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Improving self-assembly quality of colloidal crystal guided by statistical design of experiments 被引量:1
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作者 吴以治 许小亮 +3 位作者 张海明 刘玲 李继超 杨大宝 《Chinese Physics B》 SCIE EI CAS CSCD 2017年第3期564-568,共5页
A versatile and reliable approach is created to fabricate wafer-scale colloidal crystal that consists of a monolayer of hexagonally close-packed polystyrene (PS) spheres. Making wafer-scale colloidal crystal is usua... A versatile and reliable approach is created to fabricate wafer-scale colloidal crystal that consists of a monolayer of hexagonally close-packed polystyrene (PS) spheres. Making wafer-scale colloidal crystal is usually challenging, and it lacks a general theoretical guidance for experimental approaches. To obtain the optimal conditions for self-assembly, a systematic statistical design and analysis method is utilized here, which applies the pick-the-winner rule. This new method combines spin-coating and thermal treatment, and introduces a mixture of glycol and ethanol as a dispersion system to assist self-assembly. By controlling the parameters of self-assembly, we improve the quality of colloidal crystal and reduce the effect of noise on the experiment. To our best knowledge, we are first to pave this path to harvest colloidal crystals. Importantly, a theoretical analysis using an energy landscape base on our process is also developed to provide insights into the PS spheres' self-assembly. 展开更多
关键词 SELF-ASSEMBLY colloidal crystal polystyrene spheres statistical design
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Application of Monte-Carlo statistical experiments in design of ocean engineering - Estimating the parameters, models and probabilities 被引量:2
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作者 Liu Defu, Shi Jiangang and Zhou Zhigang Department of Ocean Engineering and Naval Architecture, Tianjin University. Tianjin, China Business & Project Division China Offshore Industrial Corporation (COIC).No. 10 Beixiaojie,Yuetan,BeijingsChina 《Acta Oceanologica Sinica》 SCIE CAS CSCD 1990年第4期587-597,共11页
Recently, some results have been acquired with the Monte- Carlo statistical experiments in the design of ocean en gineering. The results show that Monte-Carlo statistical experiments can be widely used in estimating t... Recently, some results have been acquired with the Monte- Carlo statistical experiments in the design of ocean en gineering. The results show that Monte-Carlo statistical experiments can be widely used in estimating the parameters of wave statistical distributions, checking the probability model of the long- term wave extreme value distribution under a typhoon condition and calculating the failure probability of the ocean platforms. 展开更多
关键词 Estimating the parameters Application of Monte-Carlo statistical experiments in design of ocean engineering
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Application of Statistical Design Strategies to Optimize the Preparation of Cuo Nanoparticles by Hydrothermal Technique
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作者 Reda Mohamed Ibreheem Mkhalid Elham Azaam 《Materials Sciences and Applications》 2011年第8期981-987,共7页
Synthesis of CuO nanoparticles by hydrothermal technique in presence of cetyltrimethylammonium bromide (CTAB) as surfactant was carried out by statistically designed experiments based on Box Behnken method. Reaction p... Synthesis of CuO nanoparticles by hydrothermal technique in presence of cetyltrimethylammonium bromide (CTAB) as surfactant was carried out by statistically designed experiments based on Box Behnken method. Reaction parameters as time, temperature and surfactant concentration have been studied to show their effect on CuO particle size and morphology. The results of experimental design indicate that the surfactant concentration, reaction time and temperature were significant in. CuO particles were characterized using XRD and SEM. These work findings showed that CuO nanoparticles were formed at 100oC. On other hand, their crystallinity was improved with rising temperature from 100 to 200oC to achieve particle size of CuO in the range of 49-92 nm. 展开更多
关键词 statistical design CUO Nanoparticles SURFACTANT HYDROTHERMAL
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The Statistical Experimental Design for Chemical Reactors Modeling
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作者 Graciela Prieto Oscar Prieto +3 位作者 Teresa Unzaga Carlos Gay Kazunori Takashima Akira Mizuno 《Applied Mathematics》 2016年第14期1534-1546,共13页
The Statistical Experimental Design techniques are the most powerful tools for the chemical reactors experimental modeling. Empirical models can be formulated for representing the chemical behavior of reactors with th... The Statistical Experimental Design techniques are the most powerful tools for the chemical reactors experimental modeling. Empirical models can be formulated for representing the chemical behavior of reactors with the minimal effort in the necessary number of experimental runs, hence, minimizing the consumption of chemicals and the consumption of time due to the reduction in the number of experimental runs and increasing the certainty of the results. Four types of nonthermal plasma reactors were assayed seeking for the highest efficiency in obtaining hydrogen and ethylene. Three different geometries for AC high voltage driven reactors, and only a single geometry for a DC high voltage pulse driven reactor were studied. According to the fundamental principles of chemical kinetics and considering an analogy among the reaction rate and the applied power to the plasma reactor, the four reactors are modeled following the classical chemical reactors design to understand if the behavior of the nonthermal plasma reactors can be regarded as the chemical reactors following the flow patterns of PFR (Plug Flow Reactor) or CSTR (Continuous Stirred Tank Reactor). Dehydrogenation is a common elimination reaction that takes place in nonthermal plasmas. Owing to this characteristic, a paraffinic heavy oil with an average molecular weight corresponding to C15 was used to study the production of light olefins and hydrogen. 展开更多
关键词 Chemical Reactors Modeling statistical Experimental designs Nonthermal Plasma Chemical Reactors
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Application of Statistical Design Strategies to Optimize the Preparation of ZnO Nanoparticles by Hydrothermal Technique
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作者 I.A. Mkhalid 《Journal of Environmental Science and Engineering》 2010年第6期67-72,共6页
Synthesis of ZnO nanoparticles by hydrothermal technique in presence of cetyltrimethylammonium bromide (CTAB) as surfactant was carried out by statistically designed experiments based on Box Behnken method. The mean... Synthesis of ZnO nanoparticles by hydrothermal technique in presence of cetyltrimethylammonium bromide (CTAB) as surfactant was carried out by statistically designed experiments based on Box Behnken method. The mean parameters, surfactant concentration, time and temperature have been studied to show their effect on ZnO particle size and morphology. The results of experimental design indicate that the surfactant concentration, reaction time and temperature were significant. ZnO particles were investigated using XRD and SEM and the findings show that ZnO nanoparticles were formed at 100 ℃ and their crystallinity were improved with temperature rise from 100 to 200 ℃. Particle size of ZnO in the range of 39-76 nm is achieved using this technique. 展开更多
关键词 statistical design ZnO NANOPARTICLES SURFACTANT hydrothermal.
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Optimization of Fermentation Medium for Epothilones Production with Sequential Statistical Approach 被引量:6
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作者 MENG Fan-xin LI You-xin GUO Wei-liang LU Jia-hui DU Lin-na TENG Li-rong 《Chemical Research in Chinese Universities》 SCIE CAS CSCD 2010年第1期86-91,共6页
A sequential statistical approach was applied to optimizing the fermentation medium of epothilones(Epos) production by means of a mutant which was obtained by treating polyangium cellulosum ATCC 15384 with nitrite a... A sequential statistical approach was applied to optimizing the fermentation medium of epothilones(Epos) production by means of a mutant which was obtained by treating polyangium cellulosum ATCC 15384 with nitrite and ultraviolet. The effects of different carbon sources and nitrogen sources on the fermentation medium were tested, and the suitable ones were selected. Then a uniform design was employed to design the experiments. A linear model was developed for identifying the significant components in fermentation medium, while a third degree polynomial model was used for studying the relationship between the concentration of the components in fermentation medium and the yield of Epos(YEPs). A pattern search method was used for searching the optimum fermentation medium in the test space, which was as follows(g/L): potassium nitrate 8.00, soybean peptone 17.60, potassium hydrogen phos- phate 1.00, beef extraction 6.46, yeast extraction 1.00, calcium chloride 0.25, sodium chloride 1.00 and ferric chloride 0.02. The optimum fermentation medium was expected to result in a yield of Epos(YEPs) of 2.48 mg/L. The validation experiments with the optimum medium were performed in triplicate and the average yield of Epos was 2.45 mg/L which was 7.78 times higher than that of Epos prepared without optimization. 展开更多
关键词 statistical approach EPOTHILONES Uniform design Optimization of fermentation medium
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Statistical determination of significant curved I-girder bridge seismic response parameters 被引量:1
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作者 Junwon Seo 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2013年第2期251-260,共10页
Curved steel bridges are commonly used at interchanges in transportation networks and more of these structures continue to be designed and built in the United States. Though the use of these bridges continues to incre... Curved steel bridges are commonly used at interchanges in transportation networks and more of these structures continue to be designed and built in the United States. Though the use of these bridges continues to increase in locations that experience high seismicity, the effects of curvature and other parameters on their seismic behaviors have been neglected in current risk assessment tools. These tools can evaluate the seismic vulnerability of a transportation network using fragility curves. One critical component of fragility curve development for curved steel bridges is the completion of sensitivity analyses that help identify influential parameters related to their seismic response. In this study, an accessible inventory of existing curved steel girder bridges located primarily in the Mid-Atlantic United States (MAUS) was used to establish statistical characteristics used as inputs for a seismic sensitivity study. Critical seismic response quantities were captured using 3D nonlinear finite element models. Influential parameters from these quantities were identified using statistical tools that incorporate experimental Plackett-Burman Design (PBD), which included Pareto optimal plots and prediction profiler techniques. The findings revealed that the potential variation in the influential parameters included number of spans, radius of curvature, maximum span length, girder spacing, and cross-frame spacing. These parameters showed varying levels of influence on the critical bridge response. 展开更多
关键词 Plackett-Burman design pareto plot prediction profiler statistical characteristics steel bridge seismic response
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The Design of Stall-Regulated Wind Turbine Blade for a Maximum Annual Energy Output and Minimum Cost of Energy Based on a Specific Wind Statistic
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作者 W. Sridech T. Chitsomboon 《Journal of Power and Energy Engineering》 2014年第6期10-21,共12页
The design of a stall-regulated wind turbine to achieve a maximum annual energy output is still a formidable task for engineers. The design could be carried out using an average wind speed together with a standard sta... The design of a stall-regulated wind turbine to achieve a maximum annual energy output is still a formidable task for engineers. The design could be carried out using an average wind speed together with a standard statistical distribution such as a Weibull with k = 2.0. In this study a more elaborated design will be attempted by also considering the statistical bias as a design criterion. The wind data used in this study were collected from three areas of the Lamtakong weather station in Nakhonratchasima Provice, the Khaokoh weather station in Phetchaboon and the Sirindhorn dam weather station in Ubonratchathani, Thailand. The objective is to design a best aerodynamic configurations for the blade (chord, twist and pitch) using the same airfoil as that of NREL Phase VI wind turbine. Such design is carried out at a design wind speed point. Wind turbine blades were optimized for both maximum annual energy production and minimum cost of energy using a method that take into account aerodynamic and structural considerations. The work will be carried out by the program “SuWiTStat” which was developed by the authors and based on BEM Theory (Blade Element Momentum). Another side issue is the credibility of the Weibull statistic in representing the real wind measurement. This study uses a regression analysis to determine this issue. 展开更多
关键词 Component WIND TURBINE BLADE design ANNUAL Power Yield Local WIND statistic Cost of ENERGY
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Practice and Thoughts on due Statistics for Four Classes of Enterprises Above Designated Size
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作者 Yan Qinglan 《Economics World》 2021年第3期139-143,共5页
“Four classes of enterprises above designated size”(hereinafter called four-classes enterprises)refer to objects of statistical survey that have reached a certain scale in China’s current statistical method system,... “Four classes of enterprises above designated size”(hereinafter called four-classes enterprises)refer to objects of statistical survey that have reached a certain scale in China’s current statistical method system,including four classes in national economy,namely,industrial enterprises above designated size,construction and real estate development and management enterprises above qualifications,wholesale and retail,catering and accommodation enterprises,and service enterprises above designated size,which are the primary part of national economic and social development activities.This paper is focused on analyzing the practice and difficulties in the current statistics work of four-classes enterprises,and then this paper proposes some recommendations. 展开更多
关键词 four classes of enterprises above designated size method of statistics statistics system
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基于Access的电子健康记录管理数据库设计
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作者 欧雪山 《计算机应用文摘》 2026年第3期143-145,共3页
随着信息技术的飞速发展,电子健康记录系统已成为现代医疗体系的重要基础设施,其核心功能是实现患者健康信息的系统化、高效化管理。文章以Microsoft Access数据库为基础,设计并实现了一套电子健康记录管理数据库系统。借助Access平台... 随着信息技术的飞速发展,电子健康记录系统已成为现代医疗体系的重要基础设施,其核心功能是实现患者健康信息的系统化、高效化管理。文章以Microsoft Access数据库为基础,设计并实现了一套电子健康记录管理数据库系统。借助Access平台在数据建模、界面开发与查询统计方面的灵活性优势,构建了覆盖患者基本信息、病历记录、检查结果及用药信息等核心模块的集成化管理平台。系统通过规范化的表结构设计、关系建立及窗体查询功能,支持多维度数据检索与统计分析,有效提升了患者信息管理工作的准确性和效率。实际应用表明,该系统能够显著减少人工录入错误与重复操作,为临床决策及机构管理提供及时、可靠的数据支持。 展开更多
关键词 电子健康记录 Microsoft Access 数据库设计 医疗信息管理 数据查询与统计
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AI驱动的个性化学习路径生成及教学过程优化研究——以田间试验设计与统计分析课程为例
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作者 王德信 赵忠华 +1 位作者 李敏 张贵生 《菏泽学院学报》 2026年第1期83-91,共9页
人工智能技术迅猛发展,正推动教育教学模式发生根本性变革。聚焦涉农专业核心课程田间试验设计与统计分析,针对其理论抽象、实践性强、学生数理基础差异大等难点,构建AI驱动的个性化学习路径生成与教学过程优化模型。该模型深度融合知... 人工智能技术迅猛发展,正推动教育教学模式发生根本性变革。聚焦涉农专业核心课程田间试验设计与统计分析,针对其理论抽象、实践性强、学生数理基础差异大等难点,构建AI驱动的个性化学习路径生成与教学过程优化模型。该模型深度融合知识图谱、个性化学习方法与强化学习算法,动态规划并实时调优个性化学习路径,对学生认知水平与学习风格持续优化;同时设计教师与AI协同教学优化机制,实现因材施教。教学实践表明,该模型提升了学生学习兴趣与知识掌握度,增强了解决农业实际问题的能力,为AI赋能涉农专业课程提供了可借鉴的理论基础与实践范例。 展开更多
关键词 人工智能 个性化学习路径 教学过程优化 田间试验设计与统计分析 教学改革
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告别“缺陷”:人工智能致损无过错责任的法理根据
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作者 徐舒浩 《政治与法律》 北大核心 2026年第2期114-129,共16页
在自动驾驶语境中,人工智能软件产品缺陷是指预测模型和决策函数在事故基础率、预测误差率、假阴性率上没有达到合理的安全标准。但晚近的计算机科学研究已经表明,低事故基础率、低预测误差率以及低假阴性率的“三低”状态不具有理论上... 在自动驾驶语境中,人工智能软件产品缺陷是指预测模型和决策函数在事故基础率、预测误差率、假阴性率上没有达到合理的安全标准。但晚近的计算机科学研究已经表明,低事故基础率、低预测误差率以及低假阴性率的“三低”状态不具有理论上的可能性,处理其中两项“缺陷”的过程,必然伴随着放大剩下一项“缺陷”。为了保证人工智能的安全性,有理由放弃假阴性率这一指标,如此便会导致“缺陷”这一概念在人工智能致损责任分配问题上式微。而一旦告别“缺陷”,纯粹因自动化决策而产生的损害赔偿责任就应当采纳二层次判断方案。第一层次是“无过错责任”,即只要能够证明损害发生时处于自动化决策状态,就由人工智能软件提供者承担损害赔偿责任;第二层次是“安全性证明+风险基金补偿”,即被告通过统计型证据举证证明软件的事故基础率和预测误差率符合市场准入门槛时,由行业组织设立的风险基金承担替代责任。 展开更多
关键词 自动驾驶 人工智能 统计型证据 设计缺陷 无过错责任
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多元融合的贝叶斯公式教学设计
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作者 于淼 刘三阳 《高等数学研究》 2026年第1期79-83,共5页
本文给出了概率论与数理统计课程中贝叶斯公式的课堂教学设计与探究.在课堂教学中,以红色校史及历史小故事为引子,激发学生兴趣、引发思考;结合优势学科及专业特点,将专业案例融入到课程教学中;借助树图模型,利用已学知识引导学生逆向思... 本文给出了概率论与数理统计课程中贝叶斯公式的课堂教学设计与探究.在课堂教学中,以红色校史及历史小故事为引子,激发学生兴趣、引发思考;结合优势学科及专业特点,将专业案例融入到课程教学中;借助树图模型,利用已学知识引导学生逆向思维,从而推导出本节课的主题;结合寓言故事,以数释文,融入课程育人元素. 展开更多
关键词 贝叶斯公式 多元融合 概率论与数理统计 教学设计
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基于BIM技术的结构设计优化应用研究——以某高架桥为例
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作者 段朝升 《四川建筑科学研究》 2026年第1期23-29,共7页
随着信息化技术的日益发展,建筑信息模型(building information modeling,BIM)技术已在建筑结构设计领域得到较为成熟的运用。对于一些结构复杂的建筑工程,在设计阶段解决结构和机电等专业的冲突,对于保障现场顺利施工至关重要。以新加... 随着信息化技术的日益发展,建筑信息模型(building information modeling,BIM)技术已在建筑结构设计领域得到较为成熟的运用。对于一些结构复杂的建筑工程,在设计阶段解决结构和机电等专业的冲突,对于保障现场顺利施工至关重要。以新加坡裕廊区域线登加车辆段与综合基地J101项目的高架桥为研究对象,采用REVIT软件进行三维可视化桥梁结构建模、参数化设计,最终解决了桥面板主筋与抗剪钢筋、剪力键钢筋、预埋管道等的冲突问题以及完成了工程量的自动统计,为工程项目带来了较好的经济效益。研究表明:BIM技术具有可视化、协同化、参数化等优点,能够显著提高建筑结构设计的质量和效率;本文为同类工程提供了可复制的数字化解决方案,对推动建筑行业技术进步及智能化转型具有重要示范价值。 展开更多
关键词 BIM技术 高架桥 REVIT软件 结构设计优化 工程量自动统计
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The methodology flaws in Hinman's acupuncture clinical trial, Part Ⅱ: Zelen design and effectiveness dilutions 被引量:4
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作者 Arthur Yin Fan 《Journal of Integrative Medicine》 SCIE CAS CSCD 2015年第3期136-139,共4页
In the October 2014 publication of JAMA, Dr. Hinman and colleagues published the study “Acupuncture for Chronic Knee Pain: A Randomized Clinical Trial,” which concluded that in patients older than 50 years with mod... In the October 2014 publication of JAMA, Dr. Hinman and colleagues published the study “Acupuncture for Chronic Knee Pain: A Randomized Clinical Trial,” which concluded that in patients older than 50 years with moderate or severe chronic knee pain, neither laser nor needle acupuncture conferred benefit over sham for pain or function. Our findings do not support acupuncture for these patients. 展开更多
关键词 ACUPUNCTURE chronic knee pain Hinman Zelen design clinical trial statistICS FLAWS
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The methodology flaws in Hinman's acupuncture clinical trial, Part Ⅰ: Design and results interpretation 被引量:4
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作者 Arthur Yin Fan 《Journal of Integrative Medicine》 SCIE CAS CSCD 2015年第2期65-68,共4页
In the October 2014 edition of JAMA, Dr. Hinman and her colleagues published an acupuncture clinical trial entitled Acupuncture for Chronic Knee Pain: A Randomized Clinical Trial" and concluded that in patients olde... In the October 2014 edition of JAMA, Dr. Hinman and her colleagues published an acupuncture clinical trial entitled Acupuncture for Chronic Knee Pain: A Randomized Clinical Trial" and concluded that in patients older than 50 years with moderate or severe chronic knee pain, neither laser nor needle acupuncture conferred benefit over sham for pain or function. Our findings do not support acupuncture for these patients[1]. 展开更多
关键词 ACUPUNCTURE ARTHRALGIA chronic knee pain Hinman Zelen design clinical trial statistics FLAWS
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基于Design-expert的试验设计与统计课程研究生教学改革实践 被引量:7
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作者 顿国强 姜新波 《安徽农业科学》 CAS 2021年第21期280-282,共3页
为实现农业机械化专业硕士研究生利用课程所学知识解决实际问题能力的培养目标,达到试验设计与统计课程的教学目的,将Design-expert试验设计分析软件引入到试验设计与统计的课程教学中,对教学内容、课程资源、教学模式及考核方式等方面... 为实现农业机械化专业硕士研究生利用课程所学知识解决实际问题能力的培养目标,达到试验设计与统计课程的教学目的,将Design-expert试验设计分析软件引入到试验设计与统计的课程教学中,对教学内容、课程资源、教学模式及考核方式等方面进行了改革实践,提出了翻转课堂+报告+课程论文的教学考核模式。结果表明,课程改革激发学生学习兴趣,调动学生自主性,降低学习难度,提升了学生使用Design-expert完成试验设计与统计分析应用能力,并锻炼了学生的文献查阅、语言表达、写作技能、科学研究等方面的能力,同时提升了学生的综合素质,显著提高了整体教学质量。 展开更多
关键词 试验设计与统计 design-expert 农业机械化 研究生 教学改革
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ON DESIGN METHOD OF THE PRECISION CAM PROFILE WITH RANDOM PROCESSING ERRORS 被引量:4
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作者 Zhao ZhisuMechatronics Engineering andAutomation Institute,National University ofDefense Technology,Changsha 410073, China 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2003年第1期10-12,共3页
Based on probability and statistic, a design method of precision cam profileconcerning the influence of random processing errors is advanced. Combining the design with theprocess, which can be used to predict that cam... Based on probability and statistic, a design method of precision cam profileconcerning the influence of random processing errors is advanced. Combining the design with theprocess, which can be used to predict that cam profiles will be successfully processed or not in thedesign stage, design of the cam can be done by balancing the economization and reliability. Inaddition, an fuzzy deduction method based on Bayers formula is advanced to estimate processingreasonable of the designed precision cam profile, and it take few samples. 展开更多
关键词 Cam profiles design Random processing errors Probability and statistic
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Application of Uniform Experimental Design in Optimizing Excitation Parameters for Magnetic Frequency Mixing Measurements 被引量:2
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作者 Yu Chang Jingpin Jiao +3 位作者 Xiucheng Liu Guanghai Li Cunfu He Bin Wu 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2020年第1期197-209,共13页
Excitation parameter preferences are key factors a ecting the performance of magnetic frequency mixing detection.A uniform experimental design method was used to analyze this influence.Using fuzzy theory,a comprehensi... Excitation parameter preferences are key factors a ecting the performance of magnetic frequency mixing detection.A uniform experimental design method was used to analyze this influence.Using fuzzy theory,a comprehensive model is established for evaluating the e ect of magnetic frequency mixing.A polynomial is selected as the regression function to express explicitly the correlation between the excitation parameters and the frequency-mixing e ect.The excitation parameters were then optimized using genetic algorithm.Magnetic frequency mixing experiments were conducted to measure the surface hardness of some ferromagnetic materials.Frequency mixing is further enhanced under the optimal settings,resulting in an improvement in the measurement sensitivity.The results of this study support the application of the magnetic frequency mixing technique in non-destructive testing. 展开更多
关键词 MAGNETIC frequency MIXING technology EXCITATION parameters UNIFORM experimental design Regression statistical method Surface HARDNESS measurement
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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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