Supply chain resilience and industry 4.0: a evaluation of the Brazilian northeast automotive OEM scenario post COVID-19

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Abstract
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COVID-19 outbreak has heavily impacted the manufacturing industry, including Brazilian Automotive Industry. The effects of COVID-19 created restrictions in several industry processes as supply chain. On the other hand, several industry 4.0 technologies is able to support the industry supply chain activities in the COVID 19 scenarios, as well it may contributed for the automotive industry recovery and it will define the next steps of this industry. A supply chain is a network between a company and its suppliers to produce and distribute a specific product to the final buyer. Industry 4.0 is related to the technology development and the digitalization process that improve significantly productivity. Considering the automotive process, an important reference model is described in Advanced Product Quality Planning and Control Plan, that is a manual that communicate the guidelines of the product quality planning and control plan for internal and external suppliers. In this scenario, this paper evaluated the current situation and the future outlook for the adoption of Industry 4.0 technologies in the automotive OEM post-pandemic scenario on the point of view of automotive specialists. The results of this research provide an overview of the current situation and the future outlook for the usage of Industry 4.0 technologies by the Brazilian Northeast automotive OEM, from the perspective of manufacturing engineering experts on APQP.

Highlights

  • Coronavirus disease 2019 (COVID-19) is an outbreak of respiratory illness caused by Sars-CoV-2 virus and firstly reported in China [1]

  • We recall that these all results represent the current perceptions and future scenario expectations of some Brazilian Northeast automotive Original Equipment Manufacturer (OEM) manufacturing specialists for the use of Industry 4.0 technologies on Advanced Product Quality Planning and Control Plan (APQP)

  • For the perspective of 05 years ahead, the Internet of Things (IoT) will be highly used from the perspective of more than 60% of the interviewed, supporting the validation of the product and process throughout the whole APQP phases

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Coronavirus disease 2019 (COVID-19) is an outbreak of respiratory illness caused by Sars-CoV-2 virus and firstly reported in China [1]. The automotive industry has a huge contribution in the economy of the country, contributing positively to the generation of jobs and whose financial results are used to measure the current wealth of the international economy [6]. It represents about 5% of the Brazilian gross domestic product (GDP) and approximately 20%

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Study on the Impact Mechanism of Supply Chain Integration on Supply Chain Resilience
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  • Fuhong Luo

In recent years, the auto parts manufacturing industry has been facing multiple challenges, such as economic fluctuations, technological changes, etc. Improving SCR has become an urgent need for the development of the industry. This paper explores how automotive parts manufacturing companies can enhance supply chain resilience by optimizing SCI and analyze how this relationship changes in the context of market turbulence. The study shows that all three dimensions of SCI, namely supplier integration, internal integration and customer integration, can significantly enhance supply chain resilience. Relational capital and supply chain agility play an important role as mediating variables, while MT negatively moderates the supply chain integration and resilience relationship. This study not only deepens the theoretical understanding, but also provides new perspectives for practice, emphasizing that when formulating supply chain strategies, firms need to consider the multidimensional impact of integration to ensure the sustained stability and long-term competitiveness of the supply chain.

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Developing resilience strategies amid supply chain risks in the automotive industry: A stakeholder theory perspective
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  • Luay Jum'A + 2 more

Abstract Managing automotive supply chain risks contributes to achieving sustainability goals, including ensuring business continuity, maintaining production and delivery schedules, and reducing environmental impact. Therefore, this study aims to investigate the risks confronting the supply chain in the automotive industry through the moderating effect of reactive and proactive resilience strategies. The stakeholder theory perspective was used in this study to examine supply chain risk in the automotive industry. A quantitative method was employed, resulting in 157 valid responses. The results reveal that demand risk had the most significant effect on auto dealer performance, followed by logistics/transportation, production, and supply risk. Notably, proactive resilience strategies were found to significantly impact the relationship between risk and performance. The findings underscore the importance of proactive measures in mitigating the performance impacts of supply chain risk. This study contributes a theoretical framework by identifying four major supply chain risks and seven proactive and 12 reactive strategies. In addition, the study was conducted through the lens of stakeholder theory, emphasizing the importance of suppliers, manufacturers, and dealers cooperating to establish a reliable supply chain.

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  • International Journal of Business Ecosystem & Strategy (2687-2293)
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This paper examines the shift from Industry 4.0 to Industry 5.0 in relation to sustainable supply chain management (SCM), highlighting the incorporation of human-centric technologies. As industries progress, there is an increasing necessity to integrate technologies that enhance human-machine collaboration, optimise operational efficiency, and foster sustainability. This work aims to do a systematic review of the evolutionary process, emphasising the transformation of supply chain management by these technologies. A systematic review technique, adhering to the PRISMA framework, was utilised to collect and assess pertinent material published between 2010 to 2024. The review encompassed an exhaustive database search, stringent eligibility screening, and thematic analysis via Atlas-ti software to discern main themes and patterns concerning the incorporation of human-centric technology in supply chain management. The results indicate that the change to Industry 5.0 entails a substantial movement towards human-automation collaboration, with AI and machine learning as essential components. Digital transformation is redefining supply chain management by utilising big data, the Internet of Things, and blockchain technology to enhance transparency, traceability, and decision-making. Bionic supply chains, integrating human intelligence with machine efficiency, are developing as a vital foundation for operational resilience and sustainability. The study suggests that the incorporation of human-centric technology in supply chain management enhances efficiency and sustainability while fostering a more resilient supply network adept at reacting to interruptions. This paper offers essential recommendations for academics and practitioners seeking to enhance supply chain operations in the context of Industry 5.0.

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Industry 4.0 in “Major Emerging Markets”: A Systematic Literature Review of Benefits, Use, Challenges, and Mitigation Strategies in Supply Chain Management
  • Oct 12, 2023
  • Sustainability
  • Saeed Turki Alshahrani

The extant literature does not provide consolidated knowledge on the use of Industry 4.0 in supply chains of emerging markets. This systematic literature review investigated the benefits, use, challenges, and mitigation measures related to Industry 4.0 technologies in supply chain management within thirteen “major emerging markets”. Industry 4.0 integrates technologies such as the Internet of Things (IoT), big data analytics, and cloud computing, and it offers tangible benefits for manufacturing and supply chains. However, its adoption faces significant obstacles, particularly in emerging economies. This study used the PSALSAR framework and PRISMA methodology to systematically review 87 peer-reviewed research articles on Industry 4.0 in the supply chain context of thirteen major emerging economies. Findings revealed that while IoT, big data, and artificial intelligence are frequently applied, other technologies such as cloud computing and robotics are underutilized. Key challenges identified include data integration, cyber-security, high upfront investment, weak policy, and business risks. Mitigation strategies proposed include the development of supportive policies, management backing, training, and improved data security. Tangible benefits such as sustainably using resources, reducing power use, enabling collaboration among supply chain partners, incorporating asset traceability, and minimizing meat contamination were evident. This research provides useful insights into the current status of Industry 4.0 adoption in emerging markets, helping stakeholders to navigate towards a more digitized, efficient future.

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Industrial Revolution 4.0 and Supply Chain Digitization
  • Jun 30, 2022
  • South Asian Journal of Social Review
  • Syed Baber Ali

The latest technological advancements have forced logistics and supply chain digitization in general. Organizations that embrace and prepare for change can survive and maintain a competitive position in the new global business environment. In contrast, the industrial businesses that do not implement the new rules will not survive long and will eventually be obsolete. Therefore, the concept of digitization and industrial revolution 4.0 in supply chain management was intended to be reviewed to determine its trending dimensions. This paper conducted a systematic review of 60 articles on the research topic by considering the publication during the period 2017 to 2021. The paper investigated the evolutionary changes in the supply chain's operational functions in the digital and industrial revolution 4.0 context. The main objective of reviewing articles was to identify the new trend on the search topic. Some trends identified in the current research include the use of blockchain in the supply chain and the nine elements of industry 4.0, the internet of things. The paper is equally significant for researchers and practitioners as it explains industry 4.0 and supply chain digitization trends. Future research can evaluate the mathematical, decision-making, and simulation techniques to support the research domain by increasing its applicability. This research allows us to consider the validation of the digital supply chain models and their components presented preliminary by experts that provide a headway toward emerging and new constructs in this domain.

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The silver lining of supply chain complexity: building supply chain resilience and robustness through exploitation and exploration
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GP-12 (Early Production Containment) is a quality tool used by General Motors to ensure the conformity of its suppliers' products during the new product development process. The objective of the study is to show how the GP12 was implemented in a thermoplastic injection company in Joinville in the recently launched GEM project, verifying if the implementation of the GP12 can guarantee the shipment of components to the assemblers with zero defects, since the guarantee of the quality is a system required by automakers to maintain contracts with their suppliers. If, during the 90-day period, the supplier presents zero defects, then it will be qualified to meet the production requirements as specified in the PPAP (Production Part Approval Process). To support this study, a bibliographic review was carried out on the quality process adopted by General Motors, known as advanced product quality planning ("advanced product quality planning" - APQP). The study was carried out from the determination of the area manager, delimitation of the conogram, definition of the physical arrangement, analysis of the project products, operational training until the arrival of the departure of the GP12 of the items that were submitted by the anticipated containment. This work concluded that the tool was effective, since all the objectives were achieved within the launch period, reaching the level of quality required by the automakers, despite the appearance of some problems detected internally, the implemented action plans were robust, guaranteeing the compliance of the processes at the automaker, thus preventing any non-compliance in the cars during their launch.

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  • Cite Count Icon 3
  • 10.3390/su16198546
Research on the Impact of Supply Chain Integration on Supply Chain Resilience in NEV Manufacturing Enterprises
  • Sep 30, 2024
  • Sustainability
  • Qi Zhang + 2 more

This paper explores the direct impact of different types of supply chain integration on supply chain resilience in new energy vehicle manufacturing enterprises. It also elucidates the mediating role of supply chain risk management and the moderating role of regulatory uncertainty, proposing nine research hypotheses. Finally, it employs SPSS 26.0 software to analyze the research hypotheses using collected 309 sample data. The research results indicate the following: (1) Internal integration, supplier integration, and customer integration all positively influence supply chain resilience, with supplier integration having the most significant impact. (2) Supply chain risk management mediates the relationship between internal integration, supplier integration, customer integration, and supply chain resilience. (3) Regulatory uncertainty significantly negatively moderates the impact of internal integration and customer integration on supply chain resilience, but it does not significantly negatively moderate the impact of supplier integration on supply chain resilience.

  • Research Article
  • Cite Count Icon 12
  • 10.1111/jbl.12286
New perspectives on supply chain resilience
  • Jul 1, 2021
  • Journal of Business Logistics
  • Beth Davis‐Sramek + 1 more

New perspectives on supply chain resilience

  • Research Article
  • 10.22214/ijraset.2022.40374
Resilient Food Supply Chain of India during Covid 19 Pandemic
  • Feb 28, 2022
  • International Journal for Research in Applied Science and Engineering Technology
  • Dr Nilesh R Mate

Abstract: The continuous supply of foods to the people across various localities is always a challenging task in normal conditions, whereas in case of pandemic situations like Covid 19 it becomes most difficult due to various factors impacting upon operational efficiency of the supply chain. In case of crisis situations the response of the system particularly food supply chain to serve the needs of the society was evaluated in this paper. The resiliency of supply chain in food sector was studied and accordingly related literature reviewed. Indian supply chain challenges are unique in nature due to its bio-diversity and geographic location. The methodology adopted to study this resiliency of Indian food supply chain was through available literature review, and study of data related to food supply chain. The resiliency of food supply chain was identified based on the results of price stabilization over period of time and availability of supplies during succeeding stages of Covid 19 pandemic. The synchronization of activities involved in SCM to create value for the customers through options like information reliability, Quality standard checkpoints, transportation flexibility, adoption of technology etc. were proposed. Keywords: Pandemic, Covid 19, Food Supply Chain, Supply Chain Risks, Resilient Supply Chain, Supply Chain Network (SCN)

  • Research Article
  • 10.1108/ecam-10-2024-1480
Research on risk propagation mechanism and control strategy of prefabricated building supply chain: based on complex network model and dynamic simulation analysis
  • May 28, 2025
  • Engineering, Construction and Architectural Management
  • Wei Liu + 4 more

PurposeAs the construction industry transforms towards green and low-carbon development, prefabricated buildings (PBs) have become the mainstream trend of industry development with their significant advantages of environmental protection, high efficiency and resource conservation. However, the prefabricated building supply chain (PBSC) faces many risks and challenges in actual operation, which pose a serious threat to the stability and sustainable development of the supply chain (SC). Taking the PB project of Enterprise J as an example, this paper deeply explores the risk propagation mechanism in its SC and proposes a practical risk control strategy, aiming to enhance the risk resistance and resilience of the SC and ensure its sustainable development.Design/methodology/approachBased on the actual contract data of Enterprise J, this study constructed a four-layer PBSC network model, covering PB contractors, material suppliers, module manufacturers, and PB construction enterprises. By identifying and evaluating the main risk factors in the SC, combined with the improved Criteria Importance Through Intercriteria Correlation method and the cloud-matter element evaluation model, the weight and vulnerability of each risk factor were analyzed. MATLAB R2022b software was further used to simulate the Susceptible-Infected-Recovered-Susceptible (SIRS) model to analyze the impact of different risk control strategies on risk propagation.FindingsThis study analyzed the PBSC network of J Company and found that it has high connectivity and low group characteristics, which promotes the rapid spread of risks. SIRS model analysis shows that the infection rate is most sensitive to risk transmission, and a higher infection rate accelerates the spread, emphasizing the importance of controlling the initial infection rate. The recovery rate significantly affects the speed of risk transmission, while the immune extinction rate affects the long-term stability of the SC. The betweenness centrality strategy based on betweenness centrality performs well in controlling risk transmission, and can effectively reduce the number of infected enterprises and shorten the recovery time. The study also found that PB contractors and material suppliers are key links and are prone to become the source of risk transmission; while module manufacturers and PB construction enterprise show strong risk resistance.Practical implicationsThis study provides a new theoretical framework and practical strategy for risk management of PBSC of enterprise J, helping enterprises to identify key risk nodes and effectively control risk propagation through reasonable immunization strategies, thereby enhancing the stability and resilience of the SC. The research results provide strong support for coping with external uncertainties and technological changes, and promote the healthy development of enterprise J.Originality/valueThis study takes the PBSC network of J Company as an empirical object, deeply analyzes its risk propagation mechanism and control strategy, and has significant academic innovation and practical value. By constructing a four-layer weighted directed network model that conforms to the actual operation of the enterprise, and combining the SIRS model for dynamic simulation analysis, this study reveals the key impact of infection rate, recovery rate and immune extinction rate on SC risk propagation, and provides a new perspective and theoretical basis for J Company’s SC risk management. In particular, the betweenness immunization strategy based on betweenness centrality, as an innovative solution, provides a practical path for enterprises to identify and control key risk nodes. The study also further analyzes the vulnerability and recovery capacity of different levels, and proposes targeted strategies to enhance the resilience and risk resistance of the enterprise SC. This study not only enriches the theoretical framework of J Company’s SC risk management, but also provides an operational practical guide for it to improve the stability of the SC and cope with the challenges of external uncertainty.

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