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


            gas  turbine blades  respond  to erosive  forces. 42,43  This   where the Eulerian frame is used to track the gas flow, and
            integrated approach helps engineers predict failure   the Lagrangian frame tracks individual particles. 75,76  The
            points, optimize blade designs, and develop more effective   particles’ velocities and trajectories are governed by the
            maintenance strategies. In the context of CFD and FEA   equation of motion given by Equation VI. The equation of
            simulations, fluid dynamics equations govern the airflow   motion for a particle under the influence of aerodynamic
            and particle trajectories, while structural mechanics   forces is given by Equation VI:
            equations predict deformation and stress under erosion
            impacts. CFD is critical in gas turbine analysis because it   dv p
            simulates the complex fluid flow and particle behavior in   m p  dt  = F + F + F l            (VI)
                                                                        d
                                                                            g
            the high-temperature, high-velocity environment inside
            turbines. 12,15,27,40  The purpose of CFD in erosion analysis   where m  is the mass of the particle; v  is the velocity
                                                                        p
                                                                                                 p
            is to understand how the gas flow and solid particles   of the particle; F  is the drag force; F  is the gravitational
                                                                                             g
                                                                            d
            interact with the turbine blades, contributing to surface   force; and F is the lift force. By solving Equation VI, CFD
                                                                        l
            degradation.                                       simulations predict where and with what energy particles
              The Navier–Stokes equations describe the motion   impact the blade surface. This information is passed to
            of fluid (air) around turbine blades, particularly for   FEA  models  to  analyze  the  structural  response.  FEA
            predicting high-speed airflows and particle paths. The   complements CFD by analyzing how the turbine blades
            Navier–Stokes equations govern fluid flow, describing the   respond to the mechanical and thermal stresses caused by
            conservation of momentum, mass, and energy in the gas   particle impacts. 23,24,31  FEA breaks down the turbine blade
            phase.  These equations are solved to compute the velocity   into smaller elements, allowing for a detailed examination
                 71
            field, pressure distribution, and temperature gradients   of stress distributions and material deformations.
            in the airflow around the turbine blades. By solving the   FEA is used to predict how the blade structure responds
            Navier–Stokes equations, CFD helps predict where the   to the stresses induced by particle impacts. FEA solves for
            flow separation and vortex formation occur, which are   the displacement field of the structure under load, using
            known to concentrate particle impacts. The velocity   the relationship between stress and strain, as shown by
            field around the blades, especially near the leading edges   Equation VII, derived from Hooke’s Law for linear elastic
            and trailing edges, indicates where the highest particle   materials. 39,43,47  The governing equation in FEA for linear
            velocities will lead to severe erosion. 69,73,74  The general form   elastic materials is derived from Hooke’s law and the
            of the Navier–Stokes equations for an incompressible fluid   equilibrium of forces, as shown by Equation VII:
            is given by Equation  V:
                                                               σ   +  f = 0                              (VII)
               ∂u                                             ij j,  i
            ρ   +⋅∇u  u  =−∇+ µ∇ u + f               (V)
                                  2
                             p
                ∂t     
                                                                 where σ  is the stress tensor; and f  is the body force.
                                                                                            i
                                                                        ij
              where ρ is the fluid density; u is the velocity field of the   FEA divides the blade into a mesh of small elements
            fluid; t is time; p is the pressure; μ is the dynamic viscosity;   and solves this equation at each node of the mesh to
            and  f  represents  external forces  (e.g., gravity).  In CFD   calculate deformations and stresses under operational
            simulations,  this  equation  is  solved  to  predict  velocity   loads and particle impacts.  Using von Mises stress theory,
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            fields  and  particle trajectories,  which  determine  where   the failure criterion can be written as Equation VIII:
            particles will strike the turbine blades and the impact
            velocities. In our theoretical framework, CFD simulations   σ =  1  ( σ − ) +( σ − ) +( σ − ) 2   (VIII)
                                                                              2
                                                                                        2
                                                                                     σ
                                                                                               σ
                                                                           σ
            are critical for identifying erosion-prone regions on   v  2    1  2  2  3     3   1   
            turbine blades. 72-74  By solving the Navier–Stokes equations
            and tracking particle impacts, CFD helps predict surface   where σ , σ , and σ  are the principal stresses at a given
                                                                                3
                                                                          2
                                                                        1
            wear patterns and hotspots where erosion is most likely to   point.
            occur. This information is then passed to FEA for further   To predict failure, the von Mises stress is used as a
            structural analysis.                               criterion for yielding in ductile materials. The material is
              In the Eulerian–Lagrangian framework, the gas phase   considered to fail when the von Mises stress exceeds the
            (airflow) is treated as a continuous medium (Eulerian   yield  strength  of the material. FEA  simulations  use  this
            approach), while particles are tracked individually   to predict when and where blade failure will occur as a
            (Lagrangian approach). The particles carried by the gas   result of erosion-induced stresses.  By coupling CFD and
                                                                                          8,9
            flow are modeled using the Eulerian–Lagrangian approach,   FEA, engineers can predict erosion patterns and stress
            Volume 1 Issue 3 (2024)                         77                             doi: 10.36922/ijamd.5188
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