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Sequential Quadratic Programming Methods Based on Approximating a Projected Hessian Matrix (Classic Reprint) - Tapa blanda

Gurwitz, Chaya Bleich

 
9781332194698: Sequential Quadratic Programming Methods Based on Approximating a Projected Hessian Matrix (Classic Reprint)

Sinopsis

Discover how projected Hessian updates drive efficient, reliable optimization in constrained problems.

This book explains sequential quadratic programming (SQP) methods that use an approximation to second-derivative information projected onto the constraint tangent space. It focuses on maintaining a positive definite representation in the reduced space, which helps stabilize updates and enable standard quasi-Newton techniques. The text covers how active and working sets are identified and how the projected Hessian guides subproblem formulations and iterations.

- How the projected Hessian enters optimality conditions and how to form and update it in practice
- Ways to manage the working set, including dropping criteria and their impact on convergence
- Update rules and safeguards that keep the projected Hessian well-behaved and numerically stable
- Convergence results for a restricted class of problems and practical insights from numerical results

Ideal for readers who want a rigorous, implementation-conscious view of SQP methods and the role of projected Hessian information in constrained optimization.

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Reseña del editor

Excerpt from Sequential Quadratic Programming Methods Based on Approximating a Projected Hessian Matrix

We are interested in developing sequential quadratic programming methods which maintain an approximation to second derivative information projected onto the tangent space of the constraints. The main motivation for our work is that only the projected matrix enters into the optimality conditions for the nonlinear problem.

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