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Hoseong Seo

18 accepted papers

2024

Hierarchical Action Chunking Transformer: Learning Temporal Multimodality from Demonstrations with Fast Imitation Behavior

IROS 2024poster

Behavioral cloning from human demonstrations has succeeded in programming a robot to generate fine-grained motion, but it is still challenging to learn multimodal trajectories such as with various speeds. This restricts the use of a robot dataset collected by multiusers because the different profici…

Cited by 1SourcecodeScholar
2021

Aerial Manipulator Pushing a Movable Structure Using a DOB-Based Robust Controller

RA-L 2021

This letter deals with the problem of an aerial manipulator pushing a movable structure. Contrary to physical interaction with a static structure, suitable consideration of the interacting force during the motion of the structure is required to stably perform this movable structure interaction. To a

Cited by 55SourceScholar
2021

Real-Time Motion Planning of a Hydraulic Excavator using Trajectory Optimization and Model Predictive Control

IROS 2021poster

Automation of excavation tasks requires real-time trajectory planning satisfying various constraints. To guarantee both constraint feasibility and real-time trajectory re-plannability, we present an integrated framework for real-time optimization-based trajectory planning of a hydraulic excavator. T…

Cited by 32SourceScholar
2021

Stability and Robustness Analysis of Plug-Pulling using an Aerial Manipulator

IROS 2021poster

In this paper, an autonomous aerial manipulation task of pulling a plug out of an electric socket is conducted, where maintaining the stability and robustness is challenging due to sudden disappearance of a large interaction force. The abrupt change in the dynamical model before and after the separa…

Cited by 10SourceScholar
2020

Aerial Manipulation using Model Predictive Control for Opening a Hinged Door

ICRA 2020poster

Existing studies for environment interaction with an aerial robot have been focused on interaction with static surroundings. However, to fully explore the concept of an aerial manipulation, interaction with moving structures should also be considered. In this paper, a multirotor-based aerial manipul…

Cited by 61SourceScholar
2020

Real-Time Optimal Trajectory Generation and Control of a Multi-Rotor With a Suspended Load for Obstacle Avoidance

RA-L 2020

This letter presents real-time optimization algorithms on trajectory generation and control for a multi-rotor with a suspended load. Since the load is suspended through a cable without any actuator, movement of the load must be controlled via maneuvers of the multi-rotor, which brings about difficul

Cited by 35SourceScholar
2020

Trajectory Planning with Safety Guaranty for a Multirotor based on the Forward and Backward Reachability Analysis

ICRA 2020poster

Planning a trajectory with guaranteed safety is a core part for a risk-free flight of a multirotor. If a trajectory planner only aims to ensure safety, it may generate trajectories which overly bypass risky regions and prevent the system from achieving specific missions. This work presents a robust…

Cited by 8SourceScholar
2019

Incorporating Safety Into Parametric Dynamic Movement Primitives

RA-L 2019

Parametric dynamic movement primitives (PDMPs) are powerful motion representation algorithms, which encode multiple demonstrations and generalize them. As an online trajectory from PDMPs emulates the provided demonstrations, managing the safety guarantee of the demonstrations for a given scenario is

Cited by 6SourceScholar
2019

Position-based monocular visual servoing of an unknown target using online self-supervised learning

IROS 2019poster

Visual servoing, i.e. control with visual information, is a valuable capability in many robotic applications. In particular, position based visual servoing (PBVS) estimates position information from the observed image to generate visual servo control. However, the estimation of the position of an un…

Cited by 11SourceScholar
2019

Real-time Optimal Planning and Model Predictive Control of a Multi-rotor with a Suspended Load

ICRA 2019poster

This paper presents planning and control algorithms for a multi-rotor with a suspended load. The suspended load cannot be controlled easily by the multi-rotor due to severe dynamic coupling between them. Difficulties are exacerbated by under-actuated, highly nonlinear nature of multi-rotor dynamics.…

Cited by 9SourceScholar
2019

Robust Trajectory Planning for a Multirotor against Disturbance based on Hamilton-Jacobi Reachability Analysis

IROS 2019poster

Ensuring safety in trajectory planning of multirotor systems is an essential element for risk-free operation. Even if the generated trajectory is known to be safe in the planning phase, unknown disturbance during an actual operation can lead to a dangerous situation. This paper proposes safety-guara…

Cited by 36SourceScholar
2018

Model Predictive Control of a Multi-Rotor with a Suspended Load for Avoiding Obstacles

ICRA 2018poster

This paper investigates a multi-rotor with a suspended load in perspectives of 1) real-time path planning, 2) obstacle avoidance, and 3) transportation of a suspended object. A suspended load cannot be controlled with conventional controllers designed for nominal multi-rotors due to the dynamic coup…

Cited by 39SourceScholar
2018

Vision-based Target Tracking for a Skid-steer Vehicle using Guided Policy Search with Field-of-view Constraint

IROS 2018poster

This paper describes a vision-based target tracking method for a skid-steer vehicle. With the development of deep reinforcement learning, many researchers have tried to generate an end-to-end policy to control the mobile robot from a raw pixel image data. However, the action in most research only co…

Cited by 5SourceScholar
2017

Aerial grasping of cylindrical object using visual servoing based on stochastic model predictive control

ICRA 2017poster

This paper concentrates on design of a vision-based guidance command for aerial manipulation of a cylindrical object, using a stochastic model predictive approach. We first develop an image-based cylinder detection algorithm that utilizes a geometric characteristic of perspectively projected circles…

Cited by 89SourceScholar
2017

Locally optimal trajectory planning for aerial manipulation in constrained environments

IROS 2017poster

Aerial manipulation tasks necessitate a reliable trajectory planning algorithms to perform complicated tasks. This paper provides a method of developing the locally optimal trajectory for aerial manipulation in constrained environments. We first show differential flatness of the aerial manipulation…

Cited by 21SourceScholar