A Data-Driven Approach to Estimate LEO Orbit Capacity Models

Braden Stock, Maddox McVarthy, Simone Servadio

Utilizing the Sparse Identification of Nonlinear Dynamics algorithm (SINDy) and Long Short-Term Memory Recurrent Neural Networks (LSTM), the population of resident space objects, d…