Simulated memristor-based SIREN networks with bit-slicing and temporal averaging reach test losses 0.010 and 0.007 on spacecraft guidance and asteroid geodesy, near digital baselines.
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Memristor-Based Neural Network Accelerators for Space Applications: Enhancing Performance with Temporal Averaging and SIRENs
Simulated memristor-based SIREN networks with bit-slicing and temporal averaging reach test losses 0.010 and 0.007 on spacecraft guidance and asteroid geodesy, near digital baselines.