Publications

Journal Papers

  • Jardines, A., Soler, M., Cervantes, A. García-Heras, J. and Simarro, J. (2021): Convection indicator for pre-tactical air traffic flow management using neural networks. In: Machine Learning with Applications,100053 (https://doi.org/10.1016/j.mlwa.2021.100053)

Conference Papers

  • Jardines, A., Soler, M., García-Heras, J., Ponzano, M., Raynaud, L., Rottner, L., Simarro, J., and Rey, F.: Predicting Convective Storm Characteristics using Machine Learning from Hi-Resolution NWP Forecasts, EGU General Assembly 2021, online, 19–30 Apr 2021, EGU21-7516,
    (https://doi.org/10.5194/egusphere-egu21-7516 [following the link, you will also find a teaser video])
  • C. Huang and Y. Xu, “Integrated Frameworks of Unsupervised, Supervised and Reinforcement Learning for Solving Air Traffic Flow Management Problem,” 40th IEEE/AIAA Digital Avionics Systems Conference (DASC), San Antonio, USA, October 3-7, 2021.
  • Y. Tang and Y. Xu, “Multi-Agent Deep Reinforcement Learning for Solving Large-Scale Air Traffic Flow Management Problem: A Time-Step Sequential Decision Approach,” 40th IEEE/AIAA Digital Avionics Systems Conference (DASC), San Antonio, USA, October 3-7, 2021.

Workshop Presentations

  •  Ponzano, M., Raynaud, L., Sanchez Cidoncha, M., Gawinowski, G., Soler Arnedo, M. F., Jardines, A., Simarro, J., Zheng, D., Xu, Y., Bastie, E., Arnould, B., Rey, F., Khassiba, A., Peuaud, A., and Carré, M.: ISOBAR SESAR – Artificial intelligence solutions to meteo-based air traffic imbalances for network operations planning, EMS Annual Meeting 2022, Bonn, Germany, 5–9 Sep 2022, EMS2022-122, https://doi.org/10.5194/ems2022-122, 2022. 
  • Talk by Aniel Jardines “Applying LSTM to High Resolution Numerical Weather Products for Convection Prediction” in SRNWP-EPS Workshop hosted by AEMET. Wednesday 27/10 at 14:30.
  • Aniel Jardines will be presenting “Applying LSTM to High Resolution Numerical Weather Products for Convection Prediction” in Numerical Wildfire Workshop taking place at Institute D’études Scientifiques De Cargèse November 18th, 2021.