A Comprehensive Review of Real-time Monitoring and Predictive Maintenance Techniques: Revolutionizing Natural Fibre Composite Materials Maintenance with IoT

Abstract

Integrating the Internet of Things (IoT) and natural fiber-reinforced polymer composites (NFPCs) can revolutionize monitoring and maintaining composites. By incorporating sensors and wireless communication technology into the composites, real-time monitoring and predictive maintenance can be achieved. This review provides a comprehensive overview of the current state-of-the-art in the use of IoT for real-time monitoring and predictive maintenance of NFPCs. This paper covers the various types of sensors used, IoT networks and protocols employed, and data analysis techniques to detect potential issues and predict failures. This paper also highlights the benefits and challenges of using IoT for composite maintenance and this technology’s future directions and potential applications. This review provides valuable insights for researchers, engineers, and practitioners in composites, the IoT, and predictive maintenance.

Review on the Evolution and Impact of Iot-Driven Predictive Maintenance: Assessing Advancements, Their Role in Enhancing System Longevity, and Sustainable Operations in Both Mechanical and Electrical Realms

“…This comprehensive survey offers insights into the current state-of-theart in predictive maintenance, emphasizing the role of IoT in transforming maintenance strategies to be more dynamic and data-driven (Krupitzer et al, 2020). Arockiasamy et al (2023) review real-time monitoring and predictive maintenance techniques, particularly focusing on their application in natural fiber-reinforced polymer composites (NFPCs). The integration of IoT in NFPCs enables revolutionary monitoring and maintenance capabilities.…”

“…The paper highlights the benefits and challenges of using IoT for composite maintenance, providing valuable insights into future directions and potential applications. This review represents the state-of-the-art in IoT predictive maintenance, showcasing how IoT can revolutionize maintenance practices in specialized materials (Arockiasamy et al, 2023). In summary, the state-of-the-art in IoT predictive maintenance is characterized by innovative applications, comprehensive research, and advancements in monitoring techniques.…”

“…The research suggests that future developments in predictive maintenance will likely focus on further integrating AI with IoT, leveraging machine learning to analyze sensor data more effectively (Samatas, Moumgiakmas, & Papakostas, 2021). Arockiasamy et al (2023) provide a comprehensive review of real-time monitoring and predictive maintenance techniques, particularly in the context of natural fiber-reinforced polymer composites (NFPCs). The integration of IoT in NFPCs is revolutionizing maintenance practices by enabling real-time monitoring and predictive maintenance.…”

“…The review covers various sensor types, IoT networks, protocols, and data analysis techniques used in this domain. The paper highlights the potential of IoT in transforming maintenance practices for specialized materials, suggesting that future advancements in IoT predictive maintenance will likely explore new materials and applications, expanding the scope of IoT beyond traditional industrial settings (Arockiasamy et al, 2023). Karie, Sahri, and Haskell-Dowland (2020) address the critical aspect of security in IoT networks, which is paramount for the successful implementation of predictive maintenance.…”

Exfoliation and physico-chemical characterization of novel bioplasticizers from Nelumbo nucifera leaf for biofilm application

“…Regardless of these realities, more progress is necessary to make use of this kind of available biomass to guarantee the sustainable socioeconomic development of each country [ [26] , [27] , [28] , [29] ]. Thermo-chemical treatment has a greater impact on isolating secondary metabolites or biopolymers from the biomass and further characterization is necessary to confirm the characteristics of the biopolymers in terms of their chemistry, temperature, and topography [ [30] , [31] , [32] ].…”