Silicon Nanomembrane Filtration and Imaging for the Evaluation of Microplastic Entrainment along a Municipal Water Delivery Route.
Gregory R MadejskiS Danial AhmadJonathan MusgraveJonathan FlaxJoseph G MadejskiDavid A RowleyLisa A DeLouiseAndrew J BergerWayne H KnoxJames L McGrathPublished in: Sustainability (2020)
To better understand the origin of microplastics in municipal drinking water, we evaluated 50 mL water samples from different stages of the City of Rochester's drinking water production and transport route, from Hemlock Lake to the University of Rochester. We directly filtered samples using silicon nitride nanomembrane filters with precisely patterned slit-shaped pores, capturing many of the smallest particulates (<20 μm) that could be absorbed by the human body. We employed machine learning algorithms to quantify the shapes and quantity of debris at different stages of the water transport process, while automatically segregating out fibrous structures from particulate. Particulate concentrations ranged from 13 to 720 particles/mL at different stages of the water transport process and fibrous pollution ranged from 0.4 to 8.3 fibers/mL. A subset of the debris (0.2-8.6%) stained positively with Nile red dye which identifies them as hydrophobic polymers. Further spectroscopic analysis also indicated the presence of many non-plastic particulates, including rust, silicates, and calcium scale. While water leaving the Hemlock Lake facility is mostly devoid of debris, transport through many miles of piping results in the entrainment of a significant amount of debris, including plastics, although in-route reservoirs and end-stage filtration serve to reduce these concentrations.
Keyphrases
- drinking water
- health risk assessment
- machine learning
- health risk
- high resolution
- wastewater treatment
- heavy metals
- deep learning
- risk assessment
- magnetic resonance imaging
- computed tomography
- genome wide
- mass spectrometry
- sewage sludge
- ionic liquid
- magnetic resonance
- water quality
- big data
- photodynamic therapy
- long term care