Six Sigma as a Methodology to Reduce Weight Variability: Antonio Dairy Case Study

Abstract

The purpose of this was to improve the procedure for making cheese in the Antonio dairy company applying Six Sigma. The following work was presented, which focused on reducing the variability of the weight of the units made. It begins with the DMAIC methodology in the definition phase of the problem with the data record of the productive part to apply tools such as the five whys, Ishikawa diagram, analysis of variances. The mixed experimental design of three factors is executed, taking into account the discharge speed of the curd, hardening time, and the operators who work in the process, where it is determined that 70.26% of the variability of the weight of the cheeses are caused by these three factors. In the part that corresponds to results in the improvement of the production process of the product detailed in this study, it is focused on these important points. Regarding the application of the improvement of the process, a 15 minutes increase is made in the hardening of the curd after having carried out the standardization in the unloading taking speed as a variable. In said improvement, all the personnel that work in the dosing machine, thus managing to reduce variability by 24.37% and likewise reduce the number of cuts and waste in the production line with a saving of 44,616 USD per year.


Keywords: Six Sigma, DMAIC, variability of weights, standardization, dairy.

References
[1] Dedhia NS. Six sigma basics. Total Quality Management & Business Excellence [Internet]. 2005;16(5):567–574. Available from: https://doi.org/10.1080/14783360500077468

[2] Chakravorty SS. Six Sigma programs: An implementation model. Int J Prod Econ [Internet]. 2009;119(1):1–16. Available from: https://www.sciencedirect.com/science/article/pii/S0925527309000243

[3] Kaushik P, Khanduja D. Application of six sigma DMAIC methodology in thermal power plants: A case study. Total Quality Management and Business Excellence. 2009;20(2):197–207.

[4] Barbosa GF, de Carvalho J, Pereira de Souza CH. Deployment of a laser projection solution for stripes plotting based on Six Sigma DMAIC methodology applied to aircraft painting shop. Prod Manuf Res. 2014 Jan 1;2(1):697–711.

[5] María A, Ibáñez Á. Implementación del modelo six sigma como estrategia de mejora en pymes de Latinoamérica. 2020.

[6] Herrera-Granda EP, Herrera-Granda ID, Lorente-Leyva LL, Granda-Gudiño PD, Caraguay-Procel JA, Garc\’\ia-Santillán I. Implementación de un Sistema de Visión Artificial y Seguimiento de Objetivos Humanos, utilizando un cuadricóptero. Revista Ibérica de Sistemas e Tecnologias de Informação. 2019;(E19):198–211.

[7] Herrera G. Enfoque seis sigma y proceso analítico jerárquico en empresa del sector lácteo. redalyc.org [Internet]. 2017 [cited 2023 Jan 21];22(80):610–636. Available from: https://www.redalyc.org/journal/290/29055967005/html/#fn4

[8] Navarro Albert E, Gisbert Soler V, Pérez Molina AI. Metodología e implementación de six sigma. 3C Empresa: Investigación y pensamiento crítico. 2017 Dec 29;6(5):73–80.

[9] Wiklund H, Wiklund PS. Widening the Six Sigma concept: An approach to improve organizational learning. Total Quality Management. 2002 Mar 1;13(2):233–239.

[10] Renzo M, Pachas S, Gabriela L, Casas A. Aplicación de la metodología DMAIC al proceso de elaboración de harina residual de pescado Faculty Mentor. 2014.

[11] Ghosh S, Maiti J. Data mining driven DMAIC framework for improving foundry qualitya case study. Production Planning and Control. 2014 Apr 1;25(6):478–493.

[12] Yu KT, Ueng RG. Enhancing teaching effectiveness by using the Six-Sigma DMAIC model. Assess Eval High Educ. 2012 Dec;37(8):949–961.

[13] Wang FK, Rahardjo B, Rovira PR. Lean Six Sigma with value stream mapping in Industry 4.0 for Human-Centered Workstation Design. Sustainability (Switzerland). 2022 Sep 1;14(17).

[14] Sajjad MH, Naeem K, Zubair M, Usman Jan QM, Khattak SB, Omair M, et al. Waste reduction of polypropylene bag manufacturing process using Six Sigma DMAIC approach: A case study. Cogent Eng. 2021;8(1).

[15] Santander R, Leonardo W. Escuela Superior Politécnica de Chimborazo. 2022.

[16] González Ruiz JA, Blanco N, Gascons M. Enhancing process performance for composite padel racket manufacture using Six Sigma-DMAIC and VSM synergetic support. Cogent Eng. 2022;9(1).

[17] Prasad VCS, Ganvir V. Dmaic approach in rural technology—an application to making of water filters. Transactions of the Indian Ceramic Society. 2006;65(4):215–221.

[18] Sajjad MH, Naeem K, Zubair M, Usman Jan QM, Khattak SB, Omair M, et al. Waste reduction of polypropylene bag manufacturing process using Six Sigma DMAIC approach: A case study. Cogent Eng. 2021;8(1).

[19] Cervantes-Rodríguez LT, Espín-Beltrán X, Guevara-Viera R. Metodología lean six sigma para el proceso de fabricación de quesos frescos Lean six sigma methodology for the fresh cheese manufacturing. Ciencias de la Ingenieria aplicada. 2022;6(1):48– 58.

[20] Mittal S, Khan MA, Romero D, Wuest T. Smart manufacturing: Characteristics, technologies and enabling factors. Proc Inst Mech Eng B J Eng Manuf [Internet]. 2017 Oct 26;233(5):1342–1361. Available from: https://doi.org/10.1177/0954405417736547

[21] Yu CM, Huang TH, Chen KS, Huang TY. Construct Six Sigma DMAIC improvement model for manufacturing process quality of multi-characteristic products. Mathematics. 2022 Mar 1;10(5).

[22] van Iwaarden J, van der Wiele T, Dale B, Williams R, Bertsch B. The Six Sigma improvement approach: A transnational comparison. Int J Prod Res [Internet]. 2008;46(23):6739–6758. Available from: https://doi.org/10.1080/00207540802234050

[23] Jamil N, Gholami H, Saman MZM, Streimikiene D, Sharif S, Zakuan N. DMAICbased approach to sustainable value stream mapping: Towards a sustainable manufacturing system. Economic Research-Ekonomska Istrazivanja . 2020 Jan 1;33(1):331–360.

[24] Li SH, Wu CC, Yen DC, Lee MC. Improving the efficiency of IT help-desk service by Six Sigma management methodology (DMAIC) - A case study of C company. Production Planning and Control. 2011 Oct;22(7):612–627.

[25] Laureani A, Antony J. Leadership and Lean Six Sigma: a systematic literature review. Vol. 30, Total Quality Management and Business Excellence. Routledge; 2019. p. 53–81.

[26] Stankalla R, Chromjakova F, Koval O. A review of the Six Sigma belt system for manufacturing small and medium-sized enterprises. Vol. 26, Quality Management Journal. American Society for Quality; 2019. p. 100–117.