Publications by topic
My publications span across three areas: 1) Reinforcement Learning, the main topic of my PhD research; 2) Applied AI & ML, a consequence of many fruitful collaborations; and 3) Optimization and Satellite Communications, an area I had the chance to dive deeper into during my time as a research assistant at MIT | Link to my Google Scholar profile
Reinforcement Learning
2022 — Juan Jose Garau-Luis, Yingjie Miao, John D. Co-Reyes, Aaron Parisi, Jie Tan, Esteban Real, Aleksandra Faust, Multi-Objective Evolution for Generalizable Policy Gradient Algorithms, Generalizable Policy Learning in the Physical World Workshop at ICLR 2022
2021 — Juan Jose Garau-Luis, Edward Crawley, Bruce Cameron, Evaluating the progress of Deep Reinforcement Learning in the real world: aligning domain-agnostic and domain-specific research, Reinforcement Learning for Real Life Workshop at ICML 2021
2021 — Juan Jose Garau-Luis, Edward Crawley, Bruce Cameron, Applicability and Challenges of Deep Reinforcement Learning for Satellite Frequency Plan Design, IEEE Aerospace Conference 2021
2020 — Juan Jose Garau-Luis, Policy Gradient RL Algorithms as Directed Acyclic Graphs, arXiv
2019 — Juan Jose Garau-Luis, Markus Guerster, Inigo del Portillo, Edward Crawley, Bruce Cameron, Deep Reinforcement Learning Architecture for Continuous Power Allocation in High Throughput Satellites, Reinforcement Learning for Real Life Workshop at ICML 2019
2019 — Juan Jose Garau-Luis, Markus Guerster, Inigo del Portillo, Edward Crawley, Bruce Cameron, Deep Reinforcement Learning for Continuous Power Allocation in Flexible High Throughput Satellites, IEEE Cognitive Communications for Aerospace Applications Workshop
Applied AI & ML
2022 — Juan Jose Garau-Luis*, Skylar Eiskowitz*, Nils Pachler*, Edward Crawley, Bruce Cameron, Towards Autonomous Satellite Communications: An AI-based Framework to Address System-level Challenges, AI to Accelerate Science and Engineering Workshop at AAAI Conference on Artificial Intelligence 2022
2022 — Juan Jose Garau-Luis*, Skylar Eiskowitz*, Nils Pachler*, Edward Crawley, Bruce Cameron, Towards Autonomous Satellite Communications: An AI-based Framework to Address System-level Challenges, International Astronautical Congress 2022
2021 — Nathan Sesti*, Juan Jose Garau-Luis*, Edward Crawley, Bruce Cameron, Integrating LSTMs and GNNs for COVID-19 Forecasting, Time Series Workshop at ICML 2021
2020 — Juan Jose Garau-Luis, Nils Pachler, Markus Guerster, Inigo del Portillo, Edward Crawley, Bruce Cameron, Artificial Intelligence Algorithms for Power Allocation in High Throughput Satellites: A Comparison, IEEE Aerospace Conference 2020
Optimization and Satellite Communications
2024 — Joel Jurado-Diaz, Nils Pachler, Juan Jose Garau-Luis, Edward Crawley, Bruce Cameron, Satellite Routing for mobile users under uncertainty in High Throughput constellations, IEEE Transactions in Wireless Communications
2023 — Juan Jose Garau-Luis, Sergi Aliaga, Guillem Casadesus, Nils Pachler, Edward Crawley, Bruce Cameron, Frequency Plan Design for Multibeam Satellite Constellations Using Integer Linear Programming, IEEE Transactions in Wireless Communications
2022 — Guillem Casadesus-Vila, Juan Jose Garau-Luis, Edward Crawley, Bruce Cameron, Dynamic Frequency Assignment for Mobile Users in Multibeam Satellite Constellations, International Astronautical Congress 2022
2022 — Sergi Aliaga, Juan Jose Garau-Luis, Edward Crawley, Bruce Cameron, Dynamic resource management algorithm reconfiguration for multibeam satellite constellations, IEEE Aerospace Conference 2022
2020 — Nils Pachler, Juan Jose Garau-Luis, Markus Guerster, Edward Crawley, Bruce Cameron, Allocating Power and Bandwidth in Multibeam Satellite Systems using Particle Swarm Optimization, IEEE Aerospace Conference 2020
2019 — Markus Guerster, Juan Jose Garau-Luis, Edward Crawley, Bruce Cameron, Problem representation of dynamic resource allocation for flexible high throughput satellites, IEEE Aerospace Conference 2019
2018 — Juan Jose Garau-Luis, Marc Sanchez Net, Edward Crawley, Bruce Cameron, System Architecture for Tracking Passengers inside an Airport Terminal Using RFID, IEEE Aerospace Conference 2018
