Missing data imputation and sensor self-validation towards a sustainable operation of wastewater treatment plants via deep variational residual autoencoders

AH Ba-Alawi, J Loy-Benitez, SY Kim, CK Yoo - Chemosphere, 2022 - Elsevier
Missing data imputation and automatic fault detection of wastewater treatment plant (WWTP)
sensors are crucial for energy conservation and environmental protection. Given the …

Out-of-distribution in Human Activity Recognition

D Roy, V Komini, S Girdzijauskas - 2022 Swedish Artificial …, 2022 - ieeexplore.ieee.org
With the growing interest of the research community in making deep learning (DL) robust
and reliable, detecting out-of-distribution (OOD) data has become critical. Detecting OOD …

Improving performance and quantifying uncertainty of body-rocking detection using bayesian neural networks

RL Da Silva, B Zhong, Y Chen, E Lobaton - Information, 2022 - mdpi.com
Body-rocking is an undesired stereotypical motor movement performed by some individuals,
and its detection is essential for self-awareness and habit change. We envision a pipeline …