Reliability analysis and hypothesis testing of critical success factors of total productive maintenance

S. D. Kalpande, L. K. Toke
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引用次数: 9

Abstract

PurposeThis paper deals with concept of total productive maintenance (TPM) and its implementation approach. It also presents the identification of critical factors for effective implementation of TPM. The reliability analysis identified potential areas where more concentration is required. The application of hypothesis testing in productivity maintenance should be promoted by parametric test and significantly instrumental in explanation of phenomena. It is also indispensable to better understand quality data and provide guidance to production control.Design/methodology/approachThe various critical success factors of TPM implementation has organised into set of eight performance measure and thirty three sub-factors for getting the in-depth details of each indicator. The paper identifies the reliability of these factors and understands the problem with greater clarity and its ramification. Researcher collected responses from forty one manufacturing organisations through structured designed questionnaire. The reliability analysis was carriedout by calculating the value of Cronbach's alpha method. To draw the meaningful conclusions supported by relevant empirical data, provisional formulation is required, and it was carried by hypothesis testing. In this test, samples are taken from a population with known distribution (normal distribution), and a test of population parameters is executed. It determines the relevancy of facts directs the researcher's efforts into productive channels. The statements were hypothetically tested by calculating the arithmetic value of Chi-Square (χ2) and MINITAB-19 software was used for identification of p-value.FindingsThis study identified that main factors and sub-factors of TPM which are critical for implementation of TPM. The study also avoids the complexities involved in implementing TPM by reliability analysis. It is found that all identified CSFs are reliable as Cronbach's alpha is above 0.6. The hypothesis testing shows that all alternative hypothesis statements are acceptable as Chi-Square (χ2) value has satisfied the conditions and null hypothesis are true as calculated p-value is less than the 0.05 for eight identified TPM critical factor.Originality/valueIn this paper researcher provides a comprehensive typology of TPM-CSFs, and its ranking and importance in manufacturing sector. The preparedness of such study related to TPM implementation is becoming a major sourcing base for the world and there is a paucity of such studies. Such studies are equally important in a global context.
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全生产性维修关键成功因素的可靠性分析与假设检验
目的介绍全面生产维护(TPM)的概念及其实施方法。并提出了有效实施TPM的关键因素的识别。可靠性分析确定了需要更多集中的潜在领域。假设检验在生产率维持中的应用应通过参数检验来促进,并在解释现象方面发挥重要作用。更好地了解质量数据并为生产控制提供指导也是必不可少的。设计/方法/方法实施TPM的各种关键成功因素被组织成一套8个绩效指标和33个子因素,以获得每个指标的深入细节。本文确定了这些因素的可靠性,并更清晰地理解了问题及其分支。研究人员通过结构化设计问卷收集了41家制造企业的反馈。通过计算Cronbach's alpha法的值进行信度分析。为了得出有意义的结论,并得到相关经验数据的支持,需要进行临时的表述,并进行假设检验。在此检验中,样本取自已知分布(正态分布)的总体,并执行总体参数的检验。它决定了事实的相关性,将研究人员的努力引导到生产渠道。通过计算χ2的算术值对陈述进行假设检验,并使用MINITAB-19软件对p值进行识别。本研究确定了对TPM实施至关重要的TPM主因素和子因素。通过可靠性分析,避免了TPM实施过程中的复杂性。发现所有识别的csf都是可靠的,Cronbach's alpha大于0.6。假设检验表明,所有备选假设陈述均可接受,因为卡方(χ2)值满足条件,零假设成立,因为确定的8个TPM关键因素的计算p值小于0.05。原创性/价值在本文中,研究者提供了TPM-CSFs的综合类型,以及其在制造业中的排名和重要性。与TPM实施有关的这种研究的准备工作正在成为世界的一个主要采购基础,但这种研究很少。这些研究在全球范围内同样重要。
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来源期刊
CiteScore
5.60
自引率
12.00%
发文量
53
期刊介绍: In today''s competitive business and industrial environment, it is essential to have an academic journal offering the most current theoretical knowledge on quality and reliability to ensure that top management is fully conversant with new thinking, techniques and developments in the field. The International Journal of Quality & Reliability Management (IJQRM) deals with all aspects of business improvements and with all aspects of manufacturing and services, from the training of (senior) managers, to innovations in organising and processing to raise standards of product and service quality. It is this unique blend of theoretical knowledge and managerial relevance that makes IJQRM a valuable resource for managers striving for higher standards.Coverage includes: -Reliability, availability & maintenance -Gauging, calibration & measurement -Life cycle costing & sustainability -Reliability Management of Systems -Service Quality -Green Marketing -Product liability -Product testing techniques & systems -Quality function deployment -Reliability & quality education & training -Productivity improvement -Performance improvement -(Regulatory) standards for quality & Quality Awards -Statistical process control -System modelling -Teamwork -Quality data & datamining
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