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An evaluation of Lean and Six Sigma methodologies in the national health service 精益和六西格玛方法在国家卫生服务中的评价
IF 2.5 Q1 Business, Management and Accounting Pub Date : 2021-10-18 DOI: 10.1108/ijqrm-05-2021-0140
J. Antony, James Lancastle, Olivia McDermott, S. Bhat, Ratri Parida, E. Cudney
PurposeThe purpose of this paper is to conduct an empirical study derived from the previous literature from the perspective of benefits, tools and techniques, continuous improvement (CI) and quality improvement (QI) methodologies and critical failure factors (CFFs) of Lean and Six Sigma (SS) in the national health service (NHS).Design/methodology/approachA literature review was carried out to identify previous findings, empirical data and critical variables concerning Lean and SS in healthcare for over ten years. Second, primary research in quantitative surveys and qualitative interviews was carried out with 110 participants who have experience using Lean and SS in the NHS.FindingsLean and SS have evolved into common practices within the NHS and now have an established list of tools and techniques frequently employed by staff. Lean and SS are considered robust CI methodologies capable of effectively delivering extensive benefits across many different categories. The NHS must overcome a sizable amount of highly important CFFs and divided organizational culture.Originality/valueThis paper has developed the most extensive empirical study ever produced on Lean and SS in the NHS and has expanded on previous works to create new and updated research. The findings produced in this paper will assist NHS medical directors and practitioners in obtaining up-to-date insight into Lean and SS status in the NHS. The paper will also guide the NHS to critically evaluate their current CI strategy to ensure long-term sustainability and deliver improved levels of service to patients.
本文的目的是在前人文献的基础上,从精益和六西格玛(SS)在国民医疗服务体系中的效益、工具和技术、持续改进(CI)和质量改进(QI)方法以及关键失效因素(cff)等方面进行实证研究。设计/方法/方法进行了文献综述,以确定十多年来关于精益和SS在医疗保健中的先前发现、经验数据和关键变量。其次,对110名在NHS中使用精益和SS的参与者进行了定量调查和定性访谈的初步研究。研究发现,slean和SS已经发展成为NHS内部的常见做法,现在已经建立了员工经常使用的工具和技术清单。精益和SS被认为是健壮的CI方法,能够在许多不同的类别中有效地提供广泛的好处。NHS必须克服大量非常重要的cff和分裂的组织文化。原创性/价值本文开发了最广泛的实证研究曾经产生的精益和SS在NHS,并扩大了以前的工作,以创造新的和更新的研究。在这篇论文中产生的研究结果将有助于NHS医疗主任和从业人员获得最新的洞察精益和SS状态在NHS。该论文还将指导NHS批判性地评估其当前的CI战略,以确保长期可持续性,并为患者提供更高水平的服务。
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引用次数: 13
Quality 4.0: literature review analysis, definition and impacts of the digital transformation process on quality 质量4.0:文献回顾分析,定义和数字化转型过程对质量的影响
IF 2.5 Q1 Business, Management and Accounting Pub Date : 2021-10-14 DOI: 10.1108/ijqrm-07-2021-0247
Ana Dias, André M. Carvalho, P. Sampaio
PurposeThe changes brought forth by the Digital Transformation have an impact on the way we think, assess and manage Quality. While the concept of Quality 4.0 has resulted from these changes, there is still limited understanding and unclear definitions in this new era of Quality Management.Design/methodology/approachThere is a clear opportunity to review and analyze the state-of-the-art of Quality 4.0, its main research efforts, topics and directions. To do so, a bibliometric analysis and descriptive/mapping literature review were performed.FindingsThere is a clear focus on the implications of technology for Quality, but other relevant topics include business management and strategy models and systems, as well as human or soft factors. Results reveal an increasing interest in Quality 4.0 as well as a link between topics.Originality/valueTogether with the review, analysis and digest of the literature, we offer our own contribution to a commonly accepted definition Quality 4.0.
目的数字化转型带来的变化对我们思考、评估和管理质量的方式产生了影响。虽然质量4.0的概念是由这些变化产生的,但在这个新的质量管理时代,人们的理解仍然有限,定义也不明确。设计/方法/方法回顾和分析质量4.0的最新进展、主要研究成果、主题和方向是一个明显的机会。为此,进行了文献计量分析和描述性/制图文献综述。发现技术对质量的影响是显而易见的,但其他相关主题包括业务管理和战略模型和系统,以及人为或软因素。结果显示,人们对质量4.0的兴趣越来越大,主题之间也存在联系。独创性/价值结合文献的回顾、分析和摘要,我们为公认的质量4.0定义做出了自己的贡献。
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引用次数: 31
Airport service quality dimension and measurement: a systematic literature review and future research agenda 机场服务质量维度与测量:系统的文献综述和未来的研究议程
IF 2.5 Q1 Business, Management and Accounting Pub Date : 2021-10-13 DOI: 10.1108/ijqrm-07-2021-0198
Agus Usman, Y. Azis, Budi Harsanto, A. Azis
PurposeThe purpose of this paper is to outline the evolution of research on airport service quality and measurement index of passenger satisfaction to explore opportunities for future research direction.Design/methodology/approachA systematic literature review was conducted involving a total final sample 27 articles published during 2000–2020, the source of the database used in this study is Emerald, ScienceDirect, Harzing's Publish or Perish with API Key based on set of inclusion/exclusion criteria for analysis and synthesis to meet the purpose of the paper.FindingsDimensions of measuring airport service quality are currently based on a process approach. There are eight dimensions of ASQ measurement practiced by the industry, which is different from the five dimensions of service quality measurement generally. There is still a theoretical and empirical gap, so one of the challenges in applying the ASQ measurement dimensions is bridging research with applications in the airport industry. Other findings, research on airport service quality measurement is currently focused on passenger satisfaction. The integration of expectation-disconfirmation theory and service profit chain models can be used in service quality, passenger satisfaction and profitability.Research limitations/implicationsThis paper seeks to contribute to and analyze limited articles on service quality at airports and identify further research areas.Originality/valueThis paper tries to explain the development of research on the dimensions of measuring service quality at airports. The author identifies a gap in airport service quality measurement dimensions used by researchers and the industry. The author believes that this study can provide a comprehensive thought on using airport service quality measurement dimensions for future research.
目的本文旨在概述机场服务质量和乘客满意度测量指标的研究进展,为未来的研究方向探索机遇。设计/方法/方法进行了一次系统的文献综述,涉及2000年至2020年期间发表的27篇文章的最终样本,本研究中使用的数据库来源为Emerald、ScienceDirect、Harzing’s Publish或Perish with API Key,基于一套用于分析和综合的纳入/排除标准,以满足论文的目的。调查结果衡量机场服务质量的维度目前基于过程方法。行业实践的ASQ测量有八个维度,与一般的服务质量测量的五个维度不同。理论和经验上仍然存在差距,因此应用ASQ测量维度的挑战之一是将研究与机场行业的应用联系起来。其他研究结果表明,目前对机场服务质量测量的研究主要集中在乘客满意度上。期望不确认理论与服务利润链模型的结合可以用于服务质量、乘客满意度和盈利能力。研究局限性/含义本文试图对关于机场服务质量的有限文章做出贡献和分析,并确定进一步的研究领域。原创性/价值本文试图解释机场服务质量测量维度研究的发展。作者指出了研究人员和行业在机场服务质量测量维度上的差距。作者认为,本研究可以为未来的研究提供一个关于使用机场服务质量测量维度的综合思考。
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引用次数: 13
Bayesian two-sided group chain sampling plan for beta binomial distribution under quality regions 质量区域下β二项式分布的贝叶斯双侧群链抽样方案
IF 2.5 Q1 Business, Management and Accounting Pub Date : 2021-10-12 DOI: 10.1108/ijqrm-10-2020-0356
Waqar Hafeez, Nazrina Aziz
PurposeThis paper introduces a Bayesian two-sided group chain sampling plan (BT-SGChSP) by using binomial distribution to estimate the average proportion of defectives. In this Bayesian approach, beta distribution is used as a suitable prior of binomial distribution. The proposed plan considers both consumer's and producer's risks. Currently, group chain sampling plans only consider the consumer's risk and do not account for the producer's risk. All existing plans are used to estimate only a single point, but this plan gives a quality region for the pre-specified values of different design parameters. In other words, instead of point wise description for the designing of sampling plan based on a range of quality by involving a novel approach called quality region.Design/methodology/approachThe methodology is based on five phases, which are (1) operating procedure, (2) derivation of the probability of lot acceptance, (3) constructing plans for given acceptable quality level (AQL) and limiting quality level (LQL), (4) construction of quality intervals for BT-SGChSP and (5) selection of the sampling plans.FindingsThe findings show that the operating characteristic (OC) curve of BT-SGChSP is more ideal than the existing Bayesian group chain sampling plan because the quality regions for BT-SGChSP give less proportion of defectives for same consumer's and producer's risks.Research limitations/implicationsThere are four limitations in this study: first is the use of binomial distribution when deriving the probability of lot acceptance. Alternatively, it can be derived by using distributions such as Poisson, weighted Poisson and weighted binomial. The second is that beta distribution is used as prior distribution. Otherwise, different prior distributions can be used like: Rayleigh, exponential and generalized exponential. The third is that we adopt mean as a quality parameter, whereas median and other quintiles can be used. Forth, this paper considers probabilistic quality region (PQR) and indifference quality region (IQR).Practical implicationsThe proposed plan is an alternative of traditional group chain sampling plans that are based on only current lot information. This plan considers current lot information with preceding and succeeding lot and also considers prior information of the product.Originality/valueThis paper first time uses a tight (three acceptance criteria) and introduces a BT-SGChSP to find quality regions for both producer's and consumer's risk.
目的介绍一种利用二项分布估计缺陷平均比例的贝叶斯双侧群链抽样方案(BT-SGChSP)。在贝叶斯方法中,贝塔分布被用作二项分布的合适先验。拟议的计划同时考虑了消费者和生产者的风险。目前,集团连锁抽样计划只考虑消费者的风险,没有考虑生产者的风险。所有现有的方案都仅用于估计单个点,但该方案为不同设计参数的预先指定值提供了一个质量区域。也就是说,将基于质量范围的抽样方案设计的逐点描述引入一种称为质量区域的新方法。设计/方法/方法该方法基于五个阶段,它们是(1)操作程序,(2)批次接受概率的推导,(3)给定可接受质量水平(AQL)和限制质量水平(LQL)的构建计划,(4)BT-SGChSP质量区间的构建和(5)抽样计划的选择。结果表明,BT-SGChSP的运行特征曲线比现有的贝叶斯群链抽样方案更为理想,因为对于相同的消费者和生产者风险,BT-SGChSP的质量区域给出的缺陷比例更小。研究局限性/启示本研究存在四个局限性:首先是在推导批次接受概率时使用二项分布。或者,它可以通过使用泊松分布、加权泊松分布和加权二项式分布来推导。二是使用beta分布作为先验分布。否则,可以使用不同的先验分布,如:瑞利,指数和广义指数。第三,我们采用均值作为质量参数,而中位数和其他五分位数可以使用。第四,本文考虑了概率质量区域(PQR)和无差异质量区域(IQR)。实际意义提出的计划是传统的仅基于当前批次信息的组链抽样计划的替代方案。该计划考虑当前批号信息与之前和之后的批号,也考虑产品的先前信息。原创性/价值本文首次使用严格的(三个接受标准),并引入BT-SGChSP来寻找生产者和消费者风险的质量区域。
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引用次数: 0
How does performance vary between early and late adopters of Industry 4.0? A qualitative viewpoint 工业4.0的早期采用者和后期采用者的性能有何不同?定性观点
IF 2.5 Q1 Business, Management and Accounting Pub Date : 2021-10-12 DOI: 10.1108/ijqrm-05-2021-0134
J. Antony, M. Sony, Olivia McDermott, S. Furterer, Matthew P. J. Pepper
PurposeIndustry 4.0 is a new trend among organizations. Some organizations have been early adopters or later adopters of Industry 4.0. The purpose of this paper is to investigate how performance effects vary between early and late adopters of Industry 4.0.Design/methodology/approachThis study applies a qualitative research methodology using grounded theory. 14 senior management professionals who have implemented Industry 4.0 participated in this study through a theoretical and snowball sampling approach. These professionals were from manufacturing and service sectors, from North America, Europe and Asia. The study used semi structured open-ended interviews to capture the organizational performance on operational, financial, environmental and social dimensions.FindingsThe findings were analyzed in terms of four broad themes which emerged from the interviews. In operational performance the operational and implementation cost will be higher for early adopters. The late adopters may enjoy the advantage in terms of improved business models. In terms of financial performance, the early adopters may see a marginal increase in profit and increased stock price compared to late adopters. The performance on the environmental dimension will see early adopters enjoying material efficiency, energy savings and an improved image of the company compared to late adopters. In social performance, the early adopters will provide a better quality of work life, safer manufacturing environment. However, the resistance from labor unions will be higher for early adopters compared to late adopters.Practical implicationsOrganizations must decide the timing of implementation of Industry 4.0. This study will act as a guide wherein they can decide to be an early adopter or late adopter based on knowledge of the resulting performance consequences.Originality/valueThis is the first paper that studies the performance effects of early versus late adopters of Industry 4.0.
工业4.0是组织中的新趋势。一些组织是工业4.0的早期采用者或后期采用者。本文的目的是研究工业4.0早期和后期采用者的绩效影响如何变化。设计/方法/方法本研究采用扎根理论的定性研究方法。通过理论和滚雪球抽样的方法,14位实施工业4.0的高级管理专业人员参与了这项研究。这些专业人士来自北美、欧洲和亚洲的制造业和服务业。该研究采用半结构化开放式访谈来捕捉组织在运营、财务、环境和社会方面的表现。调查结果根据采访中出现的四个主题对调查结果进行了分析。在操作性能方面,早期采用者的操作和实现成本将更高。较晚的采用者可能在改进的商业模式方面享有优势。在财务表现方面,早期采用者可能会看到利润的边际增长,与后期采用者相比,股价也会上涨。与后期采用者相比,在环境方面的表现将使早期采用者享受到材料效率、能源节约和公司形象的改善。在社会绩效方面,早期采用者将提供更好的工作生活质量,更安全的生产环境。但是,与后进企业相比,后进企业的工会阻力会更大。实际影响组织必须决定实施工业4.0的时机。这项研究将作为一个指南,他们可以根据所产生的性能后果的知识来决定是早期采用者还是后期采用者。原创性/价值这是第一篇研究工业4.0早期采用者与后期采用者绩效影响的论文。
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引用次数: 12
Bootstrap beta control chart for monitoring proportion data 监控比例数据的启动测试版控制图
IF 2.5 Q1 Business, Management and Accounting Pub Date : 2021-10-12 DOI: 10.1108/ijqrm-09-2020-0287
S. Chowdhury, Amarjit Kundu, Bidhan Modok
PurposeAs an alternative to the standard p and np charts along with their various modifications, beta control charts are used in the literature for monitoring proportion data. These charts in general use average of proportions to set up the control limits assuming in-control parameters known. The purpose of the paper is to propose a control chart for detecting shift(s) in the percentiles of a beta distributed process monitoring scheme when in-control parameters are unknown. Such situations arise when specific percentile of proportion of conforming or non-conforming units is the quality parameter of interest.Design/methodology/approachParametric bootstrap method is used to develop the control chart for monitoring percentiles of a beta distributed process when in-control parameters are unknown. Extensive Monte Carlo simulations are conducted for various combinations of percentiles, false-alarm rates and sample sizes to evaluate the in-control performance of the proposed bootstrap control charts in terms of average run lengths (ARL). The out-of-control behavior and performance of the proposed bootstrap percentile chart is thoroughly investigated for several choices of shifts in the parameters of beta distribution. The proposed chart is finally applied to two skewed data sets for illustration.FindingsThe simulated values of in-control ARL are found to be closer to the theoretical results implying that the proposed chart for percentiles performs well with both positively and negatively skewed data. Also, the out-of-control ARL values for the percentiles decrease sharply with both downward and upward small, medium and large shifts in the parameters. The phenomenon indicates that the chart is effective in detecting shifts in the parameters. However, the speed of detection of shifts varies depending on the type of shift, the parameters and the percentile being considered. The proposed chart is found to be effective in comparison to the Shewhart-type chart and bootstrap-based unit gamma chart.Originality/valueIt is worthwhile to mention that the beta control charts proposed in the literature use average of proportion to set up the control limits. However, in practice, specific percentile of proportion of conforming or non-conforming items should be more useful as the quality parameter of interest than average. To the best of our knowledge, no research addresses beta control chart for percentiles of proportion in the literature. Moreover, the proposed control chart assumes in-control parameters to be unknown, and hence captures additional variability introduced into the monitoring scheme through parameter estimation. In this sense, the proposed chart is original and unique.
目的作为标准p图和np图及其各种修改的替代品,β对照图在文献中用于监测比例数据。这些图表通常使用比例的平均值来设置控制极限,假设控制参数已知。本文的目的是提出一种控制图,用于在控制参数未知时检测贝塔分布式过程监控方案的百分位数的偏移。当符合或不符合单位比例的特定百分比是感兴趣的质量参数时,就会出现这种情况。设计/方法论/方法参数引导法用于开发控制图,用于在控制参数未知时监测贝塔分布过程的百分位数。对百分位数、虚警率和样本量的各种组合进行了广泛的蒙特卡罗模拟,以评估所提出的自举控制图在平均运行长度(ARL)方面的控制性能。针对β分布参数的几种变化选择,深入研究了所提出的bootstrap百分位数图的失控行为和性能。最后将所提出的图表应用于两个倾斜的数据集进行说明。结果发现,对照ARL的模拟值更接近理论结果,这意味着所提出的百分位数图表在正偏差和负偏差数据下都表现良好。此外,百分位数的失控ARL值随着参数的向下和向上的小、中和大偏移而急剧下降。该现象表明该图表在检测参数变化方面是有效的。然而,偏移的检测速度根据所考虑的偏移类型、参数和百分位数而变化。与休哈特型图和基于bootstrap的单位伽马图相比,所提出的图是有效的。独创性/价值值得一提的是,文献中提出的贝塔控制图使用比例平均值来设定控制限值。然而,在实践中,合格或不合格项目比例的特定百分比作为感兴趣的质量参数应该比平均值更有用。据我们所知,文献中没有任何研究涉及比例百分位数的贝塔控制图。此外,所提出的控制图假设控制参数是未知的,因此通过参数估计捕获了引入监测方案的额外可变性。从这个意义上说,所提出的图表是新颖和独特的。
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引用次数: 1
Analysis of barriers of cyber-physical system adoption in small and medium enterprises using interpretive ranking process 应用解释性排序法分析中小企业采用网络物理系统的障碍
IF 2.5 Q1 Business, Management and Accounting Pub Date : 2021-10-11 DOI: 10.1108/ijqrm-06-2021-0174
V. Wankhede, S. Vinodh
PurposeThe purpose of this paper is to report a study on analysis of barriers for cyber-physical system (CPS) adoption in small and medium enterprises (SMEs).Design/methodology/approachIn Industry 4.0 scenario, Indian SMEs are struggling to bring their manufacturing processes in line with large manufacturing sector. CPS is considered as the backbone of Industry 4.0, and its implementation in SMEs will make significant changes pertaining to manufacturing automation. However, due to the lack of a proper CPS implementation strategy, SMEs face many challenges in its adoption. Hence, this study identified 18 possible barriers and seven performance measures pertaining to CPS adoption in Indian SMEs. Interpretive ranking process (IRP) is used to develop the contextual relationships among CPS barriers. IRP process include structured step-by-step matrix-based approach in which dominance among various alternatives is determined using performance measures developing a structured ranking model.FindingsThe developed IRP model revealed that CPS barriers “Lack of skilled manpower (CPSB2)” and “Lack of robustness with respect to environmental conditions in automotive environments (CPSB7)” are the most significant barriers (top two) hindering CPS adoption in SMEs.Research limitations/implicationsIn the present study, barriers for CPS adoption has been analyzed. In future, barriers for adopting other Industry 4.0 technologies could be analyzed.Practical implicationsThe present research work is one of the few studies which analyzed CPS barriers in SMEs and provided improvement suggestions to the most significant barriers for its smooth adoption. The managerial and practical implications have been derived.Originality/valueThe analysis of barriers for CPS adoption in SMEs is the original contribution of the authors.
目的本文旨在报告一项关于中小企业采用网络物理系统(CPS)的障碍分析的研究。设计/方法/方法在工业4.0场景中,印度中小企业正在努力使其制造流程与大型制造业保持一致。CPS被认为是工业4.0的支柱,其在中小企业的实施将对制造自动化产生重大影响。然而,由于缺乏适当的CPS实施战略,中小企业在采用CPS方面面临许多挑战。因此,本研究确定了印度中小企业采用CPS的18个可能障碍和7个绩效指标。解释性排名过程(IRP)用于发展CPS障碍之间的上下文关系。IRP过程包括基于结构化逐步矩阵的方法,其中使用开发结构化排名模型的绩效指标来确定各种备选方案中的主导地位。发现所开发的IRP模型显示,CPS障碍“缺乏熟练人力(CPSB2)”和“对汽车环境条件缺乏稳健性(CPSB7)”是阻碍中小企业采用CPS的最显著障碍(前两个)。研究局限性/含义在本研究中,分析了采用CPS的障碍。未来,可以分析采用其他工业4.0技术的障碍。实际意义本研究工作是为数不多的分析中小企业CPS障碍的研究之一,并为其顺利采用提供了最重要的障碍改进建议。已经得出了管理和实际意义。原创性/价值中小企业采用CPS的障碍分析是作者的原创贡献。
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引用次数: 9
Analysis of signature reliability of ring-shaped network system 环形网络系统签名可靠性分析
IF 2.5 Q1 Business, Management and Accounting Pub Date : 2021-10-11 DOI: 10.1108/ijqrm-04-2021-0113
M. Ram, Subhi Tyagi, Akshay Kumar, Nupur Goyal
PurposeThe purpose of this paper is to design a ring network topology system and alter it into a series–parallel type framework. Then, reliability of the framework is analysed and authors also discussed the signature to analyse the most sensitive component.Design/methodology/approachThis study presents a ring-shaped network system where this type of topology forms a single continuous pathway for signals through every node. In this study, a system consists of ring network topology is generalized in the series–parallel mixed configuration and reliability characteristics are evaluated with the assistance of universal generating function (UGF) technique. The system consists of wires, repeaters, components or computers and power supply. The wires and repeaters are in series, so, if they fail the whole system will fail and the signals will not go further. The components or computers are connected to each other in parallel configuration. So, the whole system will not fail until the last computer is working. There is also a two-unit power supply system which has one unit in a standby mode. On the failure of first power supply, the second one will start functioning and the whole system fails on the failure of both power supply.FindingsBy the assistance of UGF technique, reliability function of the framework is evaluated. Also, Barlow–Proschan index and expected lifetime for the designed system is estimated by considering a numerical example for the general ring-shaped network system.Originality/valueUGF technique is very effective for estimating the reliability of a system with complex structure and having two performance rates, i.e. completely failed and perfectly working, or more than two, i.e. multi-state performance. This technique enables to estimate every components contribution in the working and failure of the whole system. A general model of ring-shaped network system is taken and generalized algorithm is drawn for the system. Then a particular numerical example is solved for illustrating the use of this technique.
目的本文的目的是设计一个环形网络拓扑系统,并将其转换为串并联型框架。然后,分析了框架的可靠性,并讨论了分析最敏感组件的签名。设计/方法论/方法本研究提出了一个环形网络系统,其中这种类型的拓扑结构形成了信号通过每个节点的单一连续路径。在本研究中,将由环形网络拓扑组成的系统推广为串并联混合配置,并借助通用生成函数(UGF)技术评估其可靠性特性。该系统由电线、中继器、组件或计算机和电源组成。电线和中继器是串联的,因此,如果它们发生故障,整个系统将发生故障,信号将无法继续传输。组件或计算机以并行配置相互连接。因此,在最后一台计算机工作之前,整个系统不会出现故障。还有一个两个单元的电源系统,其中一个单元处于备用模式。当第一个电源出现故障时,第二个电源将开始工作,当两个电源都出现故障时整个系统将出现故障。通过UGF技术的辅助,对框架的可靠性功能进行了评估。此外,通过考虑一般环形网络系统的数值例子,估计了所设计系统的Barlow–Proschan指数和预期寿命。独创性/价值UGF技术对于评估结构复杂、具有两种性能率(即完全失效和完全工作)或两种以上(即多状态性能)的系统的可靠性非常有效。该技术能够估计整个系统工作和故障中的每个组件的贡献。建立了环形网络系统的一般模型,并给出了系统的广义算法。然后求解了一个具体的数值例子来说明该技术的使用。
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引用次数: 2
Statistical and intelligent reliability analysis of multi-layer ceramic capacitor for ground mobile applications using Taguchi’s approach 基于田口方法的地面移动应用多层陶瓷电容器的统计与智能可靠性分析
IF 2.5 Q1 Business, Management and Accounting Pub Date : 2021-10-08 DOI: 10.1108/ijqrm-09-2020-0316
C. Bhargava, P. Sharma
PurposeAlthough Multi-Layer Ceramic Capacitors (MLCC) are known for its better frequency performance and voltage handling capacity, but under various environmental conditions, its reliability becomes a challenging issue. In modern era of integration, the failure of one component can degrade or shutdown the whole electronic device. The lifetime estimation of MLCC can enhance the reuse capability and furthermore, reduces the e-waste, which is a global issue.Design/methodology/approachThe residual lifetime of MLCC is estimated using empirical method i.e. Military handbook MILHDBK2017F, statistical method i.e. regression analysis using Minitab18.1 as well as intelligent technique i.e. artificial neural networks (ANN) using MATLAB2017b. ANN Feed-Forward Back-Propagation learning with sigmoid transfer function [3–10–1–1] is considered using 73% of available data for training and 27% for testing and validation. The design of experiments is framed using Taguchi’s approach L16 orthogonal array.FindingsAfter exploring the lifetime of MLCC, using empirical, statistical and intelligent techniques, an error analysis is conducted, which shows that regression analysis has 97.05% accuracy and ANN has 94.07% accuracy.Originality/valueAn intelligent method is presented for condition monitoring and health prognostics of MLCC, which warns the user about its residual lifetime so that faulty component can be replaced in time.
目的尽管多层陶瓷电容器(MLCC)以其更好的频率性能和电压处理能力而闻名,但在各种环境条件下,其可靠性成为一个具有挑战性的问题。在现代集成时代,一个组件的故障可能会降低或关闭整个电子设备。MLCC的寿命估计可以提高再利用能力,进而减少电子垃圾,这是一个全球性的问题。设计/方法/方法MLCC的剩余寿命使用经验方法(即军事手册MILHDBK2017F)、统计方法(即使用Minitab18.1的回归分析)以及智能技术(即使用MATLAB2017b的人工神经网络)进行估计。考虑使用S形传递函数[3–10–1–1]的ANN前馈-反馈传播学习,使用73%的可用数据进行训练,27%的可用数据用于测试和验证。实验设计采用田口方法L16正交阵列。结果在探索MLCC的寿命后,运用经验、统计和智能技术进行了误差分析,结果表明回归分析的准确率为97.05%,人工神经网络的准确率达94.07%。独创性/价值提出了一种用于MLCC状态监测和健康预测的智能方法,该方法警告用户其剩余寿命,以便及时更换故障部件。
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引用次数: 6
A control chart based on Pearson residuals for a negative binomial regression: application to infant mortality data 负二项回归中基于Pearson残差的控制图:在婴儿死亡率数据中的应用
IF 2.5 Q1 Business, Management and Accounting Pub Date : 2021-10-07 DOI: 10.1108/ijqrm-03-2021-0062
Sandra García-Bustos, Nadia Cárdenas-Escobar, A. Debón, César Pincay
PurposeThe study aims to design a control chart based on an exponentially weighted moving average (EWMA) chart of Pearson's residuals of a model of negative binomial regression in order to detect possible anomalies in mortality data.Design/methodology/approachIn order to evaluate the performance of the proposed chart, the authors have considered official historical records of death of children of Ecuador. A negative binomial regression model was fitted to the data, and a chart of the Pearson residuals was designed. The parameters of the chart were obtained by simulation, as well as the performances of the charts related to changes in the mean of death.FindingsWhen the chart was plotted, outliers were detected in the deaths of children in the years 1990–1995, 2001–2006, 2013–2015, which could show that there are underreporting or an excessive growth in mortality. In the analysis of performances, the value of λ = 0.05 presented the fastest detection of changes in the mean death.Originality/valueThe proposed charts present better performances in relation to EWMA charts for deviance residuals, with a remarkable advantage of the Pearson residuals, which are much easier to interpret and calculate. Finally, the authors would like to point out that although this paper only applies control charts to Ecuadorian infant mortality, the methodology can be used to calculate mortality in any geographical area or to detect outbreaks of infectious diseases.
目的基于负二项回归模型的Pearson残差指数加权移动平均(EWMA)图设计控制图,以检测死亡率数据中可能存在的异常。设计/方法/方法为了评估拟议图表的表现,提交人考虑了厄瓜多尔儿童死亡的官方历史记录。拟合负二项回归模型,设计Pearson残差图。通过仿真得到图的参数,以及图的性能与死亡均数变化的关系。当绘制图表时,在1990-1995年、2001-2006年、2013-2015年的儿童死亡中发现了异常值,这可能表明死亡率存在低报或过度增长。在性能分析中,λ = 0.05值对平均死亡变化的检测速度最快。与偏差残差的EWMA图表相比,所提出的图表表现出更好的性能,其中Pearson残差具有显着的优势,更容易解释和计算。最后,作者想指出,虽然本文仅将控制图应用于厄瓜多尔婴儿死亡率,但该方法可用于计算任何地理区域的死亡率或检测传染病的爆发。
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引用次数: 1
期刊
International Journal of Quality & Reliability Management
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