activity
20182022
most citedLearning to Communicate: A Machine Learning Framework for Heterogeneous Multi-Agent Robotic Systems

1 citations · 1 across the 5 of their papers we have counts for

collaborators

8 papers

cs.LG2022

Multi-time Predictions of Wildfire Grid Map using Remote Sensing Local Data

Hyung-Jin Yoon, Petros Voulgaris

Due to recent climate changes, we have seen more frequent and severe wildfires in the United States. Predicting wildfires is critical for natural disaster prevention and mitigation…

cs.RO2022

Sampling Complexity of Path Integral Methods for Trajectory Optimization

Hyung-Jin Yoon, Chuyuan Tao, Hunmin Kim +2

The use of random sampling in decision-making and control has become popular with the ease of access to graphic processing units that can generate and calculate multiple random tra…

cs.RO2021

Learning Image Attacks toward Vision Guided Autonomous Vehicles

Hyung-Jin Yoon, Hamidreza Jafarnejadsani, Petros Voulgaris

While adversarial neural networks have been shown successful for static image attacks, very few approaches have been developed for attacking online image streams while taking into…

eess.SY2021

Backup Plan Constrained Model Predictive Control

Hunmin Kim, Hyungjin Yoon, Wenbin Wan +3

This article proposes a new safety concept: backup plan safety. The backup plan safety is defined as the ability to complete one of the alternative missions in the case of primary…

cs.RO2021

Estimation and Planning of Exploration Over Grid Map Using A Spatiotemporal Model with Incomplete State Observations

Hyung-Jin Yoon, Hunmin Kim, Kripash Shrestha +2

Path planning over spatiotemporal models can be applied to a variety of applications such as UAVs searching for spreading wildfire in mountains or network of balloons in time-varyi…

cs.RO2019

A Path Planning Framework for a Flying Robot in Close Proximity of Humans

Hyung-Jin Yoon, Christopher Widdowson, Thiago Marinho +2

We present a path planning framework that takes into account the human's safety perception in the presence of a flying robot. The framework addresses two objectives: (i) estimation…