Constrained Optimization

Global Convergence of Control-Based Lagrangian Flows for Non-Convex Optimization

Simone Pirrera

• May 21, 2026 • 1 min read

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Feedback control of Lagrange multipliers for non-smooth constrained optimization

A constrained optimization approach to nonlinear system identification through simulation error minimization

Optimization methods for dynamical systems learning

Simone Pirrera

• Jan 1, 2025 • 1 min read

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Controlled multipliers optimization: a feedback control approach to constrained optimization

A new framework for constrained optimization via feedback control of Lagrange multipliers

Google Scholar citations: 24.

A feedback control approach to convex optimization with inequality constraints

Google Scholar citations: 9.

Alternating direction method of multipliers for polynomial optimization

Google Scholar citations: 2.