English
Estado del arte y perspectivas futuras de la Industria 4.0 en Latinoamérica y México40
Barra lateral del artículo
Publicado:
feb 5, 2025
Palabras clave:
Modelos de madurez; arquitectura de referencia, normalización; sistemas de manufactura, revisión de literatura
Contenido principal del artículo
Resumen
Desde la propuesta en la Feria de Hannover de 2011, de lo que hoy conoce como Cuarta Revolución Industrial, se ha desencadenado todo un nuevo paradigma tecnológico aplicable principalmente a la producción y los servicios. Actualmente, sigue suponiendo un reto su adopción y aplicación en cada uno de los sectores que mueven la economía de cada nación. Por esto el objetivo del presente trabajo fue establecer un marco de referencia de la Industria 4.0 a nivel internacional, así como, de un acercamiento a la forma en que se ha manifestado esta nueva revolución tecnológica a nivel internacional, con especial énfasis en México y la introducción paulatina de las tecnologías de la información y su transición hacia la Industria 4.0. Para dicho propósito se lleva a cabo un estudio sobre la temática en cuestión, desde sus orígenes, evolución y qué se ha hecho por parte de los gobiernos para facilitar y potenciar la implementación de sus componentes. Se ha de recalcar que se requiere una mayor accesibilidad en cuanto a la información disponible por parte de las empresas mexicanas, de manera que se puedan recabar y analizar datos más concretos sobre el alcance y el impacto de la implementación de tecnologías de la Industria 4.0 en las mismas. Luego de culminada la investigación, se puede afirmar que aún son insuficientes las estrategias de digitalización, la facilitación de recursos financieros y el desarrollo de los recursos humanos que permitan potenciar rápidamente la implementación de la Industria 4.0 en las empresas mexicanas.
Descargas
Los datos de descargas todavía no están disponibles.
Detalles del artículo
Cómo citar
González Romeo, L. L., Bory Reyes, J., & Rojas Ramírez, J. A. (2025). Estado del arte y perspectivas futuras de la Industria 4.0 en Latinoamérica y México. Revista Del Centro De Investigación De La Universidad La Salle. Recuperado a partir de https://revistasinvestigacion.lasalle.mx/index.php/recein/article/view/3928
Número
Sección
Artículos
Esta obra está bajo una licencia internacional Creative Commons Atribución-NoComercial-CompartirIgual 4.0.
Esta revista se encuentra bajo la licencia de Creative Commons, por tanto, los autores, al postular su artículo, lo adhieren a dicha licencia.El autor puede disponer de su artículo para su archivo en repositorios institucionales o en páginas web personales, con la referencia y agradecimientos a la fuente donde se ha publicado.
Citas
Aceto, G., Persico, V., and Pescapé, A. (2019). A survey on information and communication
technologies for industry 4.0: State-of-the-art, taxonomies, perspectives, and challenges. IEEE Communications Surveys & Tutorials. 21(4), 3467-3501. https://doi.org/10.1109/COMST.2019.2938259
Acioli, C., Scavarda, A., and Reis, A. (2021). Applying Industry 4.0 technologies in the COVID-
19 sustainable chains. International Journal of Productivity and Performance Management. 70(5), 988-1016. https://doi.org/10.1108/IJPPM-03-2020-0137
Ahuett-Garza, H. and Kurfess, T. (2018). A brief discussion on the trends of habilitating
technologies for Industry 4.0 and smart manufacturing. Manufacturing Letters. 15, 60-63. https://doi.org/10.1016/j.mfglet.2018.02.011
Akundi, A., & Lopez, V. (2021). A review on application of model-based systems engineering to
manufacturing and production engineering systems. Procedia Computer Science, 185, 101-108. https://doi.org/10.1016/j.procs.2021.05.011
Alabi, M. O., Telukdarie, A., and van-Rensburg , N. J. (2019). Water 4.0: An Integrated Business
Model from an Industry 4.0 Approach. En M. Y. Wang (Ed.), 2019 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM CFP19IEI-POD) (pp. 1364-1369). Macau: IEEE. https://doi.org/10.1109/IEEM44572.2019.8978859
Azarmipour, M., Elfaham, H., Gries, C., and Epple, U. (2019). PLC 4.0: A control system for
Industry 4.0. En F. Gao, C. M. Salin, M. Fu, R. Ma, M. Jasinski, W. He, S. Bayhan and P. Chaturvedi (Eds.), IECON 2019 - 45th Annual Conference of the IEEE Industrial Electronics Society (CFP19IEI-POD) (Vol. 1) (pp. 5513-5518). Lisbon: IEEE. https://doi.org/10.1109/IECON.2019.8927026
Bafler, R., Clausnitzer, V., Vestner, R., Werner, U., and Ziemer, C. (2017). WATER 4.0-An
important element for the German water industry. Berlin: German Water Partnership. 24 Pp.
Computerworld México (2022). La Industria 4.0 continúa firme en México. Recuperado de
https://computerworldmexico.com.mx/la-industria-4-0-continua-firme-en-mexico/
C. Costa and G. Azevedo (2021). Industry 4.0 contributions to education 4.0. In 16th Iberian
Conference on Information Systems and Technologies (CISTI), pages 1-6. IEEE.
Christopher Alan Bonfield, Marie Salter, Alan Longmuir, Matthew Benson, and Chie Adachi
(2020). Transformation or evolution?: Education 4.0, teaching and learning in the digital age. Higher Education Pedagogies, 5(1):223-246. https://doi.org/10.1080/23752696.2020.1816847
Cluster Industrial (2020). 5 empresas mexicanas a seguir en 2020. Recuperado de:
https://www.clusterindustrial.com.mx/noticia/1987/5-empresas-mexicanas-a-seguir-en-2020.
Dai, L. (2006). From conventional technology to carbon nanotechnology: The fourth industrial
revolution and the discoveries of C_60, carbon nanotube and nanodiamond. En L. Dai (Ed.), Carbon Nanotechnology. Recent Developments in Chemistry, Physics, Materials Science and Device Applications (pp. 3-11). Dayton Dayton, EE. UU.: Elsevier. https://doi.org/10.1016/B978-044451855-2/50004-8
Dario Assante, Alessandro Caforio, Marta Flamini, and Elpidio Romano (2019). Smart education
in the context of industry 4.0. In 2019 IEEE Global Engineering Education Conference (EDUCON), pages 1140-1145. IEEE. https://doi.org/10.1109/EDUCON.2019.8725057.
Dastbaz, M. and Cochrane, P. (2019). Industry 4.0 and Engineering for a Sustainable Future.
Switzerland: Springer. 246 Pp. https://doi.org/10.1007/978-3-030-12953-8
Dimitris, M., Ekaterini, V., and Sophia, F. (2017). Quantification of Industry 4.0 Manufacturing
Complexity based on Information Theory. Manufacturing Systems. 11(13).
Dimitris, M., Sophia, F., Nikoletta, B., and Pietro, P. (2018). Product-service system (PSS)
complexity metrics within mass customization and Industry 4.0 environment. The International Journal of Advanced Manufacturing Technology. 97(1), 91-103. https://doi.org/10.1007/s00170-018-1903-3
Efthymiou, K., Mourtzis, D., Pagoropoulos, A., Papakostas, N., and Chryssolouris, G. (2016).
Manufacturing systems complexity analysis methods review. International Journal of Computer Integrated Manufacturing. 29(9), 1025-1044. https://doi.org/10.1080/0951192X.2015.1130245
Facchini, F., Oleśków-Szłapka, J., Ranieri, L., & Urbinati, A. (2019). A maturity model for
logistics 4.0: An empirical analysis and a roadmap for future research. Sustainability, 12(1), 86. https://doi.org/10.3390/su12010086
Foro Económico Mundial (2020). Schools of the future - Defining New Models of Education for
the Fourth Industrial Revolution. Recuperado de https://es.weforum.org/reports/schools-of-the-future-defining-new-models-of-education-for-the-fourth-industrial-revolution/
Freund, L., Al-Majeed, S., & Millard, A. (2021a). Case study application of a strategic
complexity management framework for complex industrial systems. Industry 4.0, 6(2), 41-45.
Freund, L., Al-Majeed, S., & Millard, A. (2021b). Case Studies Key-Findings of a Strategic
Complexity Management Framework for Industrial Manufacturing Systems. En 2021 16th International Conference of System of Systems Engineering (SoSE) (pp. 55-60). IEEE. https://doi.org/10.1109/SOSE52739.2021.9497489
Gilchrist, A. (2016). Industry 4.0: the industrial internet of things. New York: Springer. 259 Pp.
https://doi.org/10.1007/978-1-4842-2047-4
Gobierno de México (2019). Internet para Tod@s. Recuperado de
https://www.gob.mx/internetparatodos
Gough, D., Oliver, S., and Thomas, J. (2017). An introduction to systematic reviews. (Second
edition). London: Sage. 323 Pp.
Hasnan, N. and Yusoff, Y. (2018). Short review: Application areas of industry 4.0 technologies
in food processing sector. IEEE Student Conference on Research and Development (SCOReD), 1-6, IEEE. https://doi.org/10.1109/SCORED.2018.8711184
Hernandez-Aguilar, C., Dominguez-Pacheco, A., Martínez-Ortiz, E., Ivanov, R., Bonilla, J. L.,
Cruz-Orea, A., and Ordonez-Miranda, J. (2020). Evolution and characteristics of the transdisciplinary perspective in research: a literature review. Transdisciplinary Journal of Engineering & Science. 11. https://doi.org/10.22545/2020/00140
Huidobro-Mejía, M. A., Vera-Camacho, A. D., and Aranda Marcelino, M. (2020). Estrategias del
sector público y privado para la implementación de la Industria 4.0 en México. UPIICSA. Investigación Interdisciplinaria. 6(1), 13-31.
Hung, S. W., Wang, A. P., and Chang, C. C. (2012). Exploring the evolution of nano technology.
En D. F. Kocauglu, T. R. Anderson, and T. U. Daim (Eds.), 2012 Proceedings of PICMET'12: Technology Management for Emerging Technologies (pp. 2598-2604). Portland: IEEE.
Hurtado, J. (2000). Metodología de la Investigación Holística. (Tercera edición). Caracas,
Venezuela: Fundación Sypal. 666 Pp.
Instituto Mexicano para la Competitividad [IMCO] (2022). Índice de Competitividad
Internacional (ICI) [archivo PDF]. Recuperado de https://imco.org.mx/indices/indice-de-competitividad-internacional-2022/
Instituto Nacional de Estadística y Geografía [INEGI] (2021). Encuesta Nacional sobre
Disponibilidad y Uso de Tecnologías de la Información en los Hogares (ENDUTIH). https://www.inegi.org.mx/programas/dutih/2021/#Tabulados
Instituto Politécnico Nacional [IPN] (2019). EDUCACIÓN 4.0. Recuperado de
https://e4-0.ipn.mx/educacion-4-0/.
International Standarization Organization [ISO] (2018). Revista ISO FOCUS. Recuperado de
https://www.iso.org/isofocus_131.html.
Javaid, M., Haleem, A., Vaishya, R., Bahl, S., Suman, R., and Vaish, A. (2020). Industry 4.0
technologies and their applications in fighting COVID-19 pandemic. Diabetes & Metabolic Syndrome: Clinical Research & Reviews. 14(4), 419-422. https://doi.org/10.1016/j.dsx.2020.04.032
Jazdi, N. (2014). Cyber physical systems in the context of Industry 4.0. En L. Miclea and I.
Stoian (Eds.), 2014 IEEE International Conference on Automation, Quality and Testing, Robotics, 1-4. Romania: IEEE. https://doi.org/10.1109/AQTR.2014.6857843
Kagermann, H., Lukas, W. D., and Wahlster, W. (2011). Industrie 4.0: Mit dem Internet der
Dinge auf dem Weg zur 4. industriellen Revolution. [archivo PDF] VDI Nachrichten. Recuperado de https://www.live.dfki.de/fileadmin/user_upload/DFKI/Medien/News_Media/Presse/Presse-Highlights/vdinach2011a13-ind4.0-Internet-Dinge.pdf.
Kagermann, H., Wahlster, W., and Helbig, J. (2013). Securing the future of German
manufacturing industry: Recommendations for implementing the strategic initiative INDUSTRIE 4.0. Final report of the Industrie 4.0 Working Group. National Academy of Science and Engineering of Germany. Recuperado de https://www.academia.edu/36867338/Securing_the_future_of_German_manufacturing_industry_Recommendations_for_implementing_the_strategic_initiative_INDUSTRIE_4_0_Final_report_of_the_Industrie_4_0_Working_Group
Kang, H. S., Lee, J. Y., Choi, S., Kim, H., Park, J. H., Son, J. Y., …, and Noh, S. D. (2016).
Smart manufacturing: Past research, present findings, and future directions. International Journal of Precision Engineering and Manufacturing-Green Technology. 3(1), 111-128. https://doi.org/10.1007/s40684-016-0015-5
Langmann, R. and Rojas-Peña, L. F. (2016). A PLC as an Industry 4.0 component. 2016 13th
International Conference on Remote Engineering and Virtual Instrumentation (REV), 10-15, Madrid: IEEE. https://doi.org/10.1109/REV.2016.7444433
Liao, Y., Deschamps, F., Loures, E. D., and Ramos, L. P. (2017). Past, present and future of
Industry 4.0 - a systematic literature review and research agenda proposal. International Journal of Production Research. 55(12), 3609-3629. https://doi.org/10.1080/00207543.2017.1308576
Lopes, A. M., & Machado, J. A. T. (2020). A review of fractional order entropies. Entropy,
22(12), 1374. https://doi.org/10.3390/e22121374
Lu, Y. (2017). Industry 4.0: A survey on technologies, applications and open research issues.
Journal of Industrial Information Integration. 6, 1-10. https://doi.org/10.1016/j.jii.2017.04.005
Majstorovic, V. D. and Mitrovic, R. (2019). Industry 4.0 programs worldwide. En L. Monostori,
V. Majstorovic, S. Hu, and D. Djurdjanovic (Eds.), Proceedings of the 4th International Conference on the Industry 4.0 Model for Advanced Manufacturing. AMP 2019. Lecture Notes in Mechanical Engineering (pp. 78-99). Belgrade: Springer. https://doi.org/10.1007/978-3-030-18180-2_7
Martínez-Martínez, A., García-Garnica, A., Carrillo, J. y Hualde, A. (2020). Industria 4.0 en
México. Elementos diagnósticos y puesta en práctica en sectores y empresas. (Primera edición). Madrid: Plaza y Valdés Editores. 218 Pp.
Martínez-Olvera, C. (2020a). An entropy-based formulation for assessing the complexity level of
a mass customization industry 4.0 environment. Mathematical Problems in Engineering, 1-19. https://doi.org/10.1155/2020/6376010
Martínez-Olvera, C. (2020b). An Entropy-Based Formulation for the Support of Sustainable
Mass Customization 4.0. Mathematical Problems in Engineering, 1-21. https://doi.org/10.1155/2020/3840426
Mo Elbestawi, Dan Centea, Ishwar Singh, and Tom Wanyama (2018). Sept learning factory for
industry 4.0 education and applied research. Procedia manufacturing, 23:249-254. https://doi.org/10.1016/j.promfg.2018.04.025
Moeuf, A., Pellerin, R., Lamouri, S., Tamayo-Giraldo, S., and Barbaray, R. (2018). The industrial
management of SMEs in the era of Industry 4.0. International Journal of Production Research. 56(3), 1118-1136. https://doi.org/10.1080/00207543.2017.1372647
Mourtzis, D., Fotia, S., and Boli, N. (2017). Metrics definition for the product-service system
complexity within mass customization and industry 4.0 environment. En R. Jardim-Gonçalves, J. Pedro-Mendoça, M. Pallot, A. Zarli, J. Martins, and M. Marques (Eds.), 2017 International Conference on Engineering, Technology and Innovation (ICE/ITMC) (pp.1166-1172). Madeira Island: IEEE. https://doi.org/10.1109/ICE.2017.8280013
Mourtzis, D., Fotia, S., Boli, N., and Vlachou, E. (2019). Modelling and quantification of
industry 4.0 manufacturing complexity based on information theory: a robotics case study. International Journal of Production Research. 57(22), 6908-6921. https://doi.org/10.1080/00207543.2019.1571686
Muriel-Pera, Y. de J., Díaz-Piraquive, F. N., Rodríguez-Bernal, L. P., and Galeano-Camacho, E.
G. (2018). Adoption of Strategies the Fourth Industrial Revolution by Micro, Small and Medium Enterprises in Bogota DC. En C. A. Lozano-Garzón (Ed.), 2018 Congreso Internacional de Innovación y Tendencias en Ingeniería CONIITI (pp. 1-6). Bogotá: IEEE. https://doi.org/10.1109/CONIITI.2018.8587071
Nakagawa, E. Y., Antonino, P. O., Schnicke, F., Capilla, R., Kuhn, T., and Liggesmeyer, P.
(2021). Industry 4.0 reference architectures: State of the art and future trends. Computers & Industrial Engineering. 107241. https://doi.org/10.1016/j.cie.2021.107241
Nurul Nadiah Mustafa Kamal, Airil Haimi Mohd Adnan, Ahmad Arifuddin Yusof, Muhamad
Khairul Ahmad, and Muhammad Anwar Mohd Kamal (2019). Immersive interactive educational experiences adopting education 5.0, industry 4.0 learning technologies for malaysian universities. In Proceedings of the International Invention, Innovative & Creative (InIIC) Conference, Series, pages 190-196. Recuperado de https://ssrn.com/abstract=3511172.
Onyeme, C., & Liyanage, K. (2022). A systematic review of Industry 4.0 maturity models:
applicability in the O&G upstream industry. World Journal of Engineering. Vol. ahead-of-print. https://doi.org/10.1108/WJE-12-2021-0689
Organización para la Cooperación Económica y el Desarrollo [OECD] (2021). OECD Data.
Recuperado de https://data.oecd.org/
Ostroukh, A. V., Pronin, T. B., Volosova, A. V., Volkov, A. O., and Ptitsyn, D. A. (2021).
Hyperautomation in the Auto Industry. Russian Engineering Research. 41(6), 532-535. https://doi.org/10.3103/S1068798X21060162
Parthasarathi, V. and Thilagavathi, G. (2011). Synthesis and characterization of zinc oxide
nanopartilce and its application on fabrics for microbe resistant defence clothing. International Journal of Pharmacy and Pharmaceutical Sciences. 3(4), 392-398.
Pereira, A. C. and Romero, F. (2017). A review of the meanings and the implications of the
Industry 4.0 concept. Procedia Manufacturing. 13, 1206-1214. https://doi.org/10.1016/j.promfg.2017.09.032
Pérez-Miguel, Á. L., Piña-Badillo, I., and Álvarez-Vázquez, G. (2021). Diseño de una
metodología de mantenimiento predictivo para asegurar procesos de producción de la industria 4.0. South Florida Journal of Development. 2(1), 1009-1017. https://doi.org/10.46932/sfjdv2n1-074
Phuyal, S., Bista, D., and Bista, R. (2020). Challenges, opportunities and future directions of
smart manufacturing: a state of art review. Sustainable Futures. 2, 100023. https://doi.org/10.1016/j.sftr.2020.100023
Rainer, D. and Alexander, H. (2014). Industrie 4.0: hit or hype. Industrial Electronics Magazine.
8(2), 56-58. https://doi.org/10.1109/MIE.2014.2312079
Rajkumar, R., Lee, I., Sha, L., and Stankovic, J. (2010). Cyber-physical systems: the next
computing revolution. 47th Design Automation Conference. New York: IEEE. 731-736 Pp. https://doi.org/10.1145/1837274.1837461
Ramírez-Arellano, A., Hernández-Simón, L. M., & Bory-Reyes, J. (2021). Two-parameter
fractional Tsallis information dimensions of complex networks. Chaos, Solitons & Fractals, 150, 111113. https://doi.org/10.1016/j.chaos.2021.111113
Ramírez-Arellano, A., Sigarreta Almira, J. M., & Bory-Reyes, J. (2020). Fractional information
dimensions of complex networks. Chaos: An Interdisciplinary Journal of Nonlinear Science, 30(9), 093125. https://doi.org/10.1063/5.0018268
Ramos, L. F. P., Loures, E. D. F. R., & Deschamps, F. (2020). An analysis of maturity models
and current state assessment of organizations for industry 4.0 implementation. Procedia manufacturing, 51, 1098-1105. https://doi.org/10.1016/j.promfg.2020.10.154
Rauch, E., Unterhofer, M., Rojas, R. A., Gualtieri, L., Woschank, M., & Matt, D. T. (2020). A
maturity level-based assessment tool to enhance the implementation of industry 4.0 in small and medium-sized enterprises. Sustainability, 12(9), 3559. https://doi.org/10.3390/su12093559
Riquelme, R. (2019). México llega con retraso a la Cuarta Revolución Industrial. Recuperado de
https://www.eleconomista.com.mx/tecnologia/Mexicollega-con-retraso-a-la-Cuarta-Revolucion-Industrial-20191009-0055.html
Rostow, W. W. (1985). The Fifth Kondratieff Upswing and the Fourth Industrial Revolution:
their meaning for forestry. En R. A. Sedjo (Ed.), Investments in forestry: resources, land use and public policy (pp. 11-19). Nueva York: Westview.
Santos, R. C., & Martinho, J. L. (2020). An Industry 4.0 maturity model proposal. Journal of
Manufacturing Technology Management. https://doi.org/10.1108/JMTM-09-2018-0284
SCI4.0. (2017). Consejo de Normalización de Industria 4.0. Recuperado de
https://www.sci40.com/
S.C. Normalización y Certificación [NYCE] (2022). Catálogo de estándares NYCE. Recuperado
de https://nyce.org.mx/catalogodeestandaresnyce/
Secretaría de Economía [SE] (2014). Mapa de Ruta para Internet of Things (IoT). [archivo PDF].
Recuperado de http://prosoft.economia.gob.mx/Imagenes/ImagenesMaster/Estudios%20Prosoft/GREF_25.pdf
Secretaría de Economía [SE] (2016a). Crafting the Future: A Roadmap for Industry 4.0 in
Mexico. [archivo PDF]. Recuperado de https://amiti.org.mx/wp-content/uploads/2018/01/Crafting-the-future-10-agosto-2016.pdf
Secretaría de Economía [SE] (2016b). Obtenido de Programa para el Desarrollo de la Industria
del Software (ProSoft 3.0). Recuperado de https://prosoft.economia.gob.mx
Secretaría de Economía [SE] (2010). Catálogo Mexicano de Normas. Recuperado de
http://www.2006-2012.economia.gob.mx/comunidad-negocios/normalizacion/catalogo-mexicano-de-normas
Shannon, C. E. (1948). A mathematical theory of communication. The Bell System Technical
Journal. 27(3), 379-423.
Sistema Integral de Normas y Evaluación de la Conformidad [SINEC] (2022). Consulta de catálogo de normas. Recuperado de https://www.sinec.gob.mx/SINEC/Vista/Normalizacion/BusquedaNormas.xhtml.
Spanaki, K., Karafili, E., and Despoudi, S. (2021a). AI applications of data sharing in agriculture
4.0: A framework for role-based data access control. International Journal of Information Management. 59: 102350. https://doi.org/10.1016/j.ijinfomgt.2021.102350
Spanaki, K., Sivarajah, U., Fakhimi, M., Despoudi, S., and Irani, Z. (2021b). Disruptive
technologies in agricultural operations: A systematic review of AI-driven AgriTech research. Annals of Operations Research,1-34. https://doi.org/10.1007/s10479-020-03922-z
Stock, T. and Seliger, G. (2016). Opportunities of sustainable manufacturing in industry 4.0.
Procedia CIRP. 40, 536-541. https://doi.org/10.1016/j.procir.2016.01.129
Torres-Correa, C. M., Gomez-Valencia, J. F., Carvallho, J. J., Trujillo, E. L., and Tinjaca, N. B.
(2020). Implementation of Industry 4.0 Technologies in Embedded Systems for Contagion Mitigation and COVID-19 Control in Work Areas. Congreso Internacional de Innovación y Tendencias en Ingeniería (CONIITI). 1-6. https://doi.org/10.1109/CONIITI51147.2020.9240341
Trovati, M., Zhang, H., Ray, J., and Xu, X. (2019). An entropy-based approach to real-time
information extraction for industry 4.0. IEEE Transactions on Industrial Informatics. 16(9), 6033-6041. https://doi.org/10.1109/TII.2019.2962029
Vaidya, S., Ambad, P., and Bhosle, S. (2018). Industry 4.0 - a glimpse. Procedia Manufacturing.
20, 233-238. https://doi.org/10.1016/j.promfg.2018.02.034
Valdés, R. A., Comendador-Gómez, V. F., Sanz, A. R., and Castán, J. P. (2018). Aviation 4.0:
more safety through automation and digitization. En M. C. Kushan (Ed.), Aircraft Technology. IntechOpen. Recuperado de https://www.intechopen.com/books/6399. https://doi.org/10.5772/intechopen.73688
Xu, L. D., Xu, E. L., and Li, L. (2018). Industry 4.0: state of the art and future trends.
International Journal of Production Research. 56(8), 2941-2962. https://doi.org/10.1080/00207543.2018.1444806
Yang, F. and Gu, S. (2021). Industry 4.0, a revolution that requires technology and national
strategies. Complex & Intelligent Systems. 7(3), 1311-1325. https://doi.org/10.1007/s40747-020-00267-9
Zhou, K., Liu, T., and Zhou, L. (2015). Industry 4.0: Towards future industrial opportunities and
challenges. En J. D. Zhuo-Tang, S., Yin, H. Ligang, and L. Renfa (Eds.), 12th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD), (pp. 2147-2152). New Jersey: IEEE. https://doi.org/10.1109/FSKD.2015.7382284
technologies for industry 4.0: State-of-the-art, taxonomies, perspectives, and challenges. IEEE Communications Surveys & Tutorials. 21(4), 3467-3501. https://doi.org/10.1109/COMST.2019.2938259
Acioli, C., Scavarda, A., and Reis, A. (2021). Applying Industry 4.0 technologies in the COVID-
19 sustainable chains. International Journal of Productivity and Performance Management. 70(5), 988-1016. https://doi.org/10.1108/IJPPM-03-2020-0137
Ahuett-Garza, H. and Kurfess, T. (2018). A brief discussion on the trends of habilitating
technologies for Industry 4.0 and smart manufacturing. Manufacturing Letters. 15, 60-63. https://doi.org/10.1016/j.mfglet.2018.02.011
Akundi, A., & Lopez, V. (2021). A review on application of model-based systems engineering to
manufacturing and production engineering systems. Procedia Computer Science, 185, 101-108. https://doi.org/10.1016/j.procs.2021.05.011
Alabi, M. O., Telukdarie, A., and van-Rensburg , N. J. (2019). Water 4.0: An Integrated Business
Model from an Industry 4.0 Approach. En M. Y. Wang (Ed.), 2019 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM CFP19IEI-POD) (pp. 1364-1369). Macau: IEEE. https://doi.org/10.1109/IEEM44572.2019.8978859
Azarmipour, M., Elfaham, H., Gries, C., and Epple, U. (2019). PLC 4.0: A control system for
Industry 4.0. En F. Gao, C. M. Salin, M. Fu, R. Ma, M. Jasinski, W. He, S. Bayhan and P. Chaturvedi (Eds.), IECON 2019 - 45th Annual Conference of the IEEE Industrial Electronics Society (CFP19IEI-POD) (Vol. 1) (pp. 5513-5518). Lisbon: IEEE. https://doi.org/10.1109/IECON.2019.8927026
Bafler, R., Clausnitzer, V., Vestner, R., Werner, U., and Ziemer, C. (2017). WATER 4.0-An
important element for the German water industry. Berlin: German Water Partnership. 24 Pp.
Computerworld México (2022). La Industria 4.0 continúa firme en México. Recuperado de
https://computerworldmexico.com.mx/la-industria-4-0-continua-firme-en-mexico/
C. Costa and G. Azevedo (2021). Industry 4.0 contributions to education 4.0. In 16th Iberian
Conference on Information Systems and Technologies (CISTI), pages 1-6. IEEE.
Christopher Alan Bonfield, Marie Salter, Alan Longmuir, Matthew Benson, and Chie Adachi
(2020). Transformation or evolution?: Education 4.0, teaching and learning in the digital age. Higher Education Pedagogies, 5(1):223-246. https://doi.org/10.1080/23752696.2020.1816847
Cluster Industrial (2020). 5 empresas mexicanas a seguir en 2020. Recuperado de:
https://www.clusterindustrial.com.mx/noticia/1987/5-empresas-mexicanas-a-seguir-en-2020.
Dai, L. (2006). From conventional technology to carbon nanotechnology: The fourth industrial
revolution and the discoveries of C_60, carbon nanotube and nanodiamond. En L. Dai (Ed.), Carbon Nanotechnology. Recent Developments in Chemistry, Physics, Materials Science and Device Applications (pp. 3-11). Dayton Dayton, EE. UU.: Elsevier. https://doi.org/10.1016/B978-044451855-2/50004-8
Dario Assante, Alessandro Caforio, Marta Flamini, and Elpidio Romano (2019). Smart education
in the context of industry 4.0. In 2019 IEEE Global Engineering Education Conference (EDUCON), pages 1140-1145. IEEE. https://doi.org/10.1109/EDUCON.2019.8725057.
Dastbaz, M. and Cochrane, P. (2019). Industry 4.0 and Engineering for a Sustainable Future.
Switzerland: Springer. 246 Pp. https://doi.org/10.1007/978-3-030-12953-8
Dimitris, M., Ekaterini, V., and Sophia, F. (2017). Quantification of Industry 4.0 Manufacturing
Complexity based on Information Theory. Manufacturing Systems. 11(13).
Dimitris, M., Sophia, F., Nikoletta, B., and Pietro, P. (2018). Product-service system (PSS)
complexity metrics within mass customization and Industry 4.0 environment. The International Journal of Advanced Manufacturing Technology. 97(1), 91-103. https://doi.org/10.1007/s00170-018-1903-3
Efthymiou, K., Mourtzis, D., Pagoropoulos, A., Papakostas, N., and Chryssolouris, G. (2016).
Manufacturing systems complexity analysis methods review. International Journal of Computer Integrated Manufacturing. 29(9), 1025-1044. https://doi.org/10.1080/0951192X.2015.1130245
Facchini, F., Oleśków-Szłapka, J., Ranieri, L., & Urbinati, A. (2019). A maturity model for
logistics 4.0: An empirical analysis and a roadmap for future research. Sustainability, 12(1), 86. https://doi.org/10.3390/su12010086
Foro Económico Mundial (2020). Schools of the future - Defining New Models of Education for
the Fourth Industrial Revolution. Recuperado de https://es.weforum.org/reports/schools-of-the-future-defining-new-models-of-education-for-the-fourth-industrial-revolution/
Freund, L., Al-Majeed, S., & Millard, A. (2021a). Case study application of a strategic
complexity management framework for complex industrial systems. Industry 4.0, 6(2), 41-45.
Freund, L., Al-Majeed, S., & Millard, A. (2021b). Case Studies Key-Findings of a Strategic
Complexity Management Framework for Industrial Manufacturing Systems. En 2021 16th International Conference of System of Systems Engineering (SoSE) (pp. 55-60). IEEE. https://doi.org/10.1109/SOSE52739.2021.9497489
Gilchrist, A. (2016). Industry 4.0: the industrial internet of things. New York: Springer. 259 Pp.
https://doi.org/10.1007/978-1-4842-2047-4
Gobierno de México (2019). Internet para Tod@s. Recuperado de
https://www.gob.mx/internetparatodos
Gough, D., Oliver, S., and Thomas, J. (2017). An introduction to systematic reviews. (Second
edition). London: Sage. 323 Pp.
Hasnan, N. and Yusoff, Y. (2018). Short review: Application areas of industry 4.0 technologies
in food processing sector. IEEE Student Conference on Research and Development (SCOReD), 1-6, IEEE. https://doi.org/10.1109/SCORED.2018.8711184
Hernandez-Aguilar, C., Dominguez-Pacheco, A., Martínez-Ortiz, E., Ivanov, R., Bonilla, J. L.,
Cruz-Orea, A., and Ordonez-Miranda, J. (2020). Evolution and characteristics of the transdisciplinary perspective in research: a literature review. Transdisciplinary Journal of Engineering & Science. 11. https://doi.org/10.22545/2020/00140
Huidobro-Mejía, M. A., Vera-Camacho, A. D., and Aranda Marcelino, M. (2020). Estrategias del
sector público y privado para la implementación de la Industria 4.0 en México. UPIICSA. Investigación Interdisciplinaria. 6(1), 13-31.
Hung, S. W., Wang, A. P., and Chang, C. C. (2012). Exploring the evolution of nano technology.
En D. F. Kocauglu, T. R. Anderson, and T. U. Daim (Eds.), 2012 Proceedings of PICMET'12: Technology Management for Emerging Technologies (pp. 2598-2604). Portland: IEEE.
Hurtado, J. (2000). Metodología de la Investigación Holística. (Tercera edición). Caracas,
Venezuela: Fundación Sypal. 666 Pp.
Instituto Mexicano para la Competitividad [IMCO] (2022). Índice de Competitividad
Internacional (ICI) [archivo PDF]. Recuperado de https://imco.org.mx/indices/indice-de-competitividad-internacional-2022/
Instituto Nacional de Estadística y Geografía [INEGI] (2021). Encuesta Nacional sobre
Disponibilidad y Uso de Tecnologías de la Información en los Hogares (ENDUTIH). https://www.inegi.org.mx/programas/dutih/2021/#Tabulados
Instituto Politécnico Nacional [IPN] (2019). EDUCACIÓN 4.0. Recuperado de
https://e4-0.ipn.mx/educacion-4-0/.
International Standarization Organization [ISO] (2018). Revista ISO FOCUS. Recuperado de
https://www.iso.org/isofocus_131.html.
Javaid, M., Haleem, A., Vaishya, R., Bahl, S., Suman, R., and Vaish, A. (2020). Industry 4.0
technologies and their applications in fighting COVID-19 pandemic. Diabetes & Metabolic Syndrome: Clinical Research & Reviews. 14(4), 419-422. https://doi.org/10.1016/j.dsx.2020.04.032
Jazdi, N. (2014). Cyber physical systems in the context of Industry 4.0. En L. Miclea and I.
Stoian (Eds.), 2014 IEEE International Conference on Automation, Quality and Testing, Robotics, 1-4. Romania: IEEE. https://doi.org/10.1109/AQTR.2014.6857843
Kagermann, H., Lukas, W. D., and Wahlster, W. (2011). Industrie 4.0: Mit dem Internet der
Dinge auf dem Weg zur 4. industriellen Revolution. [archivo PDF] VDI Nachrichten. Recuperado de https://www.live.dfki.de/fileadmin/user_upload/DFKI/Medien/News_Media/Presse/Presse-Highlights/vdinach2011a13-ind4.0-Internet-Dinge.pdf.
Kagermann, H., Wahlster, W., and Helbig, J. (2013). Securing the future of German
manufacturing industry: Recommendations for implementing the strategic initiative INDUSTRIE 4.0. Final report of the Industrie 4.0 Working Group. National Academy of Science and Engineering of Germany. Recuperado de https://www.academia.edu/36867338/Securing_the_future_of_German_manufacturing_industry_Recommendations_for_implementing_the_strategic_initiative_INDUSTRIE_4_0_Final_report_of_the_Industrie_4_0_Working_Group
Kang, H. S., Lee, J. Y., Choi, S., Kim, H., Park, J. H., Son, J. Y., …, and Noh, S. D. (2016).
Smart manufacturing: Past research, present findings, and future directions. International Journal of Precision Engineering and Manufacturing-Green Technology. 3(1), 111-128. https://doi.org/10.1007/s40684-016-0015-5
Langmann, R. and Rojas-Peña, L. F. (2016). A PLC as an Industry 4.0 component. 2016 13th
International Conference on Remote Engineering and Virtual Instrumentation (REV), 10-15, Madrid: IEEE. https://doi.org/10.1109/REV.2016.7444433
Liao, Y., Deschamps, F., Loures, E. D., and Ramos, L. P. (2017). Past, present and future of
Industry 4.0 - a systematic literature review and research agenda proposal. International Journal of Production Research. 55(12), 3609-3629. https://doi.org/10.1080/00207543.2017.1308576
Lopes, A. M., & Machado, J. A. T. (2020). A review of fractional order entropies. Entropy,
22(12), 1374. https://doi.org/10.3390/e22121374
Lu, Y. (2017). Industry 4.0: A survey on technologies, applications and open research issues.
Journal of Industrial Information Integration. 6, 1-10. https://doi.org/10.1016/j.jii.2017.04.005
Majstorovic, V. D. and Mitrovic, R. (2019). Industry 4.0 programs worldwide. En L. Monostori,
V. Majstorovic, S. Hu, and D. Djurdjanovic (Eds.), Proceedings of the 4th International Conference on the Industry 4.0 Model for Advanced Manufacturing. AMP 2019. Lecture Notes in Mechanical Engineering (pp. 78-99). Belgrade: Springer. https://doi.org/10.1007/978-3-030-18180-2_7
Martínez-Martínez, A., García-Garnica, A., Carrillo, J. y Hualde, A. (2020). Industria 4.0 en
México. Elementos diagnósticos y puesta en práctica en sectores y empresas. (Primera edición). Madrid: Plaza y Valdés Editores. 218 Pp.
Martínez-Olvera, C. (2020a). An entropy-based formulation for assessing the complexity level of
a mass customization industry 4.0 environment. Mathematical Problems in Engineering, 1-19. https://doi.org/10.1155/2020/6376010
Martínez-Olvera, C. (2020b). An Entropy-Based Formulation for the Support of Sustainable
Mass Customization 4.0. Mathematical Problems in Engineering, 1-21. https://doi.org/10.1155/2020/3840426
Mo Elbestawi, Dan Centea, Ishwar Singh, and Tom Wanyama (2018). Sept learning factory for
industry 4.0 education and applied research. Procedia manufacturing, 23:249-254. https://doi.org/10.1016/j.promfg.2018.04.025
Moeuf, A., Pellerin, R., Lamouri, S., Tamayo-Giraldo, S., and Barbaray, R. (2018). The industrial
management of SMEs in the era of Industry 4.0. International Journal of Production Research. 56(3), 1118-1136. https://doi.org/10.1080/00207543.2017.1372647
Mourtzis, D., Fotia, S., and Boli, N. (2017). Metrics definition for the product-service system
complexity within mass customization and industry 4.0 environment. En R. Jardim-Gonçalves, J. Pedro-Mendoça, M. Pallot, A. Zarli, J. Martins, and M. Marques (Eds.), 2017 International Conference on Engineering, Technology and Innovation (ICE/ITMC) (pp.1166-1172). Madeira Island: IEEE. https://doi.org/10.1109/ICE.2017.8280013
Mourtzis, D., Fotia, S., Boli, N., and Vlachou, E. (2019). Modelling and quantification of
industry 4.0 manufacturing complexity based on information theory: a robotics case study. International Journal of Production Research. 57(22), 6908-6921. https://doi.org/10.1080/00207543.2019.1571686
Muriel-Pera, Y. de J., Díaz-Piraquive, F. N., Rodríguez-Bernal, L. P., and Galeano-Camacho, E.
G. (2018). Adoption of Strategies the Fourth Industrial Revolution by Micro, Small and Medium Enterprises in Bogota DC. En C. A. Lozano-Garzón (Ed.), 2018 Congreso Internacional de Innovación y Tendencias en Ingeniería CONIITI (pp. 1-6). Bogotá: IEEE. https://doi.org/10.1109/CONIITI.2018.8587071
Nakagawa, E. Y., Antonino, P. O., Schnicke, F., Capilla, R., Kuhn, T., and Liggesmeyer, P.
(2021). Industry 4.0 reference architectures: State of the art and future trends. Computers & Industrial Engineering. 107241. https://doi.org/10.1016/j.cie.2021.107241
Nurul Nadiah Mustafa Kamal, Airil Haimi Mohd Adnan, Ahmad Arifuddin Yusof, Muhamad
Khairul Ahmad, and Muhammad Anwar Mohd Kamal (2019). Immersive interactive educational experiences adopting education 5.0, industry 4.0 learning technologies for malaysian universities. In Proceedings of the International Invention, Innovative & Creative (InIIC) Conference, Series, pages 190-196. Recuperado de https://ssrn.com/abstract=3511172.
Onyeme, C., & Liyanage, K. (2022). A systematic review of Industry 4.0 maturity models:
applicability in the O&G upstream industry. World Journal of Engineering. Vol. ahead-of-print. https://doi.org/10.1108/WJE-12-2021-0689
Organización para la Cooperación Económica y el Desarrollo [OECD] (2021). OECD Data.
Recuperado de https://data.oecd.org/
Ostroukh, A. V., Pronin, T. B., Volosova, A. V., Volkov, A. O., and Ptitsyn, D. A. (2021).
Hyperautomation in the Auto Industry. Russian Engineering Research. 41(6), 532-535. https://doi.org/10.3103/S1068798X21060162
Parthasarathi, V. and Thilagavathi, G. (2011). Synthesis and characterization of zinc oxide
nanopartilce and its application on fabrics for microbe resistant defence clothing. International Journal of Pharmacy and Pharmaceutical Sciences. 3(4), 392-398.
Pereira, A. C. and Romero, F. (2017). A review of the meanings and the implications of the
Industry 4.0 concept. Procedia Manufacturing. 13, 1206-1214. https://doi.org/10.1016/j.promfg.2017.09.032
Pérez-Miguel, Á. L., Piña-Badillo, I., and Álvarez-Vázquez, G. (2021). Diseño de una
metodología de mantenimiento predictivo para asegurar procesos de producción de la industria 4.0. South Florida Journal of Development. 2(1), 1009-1017. https://doi.org/10.46932/sfjdv2n1-074
Phuyal, S., Bista, D., and Bista, R. (2020). Challenges, opportunities and future directions of
smart manufacturing: a state of art review. Sustainable Futures. 2, 100023. https://doi.org/10.1016/j.sftr.2020.100023
Rainer, D. and Alexander, H. (2014). Industrie 4.0: hit or hype. Industrial Electronics Magazine.
8(2), 56-58. https://doi.org/10.1109/MIE.2014.2312079
Rajkumar, R., Lee, I., Sha, L., and Stankovic, J. (2010). Cyber-physical systems: the next
computing revolution. 47th Design Automation Conference. New York: IEEE. 731-736 Pp. https://doi.org/10.1145/1837274.1837461
Ramírez-Arellano, A., Hernández-Simón, L. M., & Bory-Reyes, J. (2021). Two-parameter
fractional Tsallis information dimensions of complex networks. Chaos, Solitons & Fractals, 150, 111113. https://doi.org/10.1016/j.chaos.2021.111113
Ramírez-Arellano, A., Sigarreta Almira, J. M., & Bory-Reyes, J. (2020). Fractional information
dimensions of complex networks. Chaos: An Interdisciplinary Journal of Nonlinear Science, 30(9), 093125. https://doi.org/10.1063/5.0018268
Ramos, L. F. P., Loures, E. D. F. R., & Deschamps, F. (2020). An analysis of maturity models
and current state assessment of organizations for industry 4.0 implementation. Procedia manufacturing, 51, 1098-1105. https://doi.org/10.1016/j.promfg.2020.10.154
Rauch, E., Unterhofer, M., Rojas, R. A., Gualtieri, L., Woschank, M., & Matt, D. T. (2020). A
maturity level-based assessment tool to enhance the implementation of industry 4.0 in small and medium-sized enterprises. Sustainability, 12(9), 3559. https://doi.org/10.3390/su12093559
Riquelme, R. (2019). México llega con retraso a la Cuarta Revolución Industrial. Recuperado de
https://www.eleconomista.com.mx/tecnologia/Mexicollega-con-retraso-a-la-Cuarta-Revolucion-Industrial-20191009-0055.html
Rostow, W. W. (1985). The Fifth Kondratieff Upswing and the Fourth Industrial Revolution:
their meaning for forestry. En R. A. Sedjo (Ed.), Investments in forestry: resources, land use and public policy (pp. 11-19). Nueva York: Westview.
Santos, R. C., & Martinho, J. L. (2020). An Industry 4.0 maturity model proposal. Journal of
Manufacturing Technology Management. https://doi.org/10.1108/JMTM-09-2018-0284
SCI4.0. (2017). Consejo de Normalización de Industria 4.0. Recuperado de
https://www.sci40.com/
S.C. Normalización y Certificación [NYCE] (2022). Catálogo de estándares NYCE. Recuperado
de https://nyce.org.mx/catalogodeestandaresnyce/
Secretaría de Economía [SE] (2014). Mapa de Ruta para Internet of Things (IoT). [archivo PDF].
Recuperado de http://prosoft.economia.gob.mx/Imagenes/ImagenesMaster/Estudios%20Prosoft/GREF_25.pdf
Secretaría de Economía [SE] (2016a). Crafting the Future: A Roadmap for Industry 4.0 in
Mexico. [archivo PDF]. Recuperado de https://amiti.org.mx/wp-content/uploads/2018/01/Crafting-the-future-10-agosto-2016.pdf
Secretaría de Economía [SE] (2016b). Obtenido de Programa para el Desarrollo de la Industria
del Software (ProSoft 3.0). Recuperado de https://prosoft.economia.gob.mx
Secretaría de Economía [SE] (2010). Catálogo Mexicano de Normas. Recuperado de
http://www.2006-2012.economia.gob.mx/comunidad-negocios/normalizacion/catalogo-mexicano-de-normas
Shannon, C. E. (1948). A mathematical theory of communication. The Bell System Technical
Journal. 27(3), 379-423.
Sistema Integral de Normas y Evaluación de la Conformidad [SINEC] (2022). Consulta de catálogo de normas. Recuperado de https://www.sinec.gob.mx/SINEC/Vista/Normalizacion/BusquedaNormas.xhtml.
Spanaki, K., Karafili, E., and Despoudi, S. (2021a). AI applications of data sharing in agriculture
4.0: A framework for role-based data access control. International Journal of Information Management. 59: 102350. https://doi.org/10.1016/j.ijinfomgt.2021.102350
Spanaki, K., Sivarajah, U., Fakhimi, M., Despoudi, S., and Irani, Z. (2021b). Disruptive
technologies in agricultural operations: A systematic review of AI-driven AgriTech research. Annals of Operations Research,1-34. https://doi.org/10.1007/s10479-020-03922-z
Stock, T. and Seliger, G. (2016). Opportunities of sustainable manufacturing in industry 4.0.
Procedia CIRP. 40, 536-541. https://doi.org/10.1016/j.procir.2016.01.129
Torres-Correa, C. M., Gomez-Valencia, J. F., Carvallho, J. J., Trujillo, E. L., and Tinjaca, N. B.
(2020). Implementation of Industry 4.0 Technologies in Embedded Systems for Contagion Mitigation and COVID-19 Control in Work Areas. Congreso Internacional de Innovación y Tendencias en Ingeniería (CONIITI). 1-6. https://doi.org/10.1109/CONIITI51147.2020.9240341
Trovati, M., Zhang, H., Ray, J., and Xu, X. (2019). An entropy-based approach to real-time
information extraction for industry 4.0. IEEE Transactions on Industrial Informatics. 16(9), 6033-6041. https://doi.org/10.1109/TII.2019.2962029
Vaidya, S., Ambad, P., and Bhosle, S. (2018). Industry 4.0 - a glimpse. Procedia Manufacturing.
20, 233-238. https://doi.org/10.1016/j.promfg.2018.02.034
Valdés, R. A., Comendador-Gómez, V. F., Sanz, A. R., and Castán, J. P. (2018). Aviation 4.0:
more safety through automation and digitization. En M. C. Kushan (Ed.), Aircraft Technology. IntechOpen. Recuperado de https://www.intechopen.com/books/6399. https://doi.org/10.5772/intechopen.73688
Xu, L. D., Xu, E. L., and Li, L. (2018). Industry 4.0: state of the art and future trends.
International Journal of Production Research. 56(8), 2941-2962. https://doi.org/10.1080/00207543.2018.1444806
Yang, F. and Gu, S. (2021). Industry 4.0, a revolution that requires technology and national
strategies. Complex & Intelligent Systems. 7(3), 1311-1325. https://doi.org/10.1007/s40747-020-00267-9
Zhou, K., Liu, T., and Zhou, L. (2015). Industry 4.0: Towards future industrial opportunities and
challenges. En J. D. Zhuo-Tang, S., Yin, H. Ligang, and L. Renfa (Eds.), 12th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD), (pp. 2147-2152). New Jersey: IEEE. https://doi.org/10.1109/FSKD.2015.7382284