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Online Characterization of Mixed Plastic Waste Using Machine Learning and Mid-Infrared Spectroscopy

Journal Article · · ACS Sustainable Chemistry & Engineering
 [1];  [2];  [3];  [2];  [3]
  1. Department of Mechanical Engineering, Michigan Technological University, Houghton, Michigan49931, United States; OSTI
  2. Department of Chemical and Biological Engineering, University of Wisconsin-Madison, Madison, Wisconsin53706, United States
  3. Department of Mechanical Engineering, Michigan Technological University, Houghton, Michigan49931, United States
Not provided.
Research Organization:
Univ. of Wisconsin, Madison, WI (United States)
Sponsoring Organization:
USDOE Office of Energy Efficiency and Renewable Energy (EERE)
DOE Contract Number:
EE0009285
OSTI ID:
2418772
Journal Information:
ACS Sustainable Chemistry & Engineering, Journal Name: ACS Sustainable Chemistry & Engineering Journal Issue: 48 Vol. 10; ISSN 2168-0485
Publisher:
American Chemical Society (ACS)
Country of Publication:
United States
Language:
English

References (26)

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Accurate Characterization of Mixed Plastic Waste Using Machine Learning and Fast Infrared Spectroscopy journal October 2021
Polymer blends and composites from renewable resources journal June 2006
Automated sorting of polymer flakes: Fluorescence labeling and development of a measurement system prototype journal April 2015
Using ATR-FTIR spectra and convolutional neural networks for characterizing mixed plastic waste journal December 2021
Standard Normal Variate Transformation and De-Trending of Near-Infrared Diffuse Reflectance Spectra journal July 1989
Rapid Identification of Marine Plastic Debris via Spectroscopic Techniques and Machine Learning Classifiers journal July 2020
Quantification and evaluation of plastic waste in the United States journal August 2022
Detection of Black Plastics in the Middle Infrared Spectrum (MIR) Using Photon Up-Conversion Technique for Polymer Recycling Purposes journal September 2017
Ultra-broadband mid-wave-IR upconversion detection journal April 2017
Classification and Quantification of Microplastics (<100 μm) Using a Focal Plane Array–Fourier Transform Infrared Imaging System and Machine Learning journal September 2020
Comparison of an InSb Detector and Upconversion Detector for Infrared Polarization Spectroscopy journal December 2017
Acoustic emission detection and position identification of transverse cracks in carbon fiber–reinforced plastic laminates by using a novel optical fiber ultrasonic sensing system journal November 2014
Recyling of plastic wastes via pyrolysis journal June 2000
Mid-infrared supercontinuum-based upconversion detection for trace gas sensing journal August 2019
Mechanical and chemical recycling of solid plastic waste journal November 2017
Upconversion-based mid-infrared spectrometer using intra-cavity LiNbO3 crystals with chirped poling structure journal August 2019
Alterations of plastics spectra in MIR and the potential impacts on identification towards recycling journal October 2020
Real-time identification of plastics by types using laser-induced breakdown spectroscopy journal August 2018
Development of intelligent sorting system realized with the aid of laser-induced breakdown spectroscopy and hybrid preprocessing algorithm-based radial basis function neural networks for recycling black plastic wastes journal January 2018
Enhancing the detectivity of an upconversion single-photon detector by spatial filtering of upconverted parametric fluorescence journal September 2018
Identification of different type of polymers in plastics waste journal July 2008
Current options for characterizing, sorting, and recycling polymeric waste journal April 2020
Scaling up dynamic time warping for datamining applications conference August 2000
MIR spectral characterization of plastic to enable discrimination in an industrial recycling context: II. Specific case of polyolefins journal October 2019

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