IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v16y2024i14p6187-d1438839.html
   My bibliography  Save this article

Simulation of Hospital Waste Supply Chain in the Context of Industry 4.0—A Systematic Literature Review

Author

Listed:
  • André Ferreira

    (GOVCOPP, DEGEIT, University of Aveiro, 3810-193 Aveiro, Portugal)

  • Ana L. Ramos

    (GOVCOPP, DEGEIT, University of Aveiro, 3810-193 Aveiro, Portugal)

  • José V. Ferreira

    (GOVCOPP, DEGEIT, University of Aveiro, 3810-193 Aveiro, Portugal)

  • Luís P. Ferreira

    (School of Engineering, ISEP, Polytechnic of Porto, Rua Dr. António Bernardino de Almeida, 4249-015 Porto, Portugal
    Associate Laboratory for Energy, Transports and Aerospace (LAETA-INEGI), Rua Dr. Roberto Frias 400, 4200-465 Porto, Portugal)

Abstract

Supply chain management is a crucial task for all companies, as it is essential to respond to increased demand and competitiveness. An exponential increase in hospital waste can cause very significant risks to both humans and the environment if it is not treated adequately. In this way, the efficient management of this waste can bring benefits and prevent an increase in the likelihood of disease occurring. With the growth of technology, there are various tools available to improve decision-making in the supply chain. Simulation, one of the pillars of Industry 4.0, is one of the tools being used. With the complexity of systems increasing, hybrid simulation provides more precise solutions to problems. The aim of this article is therefore to systematically research and analyze the literature on the use of simulation/hybrid simulation in supply chains in the health sector. In this way, 20 articles that approach simulation as a decision support tool in hospital waste supply chains were analyzed in the context of Industry 4.0. The results indicate that the years 2020 and 2023 had the highest number of publications (with five each) and that countries such as China and Indonesia had the highest number of documents on this topic (with five each). The topics in this research area with more related documents were environmental sciences, computer sciences and medicine. This research highlights the fundamental role of simulation approaches in improving the performance of supply chains in the healthcare sector, promoting resilience and improving healthcare outcomes for patients.

Suggested Citation

  • André Ferreira & Ana L. Ramos & José V. Ferreira & Luís P. Ferreira, 2024. "Simulation of Hospital Waste Supply Chain in the Context of Industry 4.0—A Systematic Literature Review," Sustainability, MDPI, vol. 16(14), pages 1-20, July.
    • Handle: RePEc:gam:jsusta:v:16:y:2024:i:14:p:6187-:d:1438839
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/16/14/6187/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2071-1050/16/14/6187/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Donthu, Naveen & Kumar, Satish & Mukherjee, Debmalya & Pandey, Nitesh & Lim, Weng Marc, 2021. "How to conduct a bibliometric analysis: An overview and guidelines," Journal of Business Research, Elsevier, vol. 133(C), pages 285-296.
    2. Ziyuan Liu & Tianle Liu & Xingdong Liu & Aijing Wei & Xiaoxue Wang & Ying Yin & You Li, 2021. "Research on Optimization of Healthcare Waste Management System Based on Green Governance Principle in the COVID-19 Pandemic," IJERPH, MDPI, vol. 18(10), pages 1-18, May.
    3. Brailsford, Sally C. & Eldabi, Tillal & Kunc, Martin & Mustafee, Navonil & Osorio, Andres F., 2019. "Hybrid simulation modelling in operational research: A state-of-the-art review," European Journal of Operational Research, Elsevier, vol. 278(3), pages 721-737.
    4. Geraint I. Palmer & Yawen Tian, 2023. "Implementing hybrid simulations that integrate DES+SD in Python," Journal of Simulation, Taylor & Francis Journals, vol. 17(3), pages 240-256, May.
    5. Lynda Andeobu & Santoso Wibowo & Srimannarayana Grandhi, 2022. "Medical Waste from COVID-19 Pandemic—A Systematic Review of Management and Environmental Impacts in Australia," IJERPH, MDPI, vol. 19(3), pages 1-25, January.
    6. Han Xiao & Cheng Ma & Hongwei Gao & Ye Gao & Yang Xue, 2022. "Green Transformation of Anti-Epidemic Supplies in the Post-Pandemic Era: An Evolutionary Approach," IJERPH, MDPI, vol. 19(10), pages 1-26, May.
    7. Sang M. Lee & DonHee Lee, 2022. "Effective Medical Waste Management for Sustainable Green Healthcare," IJERPH, MDPI, vol. 19(22), pages 1-17, November.
    8. Tushar, Saifur Rahman & Alam, Md. Fahim Bin & Bari, A.B.M. Mainul & Karmaker, Chitra Lekha, 2023. "Assessing the challenges to medical waste management during the COVID-19 pandemic: Implications for the environmental sustainability in the emerging economies," Socio-Economic Planning Sciences, Elsevier, vol. 87(PA).
    9. Ziyuan Liu & Zhi Li & Weiming Chen & Yunpu Zhao & Hanxun Yue & Zhenzhen Wu, 2020. "Path Optimization of Medical Waste Transport Routes in the Emergent Public Health Event of COVID-19: A Hybrid Optimization Algorithm Based on the Immune–Ant Colony Algorithm," IJERPH, MDPI, vol. 17(16), pages 1-18, August.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Alessio Conti & Elena Viottini & Rosanna Irene Comoretto & Chiara Piovan & Barbara Martin & Beatrice Albanesi & Marco Clari & Valerio Dimonte & Sara Campagna, 2024. "The Effectiveness of Educational Interventions in Improving Waste Management Knowledge, Attitudes, and Practices among Healthcare Workers: A Systematic Review and Meta-Analysis," Sustainability, MDPI, vol. 16(9), pages 1-22, April.
    2. Jan Wiers & Didier Chabaud, 2022. "Bibliometric analysis of immigrant entrepreneurship research 2009–2019," Journal of Global Entrepreneurship Research, Springer;UNESCO Chair in Entrepreneurship, vol. 12(1), pages 441-464, December.
    3. Katherin Carrera-Silva & Olga Maritza Rodríguez Ulcuango & Paula Abdo-Peralta & Ángel Gerardo Castelo Salazar & Carmen Amelia Samaniego Erazo & Diego Haro Ávalos, 2024. "Beyond the Financial Horizon: A Critical Review of Social Responsibility in Latin American Credit Unions," Sustainability, MDPI, vol. 16(18), pages 1-23, September.
    4. Yucheng Zhang & Zhiling Wang & Lin Xiao & Lijun Wang & Pei Huang, 2023. "Discovering the evolution of online reviews: A bibliometric review," Electronic Markets, Springer;IIM University of St. Gallen, vol. 33(1), pages 1-22, December.
    5. Tajana Čop & Mario Njavro, 2022. "Application of Discrete Choice Experiment in Agricultural Risk Management: A Review," Sustainability, MDPI, vol. 14(17), pages 1-17, August.
    6. Migliavacca, Milena & Goodell, John W. & Paltrinieri, Andrea, 2023. "A bibliometric review of portfolio diversification literature," International Review of Financial Analysis, Elsevier, vol. 90(C).
    7. Shuangqing Sheng & Wei Song & Hua Lian & Lei Ning, 2022. "Review of Urban Land Management Based on Bibliometrics," Land, MDPI, vol. 11(11), pages 1-25, November.
    8. Gour Gobinda Goswami & Tahmid Labib, 2022. "Modeling COVID-19 Transmission Dynamics: A Bibliometric Review," IJERPH, MDPI, vol. 19(21), pages 1-19, October.
    9. Dzintra Atstāja & Kevin Wilclif Mukem, 2024. "Sustainable Supply Chain Management in the Oil and Gas Industry in Developing Countries as a Part of the Quadruple Helix Concept: A Systematic Literature Review," Sustainability, MDPI, vol. 16(5), pages 1-18, February.
    10. Das, Kallol & Patel, Jayesh D. & Sharma, Anuj & Shukla, Yupal, 2023. "Creativity in marketing: Examining the intellectual structure using scientometric analysis and topic modeling," Journal of Business Research, Elsevier, vol. 154(C).
    11. Majda Ćesić & Katarina Rogulj & Jelena Kilić Pamuković & Andrija Krtalić, 2024. "A Systematic Review on Fuzzy Decision Support Systems and Multi-Criteria Analysis in Urban Heat Island Management," Energies, MDPI, vol. 17(9), pages 1-41, April.
    12. Ying Liang & Wei Song, 2022. "Ecological and Environmental Effects of Land Use and Cover Changes on the Qinghai-Tibetan Plateau: A Bibliometric Review," Land, MDPI, vol. 11(12), pages 1-23, November.
    13. Luiz Almeida & Ana Soares & Pedro Moura, 2023. "A Systematic Review of Optimization Approaches for the Integration of Electric Vehicles in Public Buildings," Energies, MDPI, vol. 16(13), pages 1-26, June.
    14. Lanzalonga Federico & Chmet Federico & Petrolo Basilio & Brescia Valerio, 2023. "Exploring Diversity Management to Avoid Social Washing and Pinkwashing: Using Bibliometric Analysis to Shape Future Research Directions," Journal of Intercultural Management, Sciendo, vol. 15(1), pages 41-65, March.
    15. Satish Kumar & Filomena Maggino & Raj V. Mahto & Riya Sureka & Leonardo Salvatore Alaimo & Weng Marc Lim, 2022. "Social Indicators Research: A Retrospective Using Bibliometric Analysis," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 162(1), pages 413-448, July.
    16. Das, Saikat & Bose, Indranil & Sarkar, Uttam Kumar, 2023. "Predicting the outbreak of epidemics using a network-based approach," European Journal of Operational Research, Elsevier, vol. 309(2), pages 819-831.
    17. Hutchinson, Mark C. & Lucey, Brian, 2024. "A bibliometric and systemic literature review of biodiversity finance," Finance Research Letters, Elsevier, vol. 64(C).
    18. Iveta Musilová & Jiří Dvořák & Jaroslav Jánský & Vladimír Bolek, 2023. "Trends in Performance Research in Relation to Business Strategy: Bibliometric Analysis and Text Mining," Central European Business Review, Prague University of Economics and Business, vol. 2023(3), pages 143-174.
    19. Théodore Nikiema & Eugène C. Ezin & Sylvain Kpenavoun Chogou, 2023. "Bibliometric Analysis of the State of Research on Agroecology Adoption and Methods Used for Its Assessment," Sustainability, MDPI, vol. 15(21), pages 1-18, November.
    20. Thomas Vempiliyath & Maitri Thakur & Vincent Hargaden, 2021. "Development of a Hybrid Simulation Framework for the Production Planning Process in the Atlantic Salmon Supply Chain," Agriculture, MDPI, vol. 11(10), pages 1-17, September.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:16:y:2024:i:14:p:6187-:d:1438839. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.