Variable selection methods in multivariate statistical process control: A systematic literature review

Peres, Fernanda Araujo Pimentel; Fogliatto, Flávio Sanson

doi:10.1016/j.cie.2017.12.006

Cited by 108 publications

(54 citation statements)

References 43 publications

Supporting

Mentioning

Contrasting

Unclassified

Order By: Relevance

“…A systematic review of literature has been carried out as appropriate methodology, in order to produce a reliable knowledge inventory, according to what is proposed by [19]. Several authors have used systematic review of literature to carry out their research, for example, Crossan and Apaydin [20] proposed to synthesize several perspectives through an integral multidimensional framework on organizational innovation; Peres and Fogliatto [21] showed the current state of the integration of the methods of selection of variables for the multivariate statistical process control; Nguyen et al [22] studied the behavior on online consumer and order fulfilment operations; Charband and Navimipour [23] provided a comprehensive and detailed review of the state-of-the-art mechanisms of knowledge sharing in the education field as well as directions for future research; and Pashazadeh and Navimipour [24] provide a comprehensive and detailed and systematic study of the state-of-the-art mechanisms in the big data related to healthcare applications until year 2016.…”

Section: Methodsmentioning

confidence: 99%

Conceptual Framework for the Strategic Management: A Literature Review—Descriptive

Fuertes

Alfaro

Vargas

et al. 2020

Journal of Engineering

170

View full text Add to dashboard Cite

The objective of this work is to review the literature of the main concepts that lead to determining the strategic approach, creation of strategies, organizational structures, strategy formulation, and strategic evaluation as a guide for the organizational management, taking into account the effects produced by the different types of strategies on the performance of organizations. In this article, the systemic literature review method was used to synthesize the result of multiple investigations and scientific literature. The process of reading and analysis of the literature was carried out through digital search engines with keywords in areas related to the strategic management. This research reveals the lack of scientific literature containing important theoretical concepts that serve the strategists as a guide in the creation, formulation, and evaluation of strategies. This review contributes to the existing literature by examining the impact of the strategic management on the organizational performance.

show abstract

Section: Methodsmentioning

confidence: 99%

Conceptual Framework for the Strategic Management: A Literature Review—Descriptive

Fuertes

Alfaro

Vargas

et al. 2020

Journal of Engineering

170

View full text Add to dashboard Cite

show abstract

“…We can also point out the use of different application methods for the analysis of multivariate statistics in steel processes, such as logistic regression in (Xu & Zhao, 2005), and robust regression methods (Mondal, 2016), for example. A systematic characterization of multivariate statistical methods are presented by (Peres & Fogliatto, 2018).…”

Section: Multivariate Statistics In Steelmaking Processmentioning

confidence: 99%

Gerenciamento preditivo da duração de campanhas refratárias em uma indústria siderúrgica

Baesso

Bonelli

Alvarenga

2020

Exacta

View full text Add to dashboard Cite

Quando se trata de processos siderúrgicos, sabe-se que os materiais refratários são responsáveis por parcela significativa dos custos de produção do aço. Por tal motivo, este trabalho objetivou compreender a alta variabilidade e a baixa duração da campanha dos refratários que compõem um processo de lingotamento contínuo em uma aciaria LD de grande porte do estado de Minas Gerais, identificando a relação entre as variáveis intrínsecas ao equipamento de forma que seja possível a realização de estimativas sobre a duração de sua campanha. Para a seleção dos fatores explicativos, foi utilizado uma variação do método de ajuste de modelo por regressão múltipla Stepwise, sendo que, a cada passo do algoritmo citado, um modelo baseado em programação linear é responsável pelos cálculos dos coeficientes lineares de regressão. Ao final, obteve-se um modelo de predição para a duração da campanha contendo 12 fatores explicativos e possuindo 97,66\% de significância estatística.

show abstract

“…The Lasso [17] was originally designed to perform a computationally efficient variable selection in regression analysis through 1 regularization (see [23,24] for a systematic literature review on variable selection techniques and extensions of the Lasso). The goal of the Lasso is, thus, to provide an adequate selection of predictors in order to successfully explain the dynamics of a given variable while reducing the number of selected explanatory variables through the 1 -norm penalty.…”

Section: The Lasso Techniquementioning

confidence: 99%

Full Optical Fiber Link Characterization With the BSS-Lasso

Saavedra

Tovar

Amaral

et al. 2019

IEEE Trans. Instrum. Meas.

View full text Add to dashboard Cite

In this work, a novel technique for optical fiber monitoring that introduces the Lasso as a signal processing technique within the Baseband Subcarrier Sweep (BSS) framework, called the BSS-Lasso, is proposed. The methodology is tested in simulated and real-world environments, taking into account both reflective and non-reflective events. The results show that, for fiber links ranging from 2 to 15 km with up to 3 faults, over 80% of faults are detected within a 50 m range, and indicate that the proposed methodology significantly outperforms current state-of-the-art BSS-based supervision techniques. Finally, the BSS-Lasso allows for precise, low-cost, transmitter-embedded full characterization of optical fiber links.

show abstract

Variable selection methods in multivariate statistical process control: A systematic literature review

Cited by 108 publications

References 43 publications

Conceptual Framework for the Strategic Management: A Literature Review—Descriptive

Conceptual Framework for the Strategic Management: A Literature Review—Descriptive

Gerenciamento preditivo da duração de campanhas refratárias em uma indústria siderúrgica

Full Optical Fiber Link Characterization With the BSS-Lasso

Contact Info

Product

Resources

About