Navigating the Invisible Hazard: How Deep Recurrent Reinforcement Learning and POMDPs Automate Orbital Collision Avoidance Under Sensor Uncertainty
Author(s): Aarush Mahajan Originally published on Towards AI. Navigating the Invisible Hazard: How Deep Recurrent Reinforcement Learning and POMDPs Automate Orbital Collision Avoidance Under Sensor Uncertainty An autonomous satellite executing a real-time thruster burn in Low Earth Orbit to navigate space debris …
How I Built a Satellite Collision Risk Classifier Using Random Forest and XGBoost on Conjunction Data Messages
Author(s): Aarush Mahajan Originally published on Towards AI. How I Built a Satellite Collision Risk Classifier Using Random Forest and XGBoost on Conjunction Data Messages By Aarush Mahajan | Focus: Artificial Intelligence Project Deliverables: 5-Minute Video Showcase · Interactive Colab Notebook Thumbnail …
Is Memory the Bottleneck? Reward Design and Greedy Collapse in a Recurrent Collision-Avoidance Reproduction
Author(s): Aarush Mahajan Originally published on Towards AI. Is Memory the Bottleneck? Reward Design and Greedy Collapse in a Recurrent Collision-Avoidance Reproduction By-: Aarush Mahajan, B.Tech Computer Science, Manipal University JaipurPart of my TKS Focus Project on AI for space domain awareness …