Thomas Becnel

<p>The proliferation of efficient edge computing has enabled a paradigm shift of how we monitor and interpret urban air quality. Coupled with the dense spatiotemporal resolution realized from large-scale wireless sensor networks, we can achieve highly accurate realtime local inference of airborne pollutants. In this paper, we introduce a novel Deep Neural Network architecture targeted at latent time-series regression tasks from continuous, exogenous sensor measurements, based on the Transformer encoder scheme and designed for deployment on low-cost power-efficient edge processors.

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[1] Thomas Becnel, Kerry Kelly, Pierre-Emmanuel Gaillardon, "University of Utah AirU Pollution Monitoring Network - Salt Lake City UT - 2019-07-26 - 2021-05-14", IEEE Dataport, 2022. [Online]. Available: http://dx.doi.org/10.21227/aeh2-a413. Accessed: Jul. 01, 2022.
@data{aeh2-a413-22,
doi = {10.21227/aeh2-a413},
url = {http://dx.doi.org/10.21227/aeh2-a413},
author = {Thomas Becnel; Kerry Kelly; Pierre-Emmanuel Gaillardon },
publisher = {IEEE Dataport},
title = {University of Utah AirU Pollution Monitoring Network - Salt Lake City UT - 2019-07-26 - 2021-05-14},
year = {2022} }
TY - DATA
T1 - University of Utah AirU Pollution Monitoring Network - Salt Lake City UT - 2019-07-26 - 2021-05-14
AU - Thomas Becnel; Kerry Kelly; Pierre-Emmanuel Gaillardon
PY - 2022
PB - IEEE Dataport
UR - 10.21227/aeh2-a413
ER -
Thomas Becnel, Kerry Kelly, Pierre-Emmanuel Gaillardon. (2022). University of Utah AirU Pollution Monitoring Network - Salt Lake City UT - 2019-07-26 - 2021-05-14. IEEE Dataport. http://dx.doi.org/10.21227/aeh2-a413
Thomas Becnel, Kerry Kelly, Pierre-Emmanuel Gaillardon, 2022. University of Utah AirU Pollution Monitoring Network - Salt Lake City UT - 2019-07-26 - 2021-05-14. Available at: http://dx.doi.org/10.21227/aeh2-a413.
Thomas Becnel, Kerry Kelly, Pierre-Emmanuel Gaillardon. (2022). "University of Utah AirU Pollution Monitoring Network - Salt Lake City UT - 2019-07-26 - 2021-05-14." Web.
1. Thomas Becnel, Kerry Kelly, Pierre-Emmanuel Gaillardon. University of Utah AirU Pollution Monitoring Network - Salt Lake City UT - 2019-07-26 - 2021-05-14 [Internet]. IEEE Dataport; 2022. Available from : http://dx.doi.org/10.21227/aeh2-a413
Thomas Becnel, Kerry Kelly, Pierre-Emmanuel Gaillardon. "University of Utah AirU Pollution Monitoring Network - Salt Lake City UT - 2019-07-26 - 2021-05-14." doi: 10.21227/aeh2-a413