https://godot-bloggy.xyz/categories/machine-learning/ Recent content in Machine Learning on ｢ALL FICTION｣ Hugo -- gohugo.io en-uk Tue, 01 Mar 2022 00:00:00 +0800 https://godot-bloggy.xyz/project/flight-performance/ Tue, 01 Mar 2022 00:00:00 +0800 https://godot-bloggy.xyz/project/flight-performance/ Data-enhanced flight simulations with machine learning for performance analysis. Derived nonlinear formulations for incorporating airline data into a flight simulation framework. Performed analyses of short, medium, and long-haul flights with validation against airline data from Cathay Pacific Airways. Prepared visualization and reporting tools for post-processing. The framework simulates each flight phase — takeoff, climb, cruise, descent, and landing — and blends recorded Quick Access Recorder (QAR) data into the dynamics to correct fuel and time predictions against real operations.