A physics-constrained denoising autoencoder with softplus activations and hierarchical sensor heads achieves 67% smoothness gains and 91% noise reduction on 7894 real UAV wildfire samples while producing zero unphysical negative outputs.
Contrastive blind denoising autoencoder for real time denoising of industrial IoT sensor data,
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Physics-Constrained Denoising Autoencoders for Data-Scarce Wildfire UAV Sensing
A physics-constrained denoising autoencoder with softplus activations and hierarchical sensor heads achieves 67% smoothness gains and 91% noise reduction on 7894 real UAV wildfire samples while producing zero unphysical negative outputs.