Mechanical Engineering, Indian Institute of Science, Bangalore 560 012, India
Optimization hinders evolution!
ME256 Variational Methods and Structural Optimization Jan.-May, 2011
Instructor: G. K. Ananthasuresh, Room 106, ME Building, suresh at mecheng.iisc.ernet.in
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Syllabus and notes
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Syllabus, schedule, and notes
Topics to be covered in this course--not necessarily in this order.
  • Motivating examples of calculus of variations
  • Mathematical preliminaries: normed vectors spaces, functionals (continuous and linear), directional derivative, concept of variation, Gateaux variation, Frechet differential, etc.
  • Fundamental lemmas of calculus of variation
  • Euler-Lagrange (E-L) equations
  • Applications of E-L equation
  • Extensions of E-L equation to multiple derivatives, independent variables, multiple state variables
  • Isoperimetric problems--global and local (finite subsidiary) constraints
  • Applications of optimizing functionals subject to constraints
  • Applications in mechanics: strong and weak forms of governing equations
  • Variable end conditions--transversality conditions
  • Size optimization of a bar for maximum stiffness
  • Self-adjointness and optimization with weak variational form
  • Optimization with side constraints (variable bounds)
  • Worst load scenario for an axially loaded stiffest bar
  • Min-max type problem with stress constraints
  • Beam problems for stiffmess and strength
  • Optimization of a beam for given deflection
  • Variational formulations for the eigenvalue problems: strings, bars, beams, and other elastic strucrures.
  • Optimum design of a column
  • Variable-thickness optimization of plates
  • Sufficient conditions for E-L optimum
  • Applications of sufficient conditions
  • Finite dimensional optimization--A summary and highlights
  • Numerical optimization techniques
  • Using the optimization tool-box in Matlab
  • Truss topology optimization
  • Sensitivity analysis
  • Frame topology optimization
  • Compliant mechanism design using topology optimization of trusses and frames
  • Topology optimization using continuum elements
  • Optimality criteria method
  • Shape optimization of structures
  • Applications to multi-physics problems
  • Material interpolation techniques for topology optimization

Week Dates Topics Recitations Notes Assignments
1 Jan. 6: Finite variable optimization vs. calculus of variations;
Chatterjee's problem; minimum-time paths by light rays in reflection and refraction; Necessary and sufficient conditions for unconstrained minimization.
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Homework #1
2 Jan. 11: Necessary conditions for the finite variable constrained optimization problem.
Jan. 13: Karish-Kuhn-Tucker (KKT) necessary conditions
Sufficient conditions for the finite variable constrained optimization problem; bordered hessian
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3 Jan. 18: Vector spaces and functionals
Metric, norm, normed vector spaces, Banach spaces
Jan. 20: Inner product spaces, Hilbert spaces
Gateaux variation: formal and operationally useful definitions
Directional derivative of multi-variable functions
Frechet differential
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Homework #2
4 Jan. 25: Thumbrule for taking variation of functions involving integrals
Fundamental lemms of calculus of variations
Euler-Lagrange equations and the boundary conditions when the integrand is of the form F(y,y').
Jan. 27: Extension of Euler-Lagrange equations to multiple derivatives, F(y,y',y", ...y(n)).
Extension of E-L equations to multiple functions
Extension of E-L equations to two independent variables; Green's theorem
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Homework #3
5 Feb. 1: Divergence theorem and extension to three independent variables
Complete generalization of E-L equations
Feb. 3: Local vs. global constraints
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6 Feb. 8: Dealing with global constraints in calculus of variations; theorem and proof; the role of Lagrange multiplier
Feb. 10: Dealing with local (finite susidiary) constraints in calculus of variations; Lagrange multiplier function theorem
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Homework #4
7 Feb. 15: General variation
Variable end conditions
Weierstraas-Erdmann corner conditions
Broken extremals
Feb. 17: Curvilinear coordinates and Euler-Lagrange equations
Noether's theorem and first intergrals
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8 Feb. 22: Parametric form of Euler-Lagrange equations
Canonical form and first integrals when the integrand is of the form F(x,y,y')
Differential equation to functional; self-adjointness
Functionals for dissipative systems: two solitions.
Feb. 24: Structural optimization of the stiffest bar for a given volume.
homework #5
9 Mar. 1: Design and adjoint equilibrium equations
Stiffest structure problem with weak formulation
Minimum volume for specified stiffness of a bar
Side constraints on the design variables and active regions
Alternate objective functions for stiffness
Mar. 3: Constraints on displacements
Optimality criteria method illustrated with the bar optimiation problem
Sensitivity analysis with continuous systems
Sensitivity analysis for discretized systems based on sensitivities from continuous analysis.
Mid-term exam papers from 2005 to 2010
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10 Mar. 8: Solving structural optimization problems using the optimality criteria method and mathematical programming

Mar. 10: Mid-term exam
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11 Mar. 15: Sensitivity analysis: direct and adjoint methods; comparing the computations involved.
Mar. 17: Design for desired deflection; Barnett's paradox; unit dummy load method
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12 Mar. 22: Minimization of maximum stress in a beam
Mar. 24: Beam and bar optimization problem: implementation details of the optimality criteria method using Matlab
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homework #6
13 Mar. 29: No class.
Mar. 31: Minimum characterization of eigenvalue problems: vibrating strings
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14 Apr. 5: Minimum characterization of eigenvalue problems (Contd.)
Apr. 7: Rayleigh quotient and calculus of variations; Rayleigh quotient for column-buckling
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Finalize and submit the project proposal.
15 Apr. 12: Optimality criteria method for the multi-physics problems; illustration with electro-thermal-compliant actuators.
Apr. 14: Topology optimization and its capabilities; illsutration of YinSyn
YinSyn , a topology optimization software for stiff structures and compliant mechanisms.
Note the dates of final exam and course-project presentations!
16 Apr. 21: Final examination in the ME lecture hall from 2:00 pm to 4:00 pm.
Final exam papers of 2005-2010
Open book and open notes! You can bring anything.
17 May 3: Course-project presentations from 8:30 am onwards in the ME lecture hall.
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Present for not 15 minutes. You should not have more than 15 slides.