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math.OC2026
A Unified Efficient Gradient-Based Heuristic For Box-Constrained Expectation-Related and Risk-Averse Stochastic Optimization Problems
Mazen Alamir
This paper presents a new algorithm addressing the problem of stochastic optimization where the cost function depends on a vector of uncertain parameters with known statistics. The…
math.OC2016
Approximate explicit model predictive control via piecewise nonlinear system identification
Van-Vuong Trinh, Mazen Alamir, Patrick Bonnay
This article presents an identification methodology to capture general relationships, with application to piecewise nonlinear approximations of model predictive control for constra…