MS&E  318  (CME 338)   Spring 2009

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 proceed through the spring quarter. Hard copies of the updated notes will be handed out in class.

  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)