MS&E  318  (CME 338)   Spring 2008

Large-Scale Numerical Optimization

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NOTES

The notes below are initially from last year's class. They will be updated as we go throughout the spring quarter.

  1. Overview (pdf) + Optimization Jokes (pdf)
  2. Iterative Methods for Symmetric Ax = b (pdf)
  3. Iterative Methods for Square and Rectangular Systems (pdf)
  4. The Primal Simplex Method (pdf)
  5. Basis Updates (pdf)
  6. LUSOL -- a Sparse Basis Package (pdf)
  7. PDCO -- Primal-Dual Interior Methods (pdf)
  8. MINOS Part 1 -- the Reduced-Gradient Method (pdf)
  9. Augmented Lagrangian Methods (pdf)
  10. MINOS Part 2 -- LCL Methods (pdf)
  11. NPSOL and SNOPT -- SQP Methods (pdf)
    Listings: MINOS and SNOPT on Weapon and Spring problems (pdf)




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