Search Results for author: Jinrae Kim

Found 4 papers, 2 papers with code

Parameterized Convex Minorant for Objective Function Approximation in Amortized Optimization

1 code implementation4 Oct 2023 Jinrae Kim, Youdan Kim

In the proposed method, the objective function approximator is expressed by the sum of a PCM and a nonnegative gap function, where the objective function approximator is bounded from below by the PCM convex in the optimization variable.

Model Predictive Control

Safe Control Synthesis for Multicopter via Control Barrier Function Backstepping

no code implementations8 Aug 2023 Jinrae Kim, Youdan Kim

The proposed controller does not utilize a cascade control system design, unlike existing studies on the safe control of multicopter.

Position

Parameterized Convex Universal Approximators for Decision-Making Problems

1 code implementation17 Jan 2022 Jinrae Kim, Youdan Kim

Parameterized max-affine (PMA) and parameterized log-sum-exp (PLSE) networks are proposed for general decision-making problems.

Decision Making

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