ANOVA

方差分析
  • 文章类型: Journal Article
    目前,锂粘土中没有国家和国际认证的参考材料(CRM),可以为国际单位制(SI)进行可靠和可追溯的锂测量。因此,有必要参考,以满足采矿和活动方面的需求,这些活动涉及使用锂,以有利于从其多种用途和相关的勘探利益中获得的经济,剥削,和锂矿石的处理。在这项研究中,根据ISO17034:2016和ISOGuide35:2017的规定,开发并认证了Li在粘土中的参考材料(RM)候选物。使用不同质量大小的RM(0.05、0.1和0.25g)来评价均匀性。在稳定性评估中进行了同步研究(短期稳定性),受不同温度(20、40和50°C)下的运输效果的影响,确定时间为6周,除了经典(长期)研究19周。使用微波辅助酸消解处理样品,并使用火焰原子吸收光谱法(FAAS)的分析技术进行Li测量。对于0.05和0.1g的样品质量大小,CRM是均匀的,W(Li)的质量分数在RM中对于20、40和50°C的温度是稳定的。确定的有效期为3年。
    Currently, there are no national and international certified reference materials (CRM) in lithium clays that can make reliable and traceable lithium measurements for the International System of Units (SI). Hence, it is necessary to have references to meet the needs in terms of mining and activities that involve the use of lithium to favor the economy derived from its multiple uses and associated benefits in the exploration, exploitation, and handling of lithium ore. In this study, a candidate for reference material (RM) of Li in clays was developed and certified based on the provisions of ISO 17034:2016 and ISO Guide 35:2017. Different mass sizes of the RM (0.05, 0.1, and 0.25 g) were used to evaluate homogeneity. An isochronous study (short-term stability) was carried out in the assessment of stability, influenced by the effects of transport at different temperatures (20, 40, and 50 °C) for a determined time of 6 weeks, in addition to a classic (long-term) study for 19 weeks. The sample was treated using microwave-assisted acid digestion and Li measurements were performed using the analytical technique of Flame Atomic Absorption Spectrometry (FAAS). The CRM is homogeneous for the sample mass sizes of 0.05 and 0.1 g, and the mass fraction of w(Li) was stable in the RM for temperatures of 20, 40, and 50 °C. The determined period of validity was 3 years.
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  • 文章类型: Journal Article
    本研究对BSR噪声评价定量指标的预测,响度N10,用于使用统计和机器学习具有噪声的声源。在9点位置测量的130个汽车座椅共获得1170个数据点,与高斯噪声集成构造合成声音数据。使用了与声音质量和声压有关的十个物理量,并将其定义为dB和波动强度,考虑统计特性和响度N10。BSR定量指标预测采用回归分析与K折交叉验证,DNN在坚持,和DNN在K折交叉验证中。K折交叉验证模型中的DNN表现出相对较高的预测精度,尤其是数据量比较小的时候。结果表明,将机器学习应用于BSR预测可以预测定量指标,而无需复杂的公式,即使有噪声,也可以轻松估计特定的物理量。
    This study researched the prediction of the BSR noise evaluation quantitative index, Loudness N10, for sound sources with noise using statistics and machine learning. A total of 1170 data points was obtained from 130 automotive seats measured at 9-point positions, with Gaussian noise integrated to construct synthetic sound data. Ten physical quantities related to sound quality and sound pressure were used and defined as dB and fluctuation strength, considering statistical characteristics and Loudness N10. BSR quantitative index prediction was performed using regression analysis with K-fold cross-validation, DNN in hold-out, and DNN in K-fold cross-validation. The DNN in the K-fold cross-validation model demonstrated relatively superior prediction accuracy, especially when the data quantity was relatively small. The results demonstrate that applying machine learning to BSR prediction allows for the prediction of quantitative indicators without complex formulas and that specific physical quantities can be easily estimated even with noise.
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  • 文章类型: Journal Article
    艺术体操中的杂技元素在着陆过程中的高垂直地面反作用力(VGRF)与躯干和下肢受伤风险有关。由于关于啦啦队受伤风险因素的类似数据很少,这项研究的目的是评估VGRF在啦啦队休息和疲劳传单的弹出式下移中的作用。这项研究招募了15名德国啦啦队员,包括七个女性传单和八个男性基地。预计疲劳运动员的表现会发生变化,可能会增加受伤的风险。然而,两者都不是平均VGRF(休息:6.0±1.9BW,疲劳:6.2±1.3BW,总体范围:2.1-14.9BW),在锻炼后,传单的各个VGRF时间过程也没有显着变化。相反,我们表明,传单的着陆能力-而不是基地的捕获能力-显著影响最大和时间解决的影响。
    High vertical ground reaction forces (VGRF) during landings following acrobatic elements in artistic gymnastics is associated with trunk and lower extremity injury risk. As similar data regarding injury risk factors in cheerleading are scarce, the purpose of this study was to assess VGRF in pop-off dismounts of rested and fatigued flyers in cheerleaders. Fifteen German cheerleaders were recruited for this study, including seven female flyers and eight male bases. It was expected that performance would change in fatiguing athletes, potentially increasing the risk for injuries. However, neither the mean VGRF (rested: 6.0 ± 1.9  BW, fatigued: 6.2 ± 1.3  BW, overall range: 2.1-14.9 BW) nor the individual VGRF-time courses of the flyers changed significantly after the workout. Instead, we show that the flyers\' ability to land - but not the bases\' ability to catch - significantly influences the maximum and time-resolved impacts.
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  • 文章类型: Journal Article
    本研究探讨了加工参数如何影响表面粗糙度(SR),刀具磨损率(TWR),混合铝金属基复合材料(AMMC)的电火花加工(EDM)过程中的材料去除率(MRR)。该复合材料包括在铝7075(Al7075)基体中的6%碳化硅(SiC)和6%碳化硼(B4C)。采用组合优化方法来平衡这些因素,评估脉冲开启时间,Current,电压,和脉冲关闭时间。响应面方法(RSM)优化的单个响应,而多响应优化采用了结合熵权法(EWM)的混合方法,田口方法,TOPSIS,和GRA。方差分析(ANOVA)评估参数显著性,揭示了对SR的重大影响,MRR,和EWR。基于TOPSIS和GRA,优化的参数达到了理想的平衡:高MRR(0.4172,0.5240毫米/分钟),最小EWR(0.0068,0.0103mm2001/min),和基于EWM加权优先级的可接受SR(10.3877,9.1924μm)。确认实验验证了接近系数提高了15%,灰色关联度提高了16%,考虑组合SR,MRR,和EWR性能。用最佳参数加工的表面的扫描电子显微镜(SEM)分析显示出最少的碎片,裂缝,没有重铸层,表明高表面完整性。这项研究增强了AMMC的EDM优化,实现加工效率,最小化工具磨损,满足表面质量要求。
    This study explores how machining parameters affect Surface Roughness (SR), Tool Wear Rate (TWR), and Material Removal Rate (MRR) during Electrical Discharge Machining (EDM) of a hybrid aluminum metal matrix composite (AMMC). The composite includes 6 % Silicon carbide (SiC) and 6 % Boron carbide (B4C) in an Aluminum 7075 (Al7075) matrix. A combined optimization approach was used to balance these factors, evaluating Pulse ON time, Current, Voltage, and Pulse OFF time. Response Surface Methodology (RSM) optimized single responses, while multi-response optimization employed a hybrid method combining the Entropy Weight Method (EWM), Taguchi approach, TOPSIS, and GRA. Analysis of Variance (ANOVA) assessed parameter significance, revealing substantial impacts on SR, MRR, and EWR. Based on TOPSIS and GRA, optimized parameters achieved a desirable balance: high MRR (0.4172, 0.5240 mm³/min), minimal EWR (0.0068, 0.0103 mm³/min), and acceptable SR (10.3877, 9.1924 μm) based on EWM-weighted priorities. Confirmation experiments validated a 15 % improvement in the closeness coefficient, and a 16 % improvement in the Grey relational grade, which considers combined SR, MRR, and EWR performance. Scanning Electron Microscope (SEM) analysis of surfaces machined with optimal parameters showed minimal debris, cracks, and no recast layer, indicating high surface integrity. This research enhances EDM optimization for AMMC, achieving efficiency in machining, minimizing tool wear, and meeting surface quality requirements.
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  • 文章类型: Journal Article
    镁合金复合材料是汽车应用的重要材料,由于其高刚度等特征,优越的阻尼电阻,高强度,和轻量级。这里,研究的目标是通过与1x105Pa真空压铸工艺相关的流体搅拌冶金路线,建立0、1、3和5体积百分比(体积%)的纳米二氧化锆(ZrO2)颗粒(50nm)的AZ91合金纳米复合材料。结构形态的暴露,硬度,和复合材料的冲击韧性进行了分析,并确定了5vol%的纳米AZ91合金复合材料是均匀的颗粒分散,增强硬度(97.6HV),最佳韧性为21.2J/mm2。然而,由于硬质磨料颗粒具有较高的硬度,复合材料面加工困难,导致工具磨损。该实验通过使用碳化钨涂层立铣刀来预测镁合金纳米复合材料(AZ91/5vol%)立铣刀操作过程中的最佳铣削参数,以获得通过通用线性模型(GLM)ANOVA方法分析的低表面粗糙度和刀具磨损的最大金属去除率。端铣操作的输入条件各不相同,像进给速度(0.1-0.4mm/转),切削深度(0.05-0.2mm),和主轴转速(250-1000rpm)。在方差分析GLM方法中,L16设计实验是固定的,用于进一步的相互作用分析。由切削深度和进给速度预测的结果占主导地位,在决定刀具磨损中起着重要作用,表面粗糙度,和MRR。
    The magnesium alloy composite is a vital material for automotive applications due to its features like high stiffness, superior damping resistance, high strength, and lightweight. Here, the motto of research is to establish the AZ91 alloy nanocomposite with the exposures of 0, 1, 3, and 5 volume percentages (vol%) of nano zirconium dioxide (ZrO2) particles (50nm) through fluid stir metallurgy route associated with 1x105 Pa vacuum die cast process. Exposures on structural morphology, hardness, and impact toughness of composite are analyzed and identified as the nano AZ91 alloy composite enclosed with 5vol% is homogenous particle dispersion, enhanced hardness (97.6HV), and optimum toughness of 21.2J/mm2. However, composite faces machining difficulties due to the hard abrasive particles with higher hardness, resulting in tool wear. This experiment predicts the optimum mill parameters during the end mill operation of magnesium alloy nanocomposite (AZ91/5vol%) by using a tungsten carbide coated end mill cutter to attain the maximum metal removal rate with low surface roughness and tool wear analyzed via the general linear model (GLM) ANOVA approach. The input conditions for end milling operation vary, like feed rate (0.1 -0.4mm/rev), depth of cut (0.05 -0.2mm), and spindle speed (250-1000rpm). During the ANOVA GLM approach, the L16 design experiment is fixed for further interaction analysis. The results predicted by the depth to cut and feed rate were dominant and played a major role in deciding the tool wear, surface roughness, and MRR.
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  • 文章类型: Journal Article
    使用氧化石墨烯(GO)纳米片和水解聚丙烯酰胺(HPAM)作为GO增强聚合物杂化物(GOeP)用于提高石油采收率(EOR)目的的协同潜力已经引起关注。然而,GOeP的杂交方法和稳定性尚未得到全面研究。为了弥补这个差距,本研究评估了GOeP在不同条件下的稳定性,包括60和80°C等温度,高盐度和低盐度,和Mg2+离子(6430和643ppm)的存在。因此,合成了GO纳米片,并通过XRD对其进行了表征,拉曼,FTIR,DLS技术。评估了五种制备方法的性能,以确定它们产生稳定杂种的能力。Zeta电位和沉降方法,再加上方差分析统计技术,用于测量和解释21天的稳定性。结果表明,盐水存在下GOeP的稳定性受水解持续时间的影响,聚合物水解中使用的水的组成,添加剂的形式(粉状或水溶液),和分散质量,包括GO溶液是否预稀释。结果表明,较高的温度对GOeP的长期稳定性的积极影响比盐度引起的稳定性降低低约7倍。在高盐度条件下,较高的Mg2+浓度导致长期稳定性下降80%,而温度的影响可以忽略不计。这些发现凸显了GOeP在EOR应用中的潜力,提供在具有挑战性的储层条件下优化稳定性的见解。
    The synergistic potential of using graphene oxide (GO) nanosheets and hydrolyzed polyacrylamide (HPAM) as GO enhanced polymer hybrid (GOeP) for enhancing oil recovery (EOR) purposes has drawn attention. However, the hybridization method and stability of GOeP have not been comprehensively studied. To cover this gap, the current study evaluates the stability of GOeP under different conditions, including temperatures such as 60 and 80 °C, high and low salinities, and the presence of Mg2+ ions (6430 and 643 ppm). Hence, GO nanosheets were synthesized and characterized through XRD, Raman, FTIR, and DLS techniques. The performance of five preparation methods was assessed to determine their ability to produce stable hybrids. Zeta potential and sedimentation methods, coupled with the ANOVA statistical technique, were used for measuring and interpreting stability for 21 days. Results revealed that the stability of GOeP in the presence of brine is influenced by hydrolyzation duration, the composition of the water used in polymer hydrolyzation, the form of additives (being powdery or in aqueous solution), and the dispersion quality, including whether the GO solution was prediluted. The results revealed that the positive impact of higher temperatures on the long-term stability of GOeP is approximately seven times less significant than the reduction in stability caused by salinity. Under elevated salinity conditions, a higher Mg2+ concentration led to an 80% decrease in long-term stability, whereas the temperature impact was negligible. These findings highlight the potential of GOeP for EOR applications, offering insights into optimizing stability under challenging reservoir conditions.
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  • 文章类型: Journal Article
    许多研究表明,符合人体工程学设计的家具可以提高生产率和幸福感。电脑已经成为学生学术生活的一部分,他们将在未来继续增长。我们提出了适合大学生的基于人体测量的家具尺寸,以提高计算机实验室的人体工程学。我们收集了380名参与者的数据,分析了11项人体测量,将它们与11个家具尺寸相关联。在不同的大学计算机实验室中发现并研究了两种类型的家具:(1)带有不可调节桌子的不可调节椅子和(2)带有不可调节桌子的可调节椅子。不匹配计算显示现有家具尺寸和人体测量之间存在显着差异,这表明11个现有家具尺寸中有7个需要改进。显著性水平为5%的单向ANOVA检验也显示了人体测量数据与现有家具尺寸之间的显着差异。确定所有11个维度以匹配学生的人体测量数据。Theproposeddimensionswerefoundtobemorecompatibleandshowedreducedmismatchpercentageforninefurnituredimensionsandnearlyzeromismatchforseatwidth,靠背高度,与现有家具尺寸相比,男性和女性的引擎盖下。座椅高度可调的家具组的建议尺寸显示,座椅高度和座椅至桌子间隙的匹配结果略有改善,与不可调节的家具组相比,显示零不匹配。表宽度和表深度尺寸根据Barnes和Squires'人体工学工作包络模型建议,考虑到手。键盘和鼠标的位置也根据工作范围建议。根据OSHA指南提出了监视器位置和视角。这项研究表明,建议的尺寸可以提高舒适度,降低学生肌肉骨骼疾病的风险。建议进一步研究在现实世界的计算机实验室环境中建议的尺寸的实施和长期影响。
    Many studies have shown that ergonomically designed furniture improves productivity and well-being. As computers have become a part of students\' academic lives, they will continue to grow in the future. We propose anthropometric-based furniture dimensions that are suitable for university students to improve computer laboratory ergonomics. We collected data from 380 participants and analyzed 11 anthropometric measurements, correlating them with 11 furniture dimensions. Two types of furniture were found and studied in different university computer laboratories: (1) a non-adjustable chair with a non-adjustable table and (2) an adjustable chair with a non-adjustable table. The mismatch calculation showed a significant difference between existing furniture dimensions and anthropometric measurements, indicating that 7 of the 11 existing furniture dimensions need improvement. The one-way ANOVA test with a significance level of 5% also showed a significant difference between the anthropometric data and existing furniture dimensions. All 11 dimensions were determined to match students\' anthropometric data. The proposed dimensions were found to be more compatible and showed reduced mismatch percentages for nine furniture dimensions and nearly zero mismatches for seat width, backrest height, and under the hood for both males and females compared to the existing furniture dimensions. The proposed dimensions of the furniture set with adjustable seat height showed slightly improved match results for seat height and seat-to-table clearance, which showed zero mismatches compared with the non-adjustable furniture set. The table width and table depth dimensions were suggested according to Barnes and Squires\' ergonomic work envelope model, considering hand reach. The positions of the keyboard and mouse are also suggested according to the work envelope. The monitor position and viewing angle were proposed according to OSHA guidelines. This study suggests that the proposed dimensions can improve comfort levels, reducing the risk of musculoskeletal disorders among students. Further studies on the implementation and long-term effects of the proposed dimensions in real-world computer laboratory settings are recommended.
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  • 文章类型: Journal Article
    地下水是全球超过20亿人的主要水源。在巴西南部,结晶基底含水层系统由战略地下水库组成。地下水主要来自浅井,它经常在没有任何治疗的情况下使用,这对公众健康构成了风险。本研究旨在评估位于坎古市的浅层地下水质量以及浅层和深层地下水的地球化学,巴西南部。使用方差分析和水质指数(CCMEWQI)方法对从浅井收集的地下水样品的物理化学和微生物参数进行了监测和分析。此外,将结果与深井的二次数据进行了比较。监测的浅井有耐热的大肠杆菌,大肠杆菌,pH值,钾,锰,铁,和硝酸盐不同意世界卫生组织的指导方针。此外,方差分析表明,参数温度,溶解氧,pH值,氯化物,镁受季节变化的影响最大。根据CCMEWQI,大多数样品质量好(60%),28%的人质量一般,12%的人质量差。此外,降水率较高的野外战役也表现出相当的质量。因此,大部分浅层地下水质量受城市地表污染物的影响,在雨天加重。而深层地下水受地球化学机制的影响。结果表明,水消耗对公共卫生的风险以及迫切需要更好地维护这些水井和水处理实施。
    Groundwater is the main source of water for more than 2 billion people worldwide. In southern Brazil, the Crystalline Basement Aquifer System is composed of strategic groundwater reservoirs. Groundwater is mostly taken from shallow wells, and it is often used without any treatment, which poses a risk to public health. The present study aims to evaluate shallow groundwater quality and the geochemistry of shallow and deep groundwater located in the municipality of Canguçu, southern Brazil. The physicochemical and microbiological parameters of groundwater samples collected from shallow wells were monitored and analyzed using ANOVA variance analysis and water quality index (CCME WQI) approaches. Also, the results were compared with secondary data from deep wells. The monitored shallow wells had thermotolerant coliforms, Escherichia coli, pH, potassium, manganese, iron, and nitrate in disagreement with the guidelines of the World Health Organization. Moreover, variance analysis showed that the parameters temperature, dissolved oxygen, pH, chloride, and magnesium were the most influenced by seasonal variations. According to the CCME WQI, most samples had good quality (60%), 28% had fair quality, and 12% had poor quality. In addition, the field campaigns with higher precipitation rates also presented fair quality. Therefore, most of the shallow groundwater quality is affected by surface pollutants from the urban area, aggravated in rainy periods. Whereas deep groundwater is influenced by geochemistry mechanisms. The results revealed the risk of water consumption for public health and the urgent need for better maintenance of these wells and water treatment implementation.
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  • 文章类型: Journal Article
    在方差模型的单向分析中,同时进行治疗组与对照组的多重比较可能是有意义的.Dunnett检验用于测试这种差异,并假设每个组的响应变量的方差相等。即使在转换之后也不总是满足这个假设。这里开发了一种参数引导(PB)方法,用于比较多个治疗组均值与对照组的不等方差和不平衡数据。在模拟研究中,所提出的方法在各种设置下控制I型错误方面优于Dunnett的测试,特别是当数据具有异方差和不平衡设计时。模拟表明,在等方差下,PB方法的功率通常低于Dunnett检验的功率,平衡数据,或较小的样本量,但与不等方差的Dunnett检验相似或更高,数据不平衡,样本量较大。该方法适用于有关来自各个地理区域的象牙中发现的同位素水平的数据集。这些数据具有非常不平衡的组大小和不相等的方差。该示例说明了PB方法易于实现,并且避免了需要转换数据以满足等方差假设,简化结果的解释。
    In one-way analysis of variance models, performing simultaneous multiple comparisons of treatment groups with a control group may be of interest. Dunnett\'s test is used to test such differences and assumes equal variances of the response variable for each group. This assumption is not always met even after transformation. A parametric bootstrap (PB) method is developed here for comparing multiple treatment group means against the control group with unequal variances and unbalanced data. In simulation studies, the proposed method outperformed Dunnett\'s test in controlling the type I error under various settings, particularly when data have heteroscedastic variance and unbalanced design. Simulations show that power is often lower for the PB method than for Dunnett\'s test under equal variance, balanced data, or smaller sample size, but similar to or higher than for Dunnett\'s test with unequal variance, unbalanced data and larger sample size. The method is applied to a dataset concerning isotope levels found in elephant tusks from various geographical areas. These data have very unbalanced group sizes and unequal variances. This example illustrates that the PB method is easy to implement and avoids the need for transforming data to meet the equal variance assumption, simplifying interpretation of results.
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  • 文章类型: Journal Article
    由于其高生产率,硬铣削越来越多地用作电火花加工的替代品。本文介绍了55NiCrMoV7硬钢端面铣削的理论实验研究结果。对单齿铣削过程中的切削温度和力进行了全面分析,并对所得切屑进行了形态学检查,以进行粗加工和半精加工操作。分析芯片形成区域的温度,通过切向分析分离的切屑和切削力,径向,和渗透组件,取决于刀具齿与工件的接触角。根据切屑分割的尺寸和角度参数及其分割程度进行切屑形态分析。基于中心组合设计和响应面法,表明,可以对分离的切屑的宏观尺寸对切削参数的依赖性进行数学建模。确定的过程功能,最大切屑卷曲直径,最大切屑高度允许确定切削参数值对切屑宏观尺寸的影响,因此,引导切割过程在所需的方向。
    Hard milling is being increasingly used as an alternative to EDM due to its high productivity. The present paper presents the results of theoretical-experimental research on the face milling of hard steel 55NiCrMoV7. A comprehensive analysis of cutting temperatures and forces during single-tooth milling and a morphological examination of the resulting chips are conducted for roughing and semi-finishing operations. The temperature is analyzed in the chip formation area, and the detached chips and the cutting force are analyzed through their tangential, radial, and penetration components, depending on the contact angle of the cutter tooth with the workpiece. The analysis of chip morphology is carried out based on the dimensional and angular parameters of chip segmentation and their degree of segmentation. Based on the central composite design and the response surface method, it is shown that it is possible to mathematically model the dependence of the macroscopic dimensions of the detached chips on the cutting parameters. The determined process functions, the maximum chip curling diameter, and the maximum chip height allow for establishing the influence of the cutting parameters\' values on the chips\' macroscopic dimensions and, thus, guiding the cutting process in the desired direction.
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