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math.OC2024
Unified Control Framework: A Novel Perspective on Constrained Optimization, Optimization-based Control, and Parameter Estimation
Revati Gunjal, Syed Shadab Nayyer, Sushama Wagh +1
A common theme in all the above areas is designing a dynamical system to accomplish desired objectives, possibly in some predefined optimal way. Since control theory advances the i…
math.OC2023
A New Perspective of Accelerated Gradient Methods: The Controlled Invariant Manifold Approach
Revati Gunjal, Sushama Wagh, Syed Shadab Nayyer +2
Gradient Descent (GD) is a ubiquitous algorithm for finding the optimal solution to an optimization problem. For reduced computational complexity, the optimal solution $\mathrm{x^*…