Introduction to Finite Elements

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    Introduction to Finite Elements - Presentation Transcript

    1. An introduction to FEM V.S.S.Srinivas
    2. Plan
      • Day 1
      • A brief introduction to Finite Difference Method (FDM) using a simple example
      • Introduction to the concept of Finite Element Method (FEM) using a top-down approach
        • Weighted residuals—illustration using an example
        • Interpolation functions—illustration using an example
        • Comparison of the numerical solutions obtained using FEM and FDM against the analytical solution—discussion
        • Applying boundary conditions—Natural boundary conditions
        • Concept of element
      • Day 2
      • Revisiting FEM using a bottom-up approach—The Standard Procedure
        • Element shape functions
        • Natural coordinates—Geometric coordinates
        • Coordinate transformation—Jacobian
        • Numerical integration—Gauss quadrature
        • Nodal connectivity—assembly of element matrices—global matrix
        • Applying boundary conditions—Essential boundary conditions
      • Questions session
    3. A glance at Finite Difference Method
      • Consider a steady one dimensional heat conduction case
      • Approximate the governing equations and boundary conditions with algebraic equivalents
      • Impose the equivalent conditions at select locations
      q
    4. Illustration by example 1 2 3 4 q
    5. Solution of FDM
    6. Summary
      • Derivatives are approximated using Taylor series
      • The resultant difference (algebraic) equations are imposed at nodes
      • The set of linear algebraic equations are solved
      • A solution is obtained for the approximated system of equations
      • At the outset, Finite Element Method differs from FDM in the above aspect
    7. Finite Element Method
      • We approximate the solution
      • Interpolation functions
      • Let l=1
    8. Finite Element Method-Galerkin Weighted Residuals
      • Analytical solution is the exact solution for a system of differential equations
      • We seek approximate solution when there is no exact one
      • How do we go about it
      • Can we satisfy the equations in an average sense?
      • How can we improve upon the solution we are seeking
    9. FEM-Galerkin Weighted Residuals
    10. Analytical solution and comparison
      • Analytical solution
      • Comparison of all the three solutions
    11. Other Weighted Residual Methods
      • Least squares method
      • Point collocation method
      • Subdomain collocation method
    12. Concept of assembly
      • The total integral can be considered as the sum of integrals over a set of sub-domains
      • In finite element terminology, they are called elements
      1 2 3 1 2 3 4
    13. Concept of Assembly Assembled matrix
    14. Contd..
      • Boundary term can also be decomposed into sum of integrals over each subdomain
      • If you notice, except at the end points, the integral cancels at every other point or node in the domain.
      • Essentially, this is to say that the whole integral can be seen as the sum of integral over each subdomain
      • Till now, we dissected the whole integral and saw the details. We depart at this point and resume FEM by assembling the integrals of every subdomain (element)
      • In this process, we will visit the standard procedure of finite element method
    15. Revisiting interpolation functions Element point of view
      • Non-zero functions in element 1: N1, N2
      • Non-zero functions in element 2: N2, N3
      • Non-zero functions in element 3: N3, N4
      • For every element, the components of interpolation functions are presenting a common picture
      • It is easy to obtain the matrix for every element and then assemble them to obtain the global matrix
    16. Interpolation functions from an element point of view
    17. FEM-Standard Procedure
      • Reconsider the example discussed before, resuming from the last point of departure
      • The integrand in the equation cannot be always analytically integrated
      • For example, if
      • Or k can also be a function of Temperature.
      • What is the way out?
    18. Element shape functions
      • Most of the times, the integrand is not numerically integrable
      • We resort to numerical integration then
    19. FEM Standard Procedure- Coordinate Transformation
      • Numerical integration, popularly known as gauss quadrature
      • This rule is for a generic element
      • Limits of the integration are from -1 to 1 instead of x e1 and x e2
      • Necessitates a coordinate transformation
      • Old coordinates ‒G eometric coordinates
      • New non-dimensional coordinates ‒N atural coordinates
      • The coordinate transformation brings in a scaling factor named Jacobian
    20. Pictorial representation-coordinate transformation
      • Notion of isoparametric formulation
      Jacobian
    21. Assembly of element matrices nodal connectivity-1D 1 2 3 4 1 2 3 1 2 Local node no. Global node no. 1 - 3, 2 – 4 3 1 - 2, 2 – 3 2 1 - 1, 2 - 2 1 Local to global Element
    22. Nodal Connectivity-2D Global node no. Local node no. (i,j) entry in every element conductivity matrix goes to (I,J) entry in global conductivity matrix (i,j)—local node nos, (I,J)—Global node nos. 1 2 3 4 1 5 6 7 8 9 2 3 4 1 2 3 4 1 – 4, 2 – 5,3 – 8, 4 – 7 3 1 – 5, 2 – 6, 3 – 9, 4 – 8 3 2 – 2, 2 – 3,3 – 6,4 – 5, 2 1 – 1,2– 2, 3 – 5, 4 – 4 1 Local to global Element
    23. Applying Boundary Conditions
      • Natural or neuman boundary conditions are applied in the integral form
      • Number of ways to impose essential (dirichlet) conditions
      • Revisiting the example,T 4 is known, T 1 , T 2 , T 3 have to be solved
      • Considering the assembled system of equations
    24. Contd..
      • We can take any set of three equations
      • Consider the first three equations
      • Subtract the term associated with T 4 from both sides
      • Solve for the unknowns
    25. Contd..
      • Subtract the fourth column multiplied by T 4 from the right hand side
      • Remove the fourth row and column
      • Remove the fourth entry from the right hand side
      • Solve for T 1 , T 2 , T 3 using the resulting set of linear equations
      • Other popular methods are lagrange multiplier, penalty etc.
    26. Summary
      • Considered a steady state heat conduction problem as the example problem to illustrate the concepts of FDM and FEM
      • To lay a platform for the comparison of FDM and FEM, the problem is solved using FDM
      • Next, obtained solution using FEM. In the process, explained the important concepts
        • Weighted residuals
        • Integral form
        • Interpolation functions
        • Imposition of natural boundary conditions
        • Notion of element
      • Compared the FDM and FEM solutions against the analytical solution
      • Finite element method is explained by using a dissection approach
      • Next, the standard approach of assembly starting from the element stiffness matrices is explained
        • Natural or intrinsic coordinates, spatial coordinates are explained
        • Local-global nodal connectivity, gauss quadrature, applying essential boundary conditions are explained
        • The concepts of Jacobian and Gauss Quadrature are introduced
    27. References
      • An Introduction to Finite Element Method, J.N.Reddy, McGraw-Hill Science Engineering
      • Introduction to Finite Elements in Engineering (3rd Edition) by Tirupathi R. Chandrupatla and Ashok D. Belegundu,
      • Differential equations with exact solutions: http://eqworld.ipmnet.ru
    28. Interpolation functions

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