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.
Field evaluation of low-cost electrochemical air quality gas sensors under extreme temperature and relative humidity conditions
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2026 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
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.