiction de défaillance de disque
CN115375630A (zh) * 2022-05-02 2022-11-22 河南大学 基于CBNet模型的乳腺肿瘤良恶性智能识别与预测系统及方法
CN114880175A (zh) * 2022-05-18 2022-08-09 天津安锐捷技术有限公司 一种基于大脑新皮质层原理的硬盘异常检测系统及方法
CN115827356A (zh) * 2023-02-23 2023-03-21 北京大道云行科技有限公司 服务器磁盘故障检测方法及系统、存储介质、电子设备
CN117074628A (zh) * 2023-10-17 2023-11-17 山东鑫建检测技术有限公司 一种多传感器空气质量检测设备故障定位方法
CN117074628B (zh) * 2023-10-17 2024-01-09 山东鑫建检测技术有限公司 一种多传感器空气质量检测设备故障定位方法
CN118657175A (zh) * 2024-08-19 2024-09-17 山东云海国创云计算装备产业创新中心有限公司 模型生成方法、故障预测方法、装置、设备、介质及产品

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