activity
20222026
most citedParameterized Convex Universal Approximators for Decision-Making Problems

4 citations · 6 across the 8 of their papers we have counts for

collaborators

8 papers

cs.RO2026

Moving Horizon Estimation for Quadrotors: An Adaptive Optimizer Approach

Thinh Nguyen, Minkyung Kim, Sandeep Banik +2

Moving Horizon Estimation (MHE) is a state estimation method based on finite-horizon optimization that can offer higher accuracy at the cost of increased computation compared to Ka…

eess.SY2025★ 2 cited

Smooth Reference Command Generation and Control for Transition Flight of VTOL Aircraft Using Time-Varying Optimization

Jinrae Kim, John L. Bullock, Sheng Cheng +1

Vertical take-off and landing (VTOL) aircraft pose a challenge in generating reference commands during transition flight. While sparsity between hover and cruise flight modes can b…

cs.RO2024

Integrating Vision Systems and STPA for Robust Landing and Take-Off in VTOL Aircraft

Sandeep Banik, Jinrae Kim, Naira Hovakimyan +3

Vertical take-off and landing (VTOL) unmanned aerial vehicles (UAVs) are versatile platforms widely used in applications such as surveillance, search and rescue, and urban air mobi…

math.OC2024

Adaptive Optimizer for Online Time-Varying Convex Optimization

Jinrae Kim, Naira Hovakimyan

We propose an adaptive method for online time-varying (TV) convex optimization, termed adaptive optimization (-AO). TV optimizers utilize a predi…

cs.CV2024

Staircase Localization for Autonomous Exploration in Urban Environments

Jinrae Kim, Sunggoo Jung, Sung-Kyun Kim +2

A staircase localization method is proposed for robots to explore urban environments autonomously. The proposed method employs a modular design in the form of a cascade pipeline co…

cs.LG2023

Parameterized Convex Minorant for Objective Function Approximation in Amortized Optimization

Jinrae Kim, Youdan Kim

Parameterized convex minorant (PCM) method is proposed for the approximation of the objective function in amortized optimization. In the proposed method, the objective function app…

eess.SY2023

Safe Control Synthesis for Multicopter via Control Barrier Function Backstepping

Jinrae Kim, Youdan Kim

A safe controller for multicopter is proposed using control barrier function. Multicopter dynamics are reformulated to deal with mixed-relative-degree and non-strict-feedback-form…

cs.LG2022★ 4 cited

Parameterized Convex Universal Approximators for Decision-Making Problems

Jinrae Kim, Youdan Kim

Parameterized max-affine (PMA) and parameterized log-sum-exp (PLSE) networks are proposed for general decision-making problems. The proposed approximators generalize existing conve…