Renan SantosProfessor & Researcher in Operations and Industrial Engineering

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Years of experience

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Publications

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Postdoctoral research

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Countries worked in

1. 2026An integrative framework for BIM, digital twin and generative AI convergence in construction: a multi-dimensional analysis of synergies and enabling factorsDiaz Schery, Carlos Alejandro, Caiado, Rodrigo Goyannes Gusmao, Ivson, Paulo, Santos, RS and Thadeu Corseuil, EduardoSmart and Sustainable Built Environment, pp. 1–39JournalRead paper
2. 2026Building Information Modelling Maturity Assessment for Industry 5.0 with Prescriptive Capability PathwaysSchery, Carlos Alejandro Diaz, Caiado, Rodrigo Goyannes Gusmão, Vargas, Soraida Aguilar, Corseuil, Eduardo Thadeu, Santos, Renan Silva and Ivson, PauloTechnology in Society, pp. 103429JournalRead paper
3. 2026Decision support system for smart maintenance combining multicriteria and machine learning approaches: case study at the Brazilian MintAlves do Nascimento, Jaqueline, Goyannes Gusmão Caiado, Rodrigo, Scavarda, Luiz Felipe, Silva Santos, Renan and Brito Alves Lima, GilsonInternational Journal of Quality & Reliability Management, pp. 1–33JournalRead paper
4. 2025Lean transportation tools towards waste reduction and digital transformation in the offshore industry: an action-researchGomes, Joici Mendonça Muniz, Caiado, Rodrigo Goyannes Gusmão, Mareth, Taciana, Santos, Renan Silva and Scavarda, Luiz FelipeInternational Journal of Lean Six Sigma, vol. 16, no. 2, pp. 461–490JournalRead paper
5. 2025Corporate social responsibility and circular economy integration framework within sustainable supply chain management: Building blocks for industry 5.0Santiago, Bruna da Silva, Scavarda, Luiz Felipe, Gusmão Caiado, Rodrigo Goyannes, Santos, Renan Silva and Mattos Nascimento, Daniel Luiz deCorporate Social Responsibility and Environmental Management, vol. 32, no. 1, pp. 269–290JournalRead paper
6. 2025Balancing priorities: a configurational framework to achieve strategic benefits from sustainable Industry 4.0 enablers in operations and supply chainCaiado, Rodrigo Goyannes Gusmão, Santos, Renan Silva, Schery, Carlos Alejandro Días, Scavarda, Luiz Felipe and Garza-Reyes, Jose ArturoBusiness Strategy and the Environment, vol. 34, no. 3, pp. 2934–2963JournalRead paper
7. 2025From Barriers to Digital Transformation Pathways in Brazil and GermanyPiovesan, Lia Denize, Thomé, Antônio Márcio Tavares, Caiado, Rodrigo Goyannes Gusmão and Santos, Renan SilvaSustainability, vol. 18, no. 1, pp. 45JournalRead paper
8. 2024Industry 4.0 and Sustainability Integration in the Supply Chains of Micro, Small, and Medium Enterprises through People, Process, and Technology within the Triple Bottom Line PerspectiveMachado, Eduardo Augusto, Scavarda, Luiz Felipe, Caiado, Rodrigo Goyannes Gusmão and Santos, Renan SilvaSustainability, vol. 16, no. 3, pp. 1141JournalRead paper
9. 2024Sustainable I4. 0 integration and transition to I5. 0 in traditional and digital technological organisationsCaiado, Rodrigo Goyannes Gusmão, Machado, Eduardo, Santos, Renan Silva, Thomé, Antonio Márcio Tavares and Scavarda, Luiz FelipeTechnological Forecasting and Social Change, vol. 207, pp. 123582JournalRead paper
10. 2024Sustainable Industry 4.0 in Operations and Supply Chain Management: A Scoping Reviewda Silva Morais, Naísy, Paiva Sampaio, Manuela Lacerda, Gusmão Caiado, Rodrigo Goyannes and Santos, Renan SilvaImpact of Industry 4.0 on Supply Chain Sustainability: Current Status and Future Pathways, pp. 201–216Book ChapterRead paper
11. 2024ANALYSIS OF OCCUPATIONAL HEALTH AND SAFETY TRENDS IN BRAZILIAN ECONOMIC SECTORSda Silva, Dayanni de Brito and Santos, Renan Silva and Domingos, Maria de Lurdes CostaEconomic and Social Development: Book of Proceedings, pp. 75–84ConferenceRead paper
12. 2024TENDÊNCIAS E PERSPECTIVAS DA INTELIGÊNCIA ARTIFICIAL NO PLANEJAMENTO E CONTROLE DA PRODUÇÃOde Almeida Pereira, Joao Luis Ract, Caiado, Rodrigo Goyannes Gusmão, Santos, Renan Silva and Schery, Carlos Alejandro DiazAnais do Encontro Nacional de Engenharia de Produção (ENEGEP)ConferenceRead paper
13. 2024Assessing the Eco-Efficiency of Coastal Shipping in Brazil with the DDF Malmquist Modelda Silva Araújo, Pedro Lemos and Santos, Renan SilvaInternational Joint Conference on Industrial Engineering and Operations Management (IJCIEOM)ConferenceRead paper
14. 2024Wave of Change: Sustainable Fuel Selection in Maritime OperationsDutra, Felipe Santos, Araujo, Bianca Menezes, Santos, Renan Silva, Caiado, Rodrigo Goyannes Gusmao and Thomé, Antonio Marcio TavaresInternational Joint conference on Industrial Engineering and Operations Management, pp. 395–407ConferenceRead paper
15. 2023A Socio-Technical Framework for Lean Project Management Implementation towards Sustainable Value in the Digital Transformation ContextLima, Bianca Felizardo, Neto, Julio Vieira, Santos, Renan Silva and Caiado, Rodrigo Goyannes GusmãoSustainability, vol. 15, no. 3, pp. 1756JournalRead paper
16. 2023BIM critical factors and benefits for public sector: from a systematic review to an empirical fuzzy multicriteria approachSchery, Carlos Alejandro Díaz, Vignon, Yiselis Rodríguez, Caiado, Rodrigo Goyannes Gusmão, Santos, Renan Silva, Congro, Marcello, Corseuil, Eduardo Thadeu and Roehl, DeaneBrazilian Journal of Operations & Production Management, vol. 20, no. 3, pp. 1837–1837JournalRead paper
17. 2023Prediction of external corrosion rate in Oil and Gas platforms using ensemble learning: a Maintenance 4.0 approachElmas, Fernanda Ramos, Rios, Marina Polonia, de Almeida Lima, Eduardo Rocha, Santos, Renan Silva and othersBrazilian Journal of Operations & Production Management, vol. 20, no. 3, pp. 1952–1952JournalRead paper
18. 2023Barriers, Enablers and Base Industry 4.0 Technologies of Digital Transformation in Supply Chains: An Inter-Country ComparisonPiovesan, Lia Denize, Caiado, Rodrigo Goyannes Gusmão, Santos, Renan Silva and Thomé, Antônio Márcio TavaresInternational Joint conference on Industrial Engineering and Operations Management, pp. 521–539ConferenceRead paper
19. 2023Asset Prioritization for Predictive Maintenance in the Context of Industry 4.0: A Group Multicriteria Approachdo Nascimento, Jaqueline Alves, Rodrigues, Esther Campos, Santos, Renan Silva, Caiado, Rodrigo Goyannes Gusmao and Scavarda, Luiz FelipeInternational Joint conference on Industrial Engineering and Operations Management, pp. 595–607ConferenceRead paper
20. 2023DESAFIOS PARA IMPLEMENTAÇÃO DE PRÁTICAS SUSTENTÁVEIS EM CADEIAS DE SUPRIMENTOS NA INDÚSTRIA 4.0: UMA ANÁLISE DE CONTEÚDOda Silva Morais, Naísy, Santos, Renan Silva, Schery, Carlos Alejandro Diaz and Caiado, Rodrigo Goyannes GusmãoAnais do Encontro Nacional de Engenharia de Produção (ENEGEP)ConferenceRead paper
21. 2022MRO Inventory Demand Forecast Using Support Vector Machine–A Case Studyde Paula Vidal, Guilherme Henrique, Caiado, Rodrigo Goyannes Gusmão, Scavarda, Luiz Felipe and Santos, Renan SilvaInternational Joint conference on Industrial Engineering and Operations Management, pp. 221–233ConferenceRead paper
22. 2022Industrial Packaging Performance Indicator Using a Group Multicriteria Approach: An Automaker Reverse Operations Caseda Cruz, Marcelo Miguel and Caiado, Rodrigo Goyannes Gusmão and Santos, Renan SilvaLogistics, vol. 6, no. 3, pp. 58JournalRead paper
23. 2022Efficiency Assessment of Public Transport Vehicles Using Machine Learning and Non-parametric ModelsKaiser, Bruna Cristina Siqueira, Santos, Renan Silva, Caiado, Rodrigo Goyannes Gusmeymão, Scavarda, Luiz Felipe and Netto, Paulo IvsonInternational Joint conference on Industrial Engineering and Operations Management, pp. 207–220ConferenceRead paper
24. 2022MODELO HÍBRIDO DE APOIO MULTICRITÉRIO À DECISÃO NA GESTÃO DE ESTOQUES: UM ESTUDO DE CASO EM UMA FERROVIA DE TRANSPORTE DE CARGASde Paula Vidal, Guilherme Henrique, Caiado, Rodrigo Goyannes Gusmão, Santos, Renan Silva and othersAnais do Encontro Nacional de Engenharia de Produção (ENEGEP)ConferenceRead paper
25. 2021Analysis of a tunable CMOS-compatible multilayer waveguide structure for dual polarizer-modulator operationSantos, Renan S and Martinez, Maria AGOptical and Quantum Electronics, vol. 53, no. 8, pp. 456JournalRead paper
26. 2020ANÁLISE DE UMA ESTRUTURA DE MÚLTIPLAS CAMADAS RECONFIGURÁVEL E SINTONIZÁVEL PARA OPERAÇÃO COMO MODULADOR/POLARIZADOR COMPATÍVEL COM TECNOLOGIA CMOSSantos, Renan SilvaUniversidade Federal FluminensePhD ThesisRead paper
27. 2018A simple tunable TE-pass CMOS compatible polarizerSantos, RS and Martinez, MAG and Giraldi, MTMRLatin America Optics and Photonics Conference, pp. Th3A–5ConferenceRead paper
28. 2017A simple strategy to design broadband low power consumption distributed Raman amplifierSantos, Renan S and Martinez, Maria Aparecida G and Giraldi, Maria Thereza MRJournal of Microwaves, Optoelectronics and Electromagnetic Applications, vol. 16, no. 03, pp. 827–840JournalRead paper
29. 2014On the Relation Between Gain Ripple and Pump-Pump Interaction in the Design of Broad Band Raman AmplifiersSantos, Renan Silva and Martinez, MAG and Giraldi, MTM Rocco16 SBMO-Simpósio Brasileiro de Micro-ondas e Optoeletrônica e 11 CBMag-Congresso Brasileiro de Eletromagnetismo (MOMAG 2014), pp. 643–646ConferenceRead paper

Full list on Google Scholar

• CoordinatorCompleted

  2026

  Integrated Assessment for Strategic Decision-Making: Impact, Efficiency and Prioritization of the Cisterns in Schools Program Expansion

  Selected under ENAP's Cátedras Program (2025). Assesses the multidimensional impact and efficiency of the Cisterns Program and develops an integrated methodological framework to support strategic decisions on its expansion, using data science, causal inference, efficiency analysis and multicriteria support.

  Funder ENAP — Cátedras Program (Scholarship)

• Team memberOngoing

  2023 —

  Digitalization, integration and sustainability in supply chains through the Industry 5.0 paradigm: new theories and practices

  International cooperation project. Investigates theories and practices for the digitalization, integration and sustainability of supply chains under the Industry 5.0 paradigm.

  Coord. Rodrigo G. G. Caiado (PUC-Rio)

  Funder CNPq [442384/2023-8] — international cooperation

• Team memberOngoing

  2023 —

  Development of socio-technical artifacts integrating Circular Economy, Lean and Industry 4.0 Technologies in operations and supply chains: a holistic analysis of pathways towards Agenda 2030

  Integrates Industry 4.0, Lean Management and Circular Economy for sustainable development via multimethod Design Science Research, combining qualitative analysis and quantitative techniques (MCDM, machine learning).

  Coord. Rodrigo G. G. Caiado (PUC-Rio)

  Funder CNPq Universal [405734/2023-9]

• Team memberOngoing

  2017 —

  National Institute of Science and Technology for Optical Networks and Sensors (INCT)

  Consolidates expertise in sensors, communications and optical information processing, integrating devices and solutions for Brazilian industry.

  Coord. João Crisóstomo W. A. Costa (UFPA)

  Funder CNPq / FAPERJ — INCT

• Team memberCompleted

  2016 — 2020

  Investigation of waveguides for signal transmission and processing in the optical and terahertz bands

  Physical-mathematical modeling, new materials and optical device prototypes for sensing and signal processing, training human resources in Photonics and Optoelectronics.

  Coord. Maria Aparecida G. Martínez (CEFET/RJ)