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Ultra-thin a-SiN_x protective overcoats for hard disks and read/write heads
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作者 丁万昱 徐军 +2 位作者 陆文琪 邓新绿 董闯 《Chinese Physics B》 SCIE EI CAS CSCD 2009年第4期1570-1573,共4页
This paper reports that amorphous silicon nitride (a-SiNx) overcoats were deposited at room temperature by microwave ECR plasma enhanced unbalanced magnetron sputtering. The 2 nm a-SiNs overcoat has better anti-corr... This paper reports that amorphous silicon nitride (a-SiNx) overcoats were deposited at room temperature by microwave ECR plasma enhanced unbalanced magnetron sputtering. The 2 nm a-SiNs overcoat has better anti-corrosion properties than that of reference a-CNx overcoats (2 4.5 nm). The superior anti-corrosion performance is attributed to its stoichiometric bond structure, where 94.8% Si atoms form Si-N asymmetric stretching vibration bonds. The N/Si ratio is 1.33 as in the stoichiometry of Si3N4 and corresponds to the highest hardness of 25.0 GPa. The surface is atomically smooth with RMS 〈 0.2 nm. The ultra-thin a-SiNx overcoats are promising for hard disks and read/write heads protective coatings. 展开更多
关键词 hard disk overcoat ULTRA-THIN a-SiNx plasma enhanced magnetron sputtering
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OPTIMAL TRACK SEEKING CONTROL OF DUAL-STAGE ACTUATOR FOR HIGH DENSITY HARD DISK DRIVES
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作者 Zhou Haomiao Wang Jie Zhou Youhe Zheng Xiaojing 《Acta Mechanica Solida Sinica》 SCIE EI 2006年第4期297-306,共10页
Based on generalized the variation method, by introducing Hamilton function and Lagrange multiplier, this paper proposed a linear quadratic optimal control strategy for an incomplete controllable system with fixed ter... Based on generalized the variation method, by introducing Hamilton function and Lagrange multiplier, this paper proposed a linear quadratic optimal control strategy for an incomplete controllable system with fixed terminal state and time. Applying the proposed optimal control to the simple two-input dual-stage actuator magnetic head positioning system with three degrees-of-freedom, the simulation results show that the system has no residual vibration at the terminal position and time, which can reduce the total access time during head positioning process. To verify the validation of the optimal control strategy of three degrees-of-freedom spring-mass models in actual magnetic head positioning of hard disk drives, a finite element model of an actual magnetic head positioning system is presented. Substituting the optimal control force from simple three degrees-of-freedom spring-mass models into the finite element model, the simulation results show that the magnetic head also has no residual vibration at the end of track-to-track travel. That is to say, the linear quadratic optimal control technique based on simple two-input dual- stage actuator system with three degrees-of-freedom proposed in this paper is of high reliability for the industrial application of an actual magnetic head positioning system. 展开更多
关键词 hard disk drives optimal track seeking control generalized variation method residual vibrationless
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Vibration Response Characteristics against the Radial and Axial Shocks on Small Size Hard Disk Drive Spindle Supported by Oil Film Bearings
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作者 Masayuki Ochiai Yuta Sunami Hiromu Hashimoto 《Journal of Mechanics Engineering and Automation》 2014年第7期547-554,共8页
This paper describes the experimental study on shock response of FDB (fluid dynamic bearing) spindle for HDDs (hard disk drives). The FDBs are widely used as rotating shaft support elements for HDD spindle motors.... This paper describes the experimental study on shock response of FDB (fluid dynamic bearing) spindle for HDDs (hard disk drives). The FDBs are widely used as rotating shaft support elements for HDD spindle motors. Recently, the opportunity for the HDD spindle motors exposed to external vibration has been increasing because the HDDs are used for various information related equipment such as mobile PCs (personal computers), video cameras, car navigation systems and so on. Hence, the rotating shaft has a possibility to come in contact with the bearing by external shocks and it causes wear or seizure to the bearing surface. To avoid the problem, it is extremely important to know how the spindle moves against the large shock on HDDs experimentally. However, as far as the authors know, there are few experimental studies treating the shock response of HDD spindles. In this paper, firstly, we propose a new test rig and experimental method for shock response of FDB spindles. Then the shock tests against the radial and axial disturbance on FDB spindle for 2.5" HDD are conducted. Finally, the experimental results of shock response waveforms and maximum displacement of disk are shown. 展开更多
关键词 TRIBOLOGY fluid film bearing hard disk drive spindle motor shock test shock response
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Design of Intersample Response in a Hard Disk Control System
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作者 Takao Sato Yoshiki Hattori Nozomu Araki Yasuo Konishi 《Journal of Mechanics Engineering and Automation》 2012年第7期405-410,共6页
The present paper discusses a design method for the head position in a Hard Disk Drive (HDD) control system. In the HDD control system, the sampling interval of the head position is constrained because of the hardwa... The present paper discusses a design method for the head position in a Hard Disk Drive (HDD) control system. In the HDD control system, the sampling interval of the head position is constrained because of the hardware specifications, but the hold interval of the control input is not constrained. In the present study, a multirate control system is designed, in which the sampling and the hold intervals are not equal. A multirate control law, which stabilizes a closed-loop system, is extended using newly introduced parameters such that the sample response of the plant output is maintained. Furthermore, intersample ripples in the steady state are eliminated using the new design parameters, which can be selected independently of the sample response. As a result, the intersample response can be improved independently of the sample response. The proposed method is applied to a benchmark problem of an HDD system, and its effectiveness is demonstrated. 展开更多
关键词 Multirate control system single-rate control system hard disk drive state-space representation intersample response sample response pole assignment.
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IDE Hard Disk Digital Image Record System Based on File Format
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作者 Yang Jianjun Wang Huachuang Zhang Yao 《微计算机信息》 2004年第10期111-111,110,共2页
In this hard disk record system,the IDE hard disk is controlled by FPGA(Field Programmable Gate Array),and the image is recorded to file format directly.In the same time,the recorded image is real-time and lossless.Al... In this hard disk record system,the IDE hard disk is controlled by FPGA(Field Programmable Gate Array),and the image is recorded to file format directly.In the same time,the recorded image is real-time and lossless.All of this is convenient for subsequent processing. 展开更多
关键词 FAT32(File Allocation Table) File FormatFPGA IDE(Integrated Device Electronics)hard disk
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Robust Optimum Design of Thrust Hydrodynamic Bearings for Hard Disk Drives 被引量:2
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作者 Hiromu Hashimoto Yuta Sunami 《Applied Mathematics》 2012年第10期1368-1379,共12页
This paper describes the robust optimum design which combines the geometrical optimization method proposed by Hashimoto and statistical method. Recently, 2.5″ hard disk drives (HDDs) are widely used for mobile device... This paper describes the robust optimum design which combines the geometrical optimization method proposed by Hashimoto and statistical method. Recently, 2.5″ hard disk drives (HDDs) are widely used for mobile devices such as laptops, video cameras and car navigation systems. In mobile applications, high durability towards external vibrations and shocks are essentials to the bearings of HDD spindle motor. In addition, the bearing characteristics are influenced by manufacturing error because of small size of the bearings of HDD. In this paper, the geometrical optimization is carried out to maximize the bearing stiffness using sequential quadratic programming to improve vibration characteristics. Additionally, the bearing stiffness is analyzed considering dimensional tolerance of the bearing using statistical method. The dimensional tolerance is assumed to distribute according to the Gaussian distribution, and then the bearing stiffness is estimated by combining the expectation and standard deviation. As a result, in the robust optimum design, new groove geometry of bearing can be obtained in which the bearing stiffness is four times higher than the stiffness of conventional spiral groove bearing. Moreover, the bearing has lower variability compared with the result of optimum design neglecting dimensional tolerance. 展开更多
关键词 ROBUST Optimum Design hard disk Drive HYDRODYNAMIC Bearing TOLERANCE Statistical Method
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Optimization of passive control performance for different hard disk drives subjected to shock excitation
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作者 Seyed Rashid Alavi Mehdi Rahmati Saeed Ziaei-Rad 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第4期891-899,共9页
Laptop personal computers(LPCs) and their components are vulnerable devices in harsh mechanical environments. One of the most sensitive components of LPCs is hard disk drive(HDD) which needs to be protected against da... Laptop personal computers(LPCs) and their components are vulnerable devices in harsh mechanical environments. One of the most sensitive components of LPCs is hard disk drive(HDD) which needs to be protected against damages attributable to shock and vibration in order to have better magnetic read/write performance. In the present work, a LPC and its HDD are modeled as two degrees of freedom system and the nonlinear optimization method is employed to perform a passive control through minimizing peak of HDD absolute acceleration caused by a base shock excitation. The presented shock excitation is considered as half-sine pulse of acceleration. In addition, eleven inequality constraints are defined based on geometrical limitations and allowable intervals of lumped modal parameters. The target of the optimization is to reach optimum modal parameters of rubber mounts and rubber feet as design variables and subsequently propose new characteristics of rubber mounts and rubber feet to be manufactured for the HDD protection against shock excitation. The genetic algorithm and the modified constrained steepest descent algorithm are employed in order to solve the nonlinear optimization problem for three widely-used commercial cases of HDD. Finally, the results of both optimization methods are compared to make sure about their accuracy. 展开更多
关键词 hard disk drive passive control shock EXCITATION SEQUENTIAL QUADRATIC programming GENETIC algorithm rubber
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Effect of AIBI as Free Radical Initiator on Abrasive-Free Polishing of Hard Disk Substrate
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作者 REN Xiao-yan LEI Hong +1 位作者 CHEN Ru-ling CHEN Yi 《上海大学学报(自然科学版)》 CAS CSCD 北大核心 2014年第6期680-688,共9页
To optimize the existing slurry for abrasive-free polishing(AFP)of hard disk substrate,a water-soluble free radical initiator,2,2-azobis[2-(2-imidazolin-2-yl)propane]dihydrochloride(AIBI)is introduced to the H2O2-base... To optimize the existing slurry for abrasive-free polishing(AFP)of hard disk substrate,a water-soluble free radical initiator,2,2-azobis[2-(2-imidazolin-2-yl)propane]dihydrochloride(AIBI)is introduced to the H2O2-based slurry.The polishing results show that,the material removal rate(MRR)of hard disk substrate polished with H2O2-based slurry containing AIBI is obviously higher than that without AIBI.The acting mechanism of the improved MRR is investigated.Electron paramagnetic resonances tests show that,by comparison with H2O2 slurry,H2O2-AIBI slurry provides higher concentration of hydroxyl radicals.Auger electron spectrometer analyses further demonstrate that the oxidation ability of H2O2-AIBI slurry is much greater than H2O2 slurry.In addition,potentiodynamic polarization tests show that the corrosion dissolution rate of hard disk substrate in H2O2-AIBI slurry is increased.Therefore that stronger oxidation ability and a higher corrosion dissolution rate of H2O2-AIBI slurry lead to higher MRR can be concluded. 展开更多
关键词 机械摩擦 机械原理 磨损 摩擦
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Airflow Simulation of Particle Suction Tool in Hard Disk Drives Assembly
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作者 Yimsiriwatana Narongwit Jearsiripongkul Thira 《材料科学与工程(中英文B版)》 2012年第8期493-504,共12页
关键词 硬盘驱动器 工具 气流 颗粒 模拟 目标区域 抽吸 操作过程
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Numerical Investigation of Flow Structure Interaction Coupling Effects in Hard Disk Drives
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作者 Eddie Yin-Kwee Ng Qing Ren Teo Ning Yu Liu 《World Journal of Mechanics》 2012年第1期9-18,共10页
This paper studies the flow structural interaction (FSI) within a hard disk drive (HDD) through the use of a novel coupling method. The interaction studied was the fluid induced vibration in the HDD. A two step coupli... This paper studies the flow structural interaction (FSI) within a hard disk drive (HDD) through the use of a novel coupling method. The interaction studied was the fluid induced vibration in the HDD. A two step coupling approach was used, where the fluid and structural components were solved sequentially. The result obtained was a ratio of 0.65 between the vibration amplitudes of a fixed head stack assembly (HSA) and a moving HSA. The ratio was next applied on a real 3.5 inch HDD, to allow the parameter to be further improved upon. A new benchmark index of 0.69 was developed from this. This parameter may allow future researchers to model the out of plane vibrations of a HSA easily, saving precious time. A 31% more accurate simulation of FSI within 3.5 inch HDD at 15000 rpm is achieved by the use of this new coupling method and benchmark index. 展开更多
关键词 hard disk DRIVES COUPLING Method Modeling Simulation and Optimization FSI
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Heat Source Analysis of Hard Disk Drives with Different Wall Conditions using Infrared System
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作者 Eddie Yin-Kwee Ng Wan Kee Ng Shaoyong Liu 《Engineering(科研)》 2011年第1期22-31,共10页
Increasing performance parameters of hard disk drive (HDD) such as higher capacity and faster data access speed with decreasing physical size make HDD more susceptible to thermal effects. Contact temperature measureme... Increasing performance parameters of hard disk drive (HDD) such as higher capacity and faster data access speed with decreasing physical size make HDD more susceptible to thermal effects. Contact temperature measurement using thermocouple is not suitable for the rotating platter of HDD. Heat analysis using simulation software requires accurate initial parameter setting such as thermal (initial & boundary) conditions of certain regions. Temperature measurement using infrared (IR) system avoids these limitations;it is non-contact, responsive and does not require initial parameter setting. Thermal pattern distribution can be studied from the thermal images. However, emissivity of the target has to be known and calibration of the system is essential for accurate temperature reading. This paper showed that temperature within the HDD increases with ambient temperature and time, but the thermal distribution pattern in the HDD was not affected by different ambient temperatures. Three wall boundary conditions were conducted to study the thermal distribution pattern in the HDD. A solution was then proposed based on the results obtained from the experiments to improve the heat transfer rate and steady state temperature, and reduce the detrimental effects from high thermal generation in future prototypes. Another important finding was that the averaged temperature of the head cap was generally higher compared to that of the disk, as the spindle motor is the primary heat source within the HDD. Heat source analysis of HDD with IR system allows designers to have better visibility of the temperature generated in different components of the HDD. Proper cooling may enhance disk life as well as ensure the stability and integrity of the system. 展开更多
关键词 HEAT Transfer Infrared hard disk Drive HEAT Source Analysis HEAT SINK CONDITIONS
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Abrasive-free polishing of hard disk substrate with H_(2)O_(2)-C_(4)H_(10)O_(2)-Na_(2)S_(2)O_(5) slurry 被引量:1
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作者 Weitao ZHANG Hong LEI 《Friction》 SCIE EI CAS 2013年第4期359-366,共8页
The effect of tert-butyl hydroperoxide-sodium pyrosulfite((CH3)3COOH-Na2S2O5)as an initiator system in H2O2-based slurry was investigated for the abrasive-free polishing(AFP)of a hard disk substrate.The polishing resu... The effect of tert-butyl hydroperoxide-sodium pyrosulfite((CH3)3COOH-Na2S2O5)as an initiator system in H2O2-based slurry was investigated for the abrasive-free polishing(AFP)of a hard disk substrate.The polishing results show that the H_(2)O_(2)-C_(4)H_(10)O_(2)-Na_(2)S_(2)O_(5) slurry exhibits a material removal rate(MRR)that is nearly 5 times higher than that of the H2O2 slurry in the AFP of the hard disk substrate.In addition,the surface polished by the slurry containing the initiator exhibits a lower surface roughness and has fewer nano-asperity peaks than that of the H2O2 slurry.Further,we investigate the polishing mechanism of H_(2)O_(2)-C_(4)H_(10)O_(2)-Na_(2)S_(2)O_(5) slurry.Electron spin-resonance spectroscopy and auger electron spectrometer analyses show that the oxidizing ability of the H_(2)O_(2)-C_(4)H_(10)O_(2)-Na_(2)S_(2)O_(5) slurry is much greater than that of the H2O2 slurry.The results of potentiodynamic polarization measurements show that the hard disk substrate in the H_(2)O_(2)-C_(4)H_(10)O_(2)-Na_(2)S_(2)O_(5) slurry can be rapidly etched,and electrochemical impedance spectroscopy analysis indicates that the oxide film of the hard disk substrate formed in the H_(2)O_(2)-C_(4)H_(10)O_(2)-Na_(2)S_(2)O_(5) slurry may be loose,and can be removed easily during polishing.The better oxidizing and etching ability of H_(2)O_(2)-C_(4)H_(10)O_(2)-Na_(2)S_(2)O_(5) slurry leads to a higher MRR in AFP for hard disk substrates. 展开更多
关键词 abrasive-free polishing material removal rate initiator hard disk substrate
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k-Dimensional hashing scheme for hard disk integrity verification in computer forensics
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作者 Zoe Lin JIANG Lucas Chi Kwong HUI +1 位作者 Siu Ming YIU Kam Pui CHOW 《Journal of Zhejiang University-Science C(Computers and Electronics)》 SCIE EI 2011年第10期809-818,共10页
Verifying the integrity of a hard disk is an important concern in computer forensics,as the law enforcement party needs to confirm that the data inside the hard disk have not been modified during the investigation.A t... Verifying the integrity of a hard disk is an important concern in computer forensics,as the law enforcement party needs to confirm that the data inside the hard disk have not been modified during the investigation.A typical approach is to compute a single chained hash value of all sectors in a specific order.However,this technique loses the integrity of all other sectors even if only one of the sectors becomes a bad sector occasionally or is modified intentionally.In this paper we propose a k-dimensional hashing scheme,kD for short,to distribute sectors into a kD space,and to calculate multiple hash values for sectors in k dimensions as integrity evidence.Since the integrity of the sectors can be verified depending on any hash value calculated using the sectors,the probability to verify the integrity of unchanged sectors can be high even with bad/modified sectors in the hard disk.We show how to efficiently implement this kD hashing scheme such that the storage of hash values can be reduced while increasing the chance of an unaffected sector to be verified successfully.Experimental results of a 3D scheme show that both the time for computing the hash values and the storage for the hash values are reasonable. 展开更多
关键词 Computer forensics Digital evidence hard disk integrity k-Dimensional hashing
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HARD DISK DRIVES CONTROL IN MOBILE APPLICATIONS
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作者 Shuzhi Sam GE Beibei REN Tong Heng LEE 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2007年第2期215-224,共10页
In this paper, control design is investigated for hard disk drives in mobile applications with unknown external arbitrarily fast time-varying disturbances. The disturbances can be estimated with exponential accuracy u... In this paper, control design is investigated for hard disk drives in mobile applications with unknown external arbitrarily fast time-varying disturbances. The disturbances can be estimated with exponential accuracy using the proposed disturbance observer based on a series of integral filters. The position error signal will converge to zero with the proposed control technique for systems subjected to the unknown disturbances. The effectiveness of the proposed method is demonstrated by extensive simulation studies. 展开更多
关键词 hard disk drives time-varying disturbances
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Influence of scanning velocity on the tribology performance of hard disk 被引量:1
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作者 JIANG Yan GUO Wanlin 《Chinese Science Bulletin》 SCIE EI CAS 2005年第17期1829-1833,共5页
The dependence of tribology behavior of hard disk on scanning velocity was investigated by friction force microscopy in both air and vacuum. It is found that the sur-face friction force decreases with increasing scann... The dependence of tribology behavior of hard disk on scanning velocity was investigated by friction force microscopy in both air and vacuum. It is found that the sur-face friction force decreases with increasing scanning velocity in air as well as in vacuum. In vacuum, due to the capillary force disappearing, the adhesive energy decreases signifi-cantly, and the friction force is much smaller than that in air. 展开更多
关键词 硬盘 扫描速度 摩擦学 纳米材料 转速
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Dynamic characteristics of hard disk drive spindles supported by hydrodynamic bearings
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作者 ZOU Qian MENG Yonggang +1 位作者 WEN Shizhu Daisuke KONNO State Key Laboratory of Tribology, Tsinghua University, Beijing 100084, China 《Science China Mathematics》 SCIE 2001年第S1期117-122,共6页
Most hard disk spindles currently used are supported by grease lubricated deep-groove ball bearings.However, in the trend of increasing spindle speed and reducing size and cost, the shortcomings of ball bearing spin-d... Most hard disk spindles currently used are supported by grease lubricated deep-groove ball bearings.However, in the trend of increasing spindle speed and reducing size and cost, the shortcomings of ball bearing spin-dles, such as high non-repeatable run out, high acoustic noise and short life time at high running speed, make themunsuitable for high performance hard disk drives (HDD). On the contrary, the dynamic characteristics of hydrody-namic bearing spindles are superior to that of ball bearing spindles. Therefore, they are considered to be the substi-tute of ball bearing spindles in HDD. In this paper, a simulative setup of HDD is build up. The dynamic characteristicsof liquid lubricated spiral groove bearing(SGB) spindles are studied. The effects of both operating condition andbearing clearance are investigated. It is found that running speed of the spindle has significant influence on its dy-namic performance, while the load has little influence. The effect of clearance is also evident. 展开更多
关键词 hard disk drive SPIRAL grooved BEARING SPINDLE motor
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面向时序SMART不平衡数据的硬盘故障预测算法
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作者 李国 侯雪雪 +1 位作者 李静 陈辉 《郑州大学学报(理学版)》 北大核心 2025年第3期19-27,共9页
针对数据存储中心硬盘故障数据稀少造成的故障预测效果不佳的问题,面向自我检测分析与报告技术(self-monitoring analysis and reporting technology,SMART)数据信息的时序特征,提出一种通过数据增强解决不平衡问题的硬盘故障预测算法... 针对数据存储中心硬盘故障数据稀少造成的故障预测效果不佳的问题,面向自我检测分析与报告技术(self-monitoring analysis and reporting technology,SMART)数据信息的时序特征,提出一种通过数据增强解决不平衡问题的硬盘故障预测算法。该算法利用长短期记忆网络改进传统的生成对抗网络,生成包含故障恶化趋势信息的序列段数据,解决了数据集不平衡问题。同时,为进一步提高预测性能,预测模型融合了时序注意力机制和特征注意力机制,挖掘不同SMART特征和时间步对硬盘故障恶化过程的敏感程度。此外,在特征选择阶段结合了多种典型特征选择算法来选取关键特征。在真实硬盘数据集上进行了实验验证,结果表明,所提算法的准确率、召回率和F 1值均有较大提升。 展开更多
关键词 不平衡数据 数据增强 硬盘故障预测 生成对抗网络 注意力机制
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增压式脉冲水射流破岩效果评价方法及规律分析
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作者 汤积仁 崔向东 +2 位作者 刘文川 姚奇 常帅康 《中国石油大学学报(自然科学版)》 北大核心 2025年第4期77-85,共9页
针对坚硬岩石难以破碎、射流破岩效果难以精确表征的问题,利用自主研发的增压式脉冲水射流试验系统,开展花岗岩的破碎试验,提出一种基于泊松盘采样的射流破岩效果宏观表征方法,据此进行增压式脉冲水射流破岩效果评价和规律分析。对冲蚀... 针对坚硬岩石难以破碎、射流破岩效果难以精确表征的问题,利用自主研发的增压式脉冲水射流试验系统,开展花岗岩的破碎试验,提出一种基于泊松盘采样的射流破岩效果宏观表征方法,据此进行增压式脉冲水射流破岩效果评价和规律分析。对冲蚀后的花岗岩试件进行三维扫描,获取冲蚀坑的点云数据,再通过泊松盘采样对点云数据进行重构,将拟合得到的曲面深度作为宏观表征参数,通过该参数分析射流压力和靶距对破岩效果的影响。利用该方法分析射流压力与靶距对非淹没条件下增压式脉冲射流垂直定点破岩的影响,并揭示射流压力-频率耦合作用下增压式脉冲水射流破岩性能参数阶跃机制。结果表明:三维扫描技术可以实现破岩效果宏观上的精确定量表征,泊松盘采样方法可以解决宏观表征结果离散性大的问题;增压式脉冲射流喷射压力与活塞往复频率存在耦合关系,输入压力的增加使喷射压力与活塞往复频率同时增大,岩石试件受到高压脉冲射流的高频冲击,从而导致射流破岩性能参数的跃升;提出的方法不仅适用于增压式脉冲水射流,还可拓展应用于其他射流形式,便于准确地分析射流参数对破岩效果的影响,有利于进一步优化射流。 展开更多
关键词 增压式脉冲水射流 硬岩 宏观表征 三维扫描 泊松盘采样
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构建计算机维修诊断中排除硬盘故障主题的教学设计 被引量:2
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作者 蒋琳峰 《办公自动化》 2025年第1期39-41,共3页
在现有产业背景下引入的新科技、新规范、新标准,为教材中开创性地引入虚拟化环境,并进行操作系统与常用软件应用方面的实训。展开以校企合作项目“计算机故障诊断与排除”为载体,施行课堂、社团、社会“三位一体”的教学。
关键词 电脑硬盘 故障判断与维修 硬件组装 教学设计
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基于改进GRU的海洋云平台硬盘故障预测算法
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作者 韩泽欣 王颀 +1 位作者 司佳 梁建峰 《计算机仿真》 2025年第8期567-571,576,共6页
硬盘是海洋云平台存储服务的载体,准确进行故障预测,有助于保障海洋云平台持续稳定运行。针对硬盘故障预测中正负样本均衡性较差导致预测效果不理想的问题,提出了一种基于改进GRU的海洋云平台硬盘故障预测算法,通过从特征和时序两个方... 硬盘是海洋云平台存储服务的载体,准确进行故障预测,有助于保障海洋云平台持续稳定运行。针对硬盘故障预测中正负样本均衡性较差导致预测效果不理想的问题,提出了一种基于改进GRU的海洋云平台硬盘故障预测算法,通过从特征和时序两个方面引入注意力机制,来增强关键信息的表达并降低不相关信息的影响,使得输入样本更加合理,实现更加精确的长时间序列预测。为验证算法有效性,使用真实海洋云平台硬盘数据进行实验,结果表明提出的基于改进GRU的海洋云平台硬盘故障预测算法具有更好的预测性能。 展开更多
关键词 硬盘故障预测 门控循环单元 注意力机制
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