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P. 98

International Journal of AI for
            Materials and Design
                                                                            Review of gas turbine blade failures by erosion


            continued research and development efforts to advance   6.1. Theoretical implications
            our understanding of erosion mechanisms, as well as   Theoretical implications arising from the examination
            to facilitate the implementation of effective preventive   of critical aspects of gas turbine blade failures caused by
            measures and maintenance strategies. Robust monitoring   erosion are significant in shaping the theoretical framework
            techniques and  predictive modeling tools  should  be   and understanding of materials science, aerodynamics,
            integrated  to  enable  proactive  maintenance  practices,   and turbine engineering. Several theoretical implications
            ensuring the early detection of erosion-related issues and   can be derived from this comprehensive review:
            the implementation of timely corrective actions.
                                                               •   Erosion mechanisms and material science: This study
              This comprehensive review underscores the critical   highlights the intricate relationship between erosion
            significance of addressing erosion-induced gas turbine blade   mechanisms and material properties, emphasizing
            failures, emphasizing the importance of a multidisciplinary   the need for a deeper theoretical understanding of
            approach that integrates materials science, aerodynamics,   material behavior under erosive conditions. Exploring
            and operational considerations. By fostering collaborative   the theoretical foundations of material degradation
            efforts between researchers, industry stakeholders, and   and erosion processes can facilitate the development of
            regulatory bodies, the gas turbine sector can effectively   predictive models that account for material responses
            enhance  the  resilience  and  reliability  of  turbine  blades,   to varying environmental factors, aiding in the design
            thereby ensuring sustained performance and operational   of more erosion-resistant materials and coatings.
            safety in the realm of energy production and aviation.   •   Aerodynamic considerations and erosion dynamics:
            From the extensive literature review and research outlined   This review underscores the  intricate link  between
            above, the following key findings and implications can be   aerodynamic  factors  and  erosion  dynamics,
            highlighted:                                          necessitating a more nuanced theoretical approach
            •   The speed at which particles impact the surface   to  comprehend  the  impact  of fluid  flow on  erosion
               is the most significant factor affecting the rate of   patterns. This calls for the development of theoretical
               erosion, with gas temperature and impingement angle   models that integrate fluid dynamics with erosion
               following closely in influence.                    mechanisms, enabling a comprehensive understanding
            •   Implementing an optimal layer of TBC presents a   of how gas flow characteristics contribute to erosion
               viable strategy to minimize the erosion of GTE blades.  phenomena in gas turbine blades.
            •   The erosion rate is also notably affected by the   •   Multidisciplinary approach to turbine design:
               porosity of the TBC, underscoring the importance of   Theoretical implications emphasize the significance
               minimizing porosity to mitigate erosion.           of a multidisciplinary approach to gas turbine design,
            •   Erosion demonstrates a direct correlation with the size   incorporating theoretical frameworks from materials
               of particles that impinge on the surface, emphasizing   science, fluid dynamics, and structural engineering.
               the need for measures to control particle size in   This integration facilitates the development of
               operational environments.                          comprehensive theoretical frameworks that consider
            •   The leading edge of the vane emerges as the critical   the interplay of various factors, leading to the creation
               zone for erosion, with erosion on the pressure surface   of more robust and efficient gas turbine systems
               intensifying progressively toward the trailing edge.  resistant to erosion-induced failures.
              These  conclusions  underscore  the  nuanced  interplay   •   Predictive maintenance and monitoring techniques:
            between various  parameters affecting erosion  in gas   The current review highlights the importance of
            turbine blades. The findings emphasize the significance   theoretical frameworks in the development of
            of controlling particle impact velocities, optimizing TBC   advanced predictive maintenance and monitoring
            characteristics, and managing particle size distribution to   techniques for detecting erosion-related issues in gas
            effectively minimize erosion. Moreover, the critical areas   turbine blades. Theoretical implications emphasize the
            identified for erosion highlight the necessity for targeted   need for sophisticated theoretical models that enable
            protective strategies, especially focusing on the  leading   the prediction of erosion rates and the identification
            edge and pressure surface to ensure prolonged blade life   of  critical  erosion-prone  areas,  facilitating  the
            and optimal performance. Further research efforts should   implementation of proactive maintenance strategies
            concentrate on refining these key factors to develop robust   to ensure long-term reliability and performance of gas
            preventive measures and advanced protective coatings,   turbine systems.
            thus enhancing the overall resilience and durability of gas   •   Sustainability and durability in energy systems:
            turbine blades in demanding operational environments.  Theoretical implications emphasize the significance



            Volume 1 Issue 3 (2024)                         92                             doi: 10.36922/ijamd.5188
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