Search Results for author: Haemin Lee

Found 7 papers, 0 papers with code

Two Tales of Platoon Intelligence for Autonomous Mobility Control: Enabling Deep Learning Recipes

no code implementations19 Jul 2023 Soohyun Park, Haemin Lee, Chanyoung Park, Soyi Jung, Minseok Choi, Joongheon Kim

This paper presents the deep learning-based recent achievements to resolve the problem of autonomous mobility control and efficient resource management of autonomous vehicles and UAVs, i. e., (i) multi-agent reinforcement learning (MARL), and (ii) neural Myerson auction.

Autonomous Vehicles Management +1

Coordinated Multi-Agent Reinforcement Learning for Unmanned Aerial Vehicle Swarms in Autonomous Mobile Access Applications

no code implementations23 Dec 2022 Chanyoung Park, Haemin Lee, Won Joon Yun, Soyi Jung, Joongheon Kim

This paper proposes a novel centralized training and distributed execution (CTDE)-based multi-agent deep reinforcement learning (MADRL) method for multiple unmanned aerial vehicles (UAVs) control in autonomous mobile access applications.

Multi-agent Reinforcement Learning reinforcement-learning

Spatio-Temporal Attack Course-of-Action (COA) Search Learning for Scalable and Time-Varying Networks

no code implementations2 Sep 2022 Haemin Lee, Seok Bin Son, Won Joon Yun, Joongheon Kim, Soyi Jung, Dong Hwa Kim

One of the key topics in network security research is the autonomous COA (Couse-of-Action) attack search method.

Tutorial on Course-of-Action (COA) Attack Search Methods in Computer Networks

no code implementations27 May 2022 Seok Bin Son, Soohyun Park, Haemin Lee, Joongheon Kim, Soyi Jung, Donghwa Kim

In the literature of modern network security research, deriving effective and efficient course-of-action (COA) attach search methods are of interests in industry and academia.

reinforcement-learning Reinforcement Learning (RL)

Neural Myerson Auction for Truthful and Energy-Efficient Autonomous Aerial Data Delivery

no code implementations29 Dec 2021 Haemin Lee, Sean Kwon, Soyi Jung, Joongheon Kim

In this paper, multiple delivery drones compete to offer data transfer to a single fixed-location surveillance drone.

Single Particle Analysis

Stable Marriage Matching for Traffic-Aware Space-Air-Ground Integrated Networks: A Gale-Shapley Algorithmic Approach

no code implementations17 Oct 2021 Hyunsoo Lee, Haemin Lee, Soyi Jung, Joongheon Kim

In keeping with the rapid development of communication technology, a new communication structure is required in a next-generation communication system.

Distributed and Autonomous Aerial Data Collection in Smart City Surveillance Applications

no code implementations25 Jul 2021 Haemin Lee, Soyi Jung, Joongheon Kim

The data those are produced from surveillance cameras in aerial devices such as unmanned aerial networks (UAVs) are needed to be transferred to ground stations for secure data analysis.

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