John Armin

Patent (and related patent application) covering a vehicle parking data collection system and associated methods; listed among authored/inventor patents tied to Quantifly project collaborators.

Article describing steps and considerations for deploying ML models in the water sector, including secure connectivity, automated data pipelines, and integration with visualization tools to support operational decision-making.

Article on practical applications of machine learning for water utilities, including a case study on influent flow forecasting and operational integration.

Doctoral dissertation that develops a spatially explicit lifecycle model integrating LCA and GIS to evaluate environmental and economic performance of algal biofuel production using wastewater across U.S. wastewater treatment plants; includes laboratory experiments on mixotrophic microalgae biofilms and machine learning analyses.

Master's thesis describing IoT and edge computing sensor technologies applied to environmental engineering problems, including energy-saving sensor packages and applications to algal treatment, Superfund site monitoring, and algal bloom detection.