Polynomial SINDy and LSTM networks trained on MOCAT-MC simulations reproduce averaged LEO populations in reported cases, with total errors below a few percent but without a clear held-out test.
Sparse identification of nonlinear dynamics with control (SINDYc),
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A Data-Driven Approach to Estimate LEO Orbit Capacity Models
Polynomial SINDy and LSTM networks trained on MOCAT-MC simulations reproduce averaged LEO populations in reported cases, with total errors below a few percent but without a clear held-out test.