Cooperation and Fairness in Multi-Agent Reinforcement Learning

JJ Aloor, SN Nayak, S Dolan… - Journal on Autonomous …, 2024 - dl.acm.org
Multi-agent systems are trained to maximize shared cost objectives, which typically reflect
system-level efficiency. However, in the resource-constrained environments of mobility and …

Centralized and Decentralized Approaches to Advanced Air Mobility Traffic Management

CH Chin - 2024 - dspace.mit.edu
Advanced air mobility (AAM) is an emerging air transportation concept that leverages new
types of aircraft, such as electric vertical take-off and landing (eVTOL) aircraft, to carry …

Market Structures for Service Providers in Advanced Air Mobility

VL Qin, G Ding, H Balakrishnan - Journal of Air Transportation, 2024 - arc.aiaa.org
Proposed concepts of operations for advanced air mobility rely on private service providers
being responsible for providing air traffic management services to uncrewed aircraft such as …

Incentive-Compatible Vertiport Reservation in Advanced Air Mobility: An Auction-Based Approach

PY Su, C Maheshwari, V Tuck, S Sastry - arXiv preprint arXiv:2403.18166, 2024 - arxiv.org
The rise of advanced air mobility (AAM) is expected to become a multibillion-dollar industry
in the near future. Market-based mechanisms are touted to be an integral part of AAM …

Privacy Preserving Mechanisms for Coordinating Airspace Usage in Advanced Air Mobility

C Maheshwari, MG Mendoza, VM Tuck, PY Su… - arXiv preprint arXiv …, 2024 - arxiv.org
Advanced Air Mobility (AAM) operations are expected to transform air transportation while
challenging current air traffic management practices. By introducing a novel market-based …

POSCA: Path Optimization for Solar Cover Amelioration in Urban Air Mobility

D Sengupta, A Satpathy, SK Das - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
Urban Air Mobility (UAM) encompasses both piloted and autonomous aerial vehicles,
spanning from small unmanned aerial vehicles (UAVs) like drones to passenger-carrying …

Market Mechanisms for Service Provider Operations in Advanced Air Mobility

VL Qin - 2023 - dspace.mit.edu
The proliferation of advanced air mobility (AAM) flights in the form of vertical take-off and
landing aircraft (VTOL) and uncrewed aircraft systems (UAS) in the near future will require a …

Towards Cooperation and Fairness in Multi-Agent Reinforcement Learning

JJ Aloor, S Nayak, S Dolan, VL Qin… - … and Cooperation for … - openreview.net
We consider the problem of fair multi-agent navigation for a large group of decentralized
agents using multi-agent reinforcement learning (MARL). Previous MARL research …

[PDF][PDF] Optimizing Airline Protocol Management: A Strategic Approach to KPI-Driven Performance Enhancement

SAH MoghadasNian, R Mozafari - researchgate.net
In the intricate and regulated environment of the airline industry, the strategic management
of protocols has emerged as a cornerstone of operational excellence. This study delves into …