Our latest study “Network-level aircraft trajectory planning via multi-agent deep reinforcement learning: Balancing climate considerations and operational manageability,” has been published in the Journal of Expert Systems with Applications. The study introduces a multi-agent deep reinforcement learning framework to plan climate-friendly flight routes while ensuring air traffic manageability. The findings show an 80% reduction in climate impact while maintainingContinue reading “Network-level aircraft trajectory planning via multi-agent deep reinforcement learning: Balancing climate considerations and operational manageability”
Category Archives: Publications
Climate-optimized flight planning can effectively reduce the environmental footprint of aviation in Europe at low operational costs
We are excited to announce our latest research findings on climate-friendly flight planning, now available as a pre-print on Nature Portfolio journal communications earth & environment. This study, authored by Abolfazl Simorgh and Manuel Soler from the Aircraft Operations Lab, and in the framework of the RefMap project, reveals that implementing climate-optimal flight paths—those thatContinue reading “Climate-optimized flight planning can effectively reduce the environmental footprint of aviation in Europe at low operational costs”
Enhancing GOES-16 Contrail Segmentation through Ensemble Neural Network Modeling and Optical Flow Corrections
Irene Ortiz leads groundbreaking research introducing the Contrail Detection and Segmentation Ensemble Model (CDSEM), an AI system that identifies aviation-induced contrails with 93% accuracy. This innovation offers valuable tools for understanding aviation’s environmental impact and addressing its role in global warming. The preprint is now available on TechRxiv: Irene Ortiz, Javier García-Heras, Amin Jafarimoghaddam, etContinue reading “Enhancing GOES-16 Contrail Segmentation through Ensemble Neural Network Modeling and Optical Flow Corrections”
Highlights from the Aircraft Operations Lab UC3M in 2024
The Aircraft Operations Lab at UC3M Aerospace Engineering department celebrated a year of achievements, growth, and impactful contributions to aerospace innovation and education. Simulator Setup and High-Profile Visits The year began with the successful setup of our Boeing 737 simulator, enhancing hands-on training for students in the Bachelor’s and Master’s programs. This milestone was markedContinue reading “Highlights from the Aircraft Operations Lab UC3M in 2024”
The Aircraft Operations Lab’s Participation at SIDs 2024
The Aircraft Operations Lab had the privilege of actively contributing to SESAR Innovation Days 2024 (SIDs), one of Europe’s premier events dedicated to advancing aeronautical research. This year’s event provided an excellent platform to share our work, engage with the research community, and discuss innovative approaches to fostering sustainability in aviation. Our participation included theContinue reading “The Aircraft Operations Lab’s Participation at SIDs 2024”