Training and evaluating machine learning algorithms for ocean microplastics classification through vibrational spectroscopy
Published 2021 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
Training and evaluating machine learning algorithms for ocean microplastics classification through vibrational spectroscopy
Authors
Keywords
Microplastics, Marine pollution, Chemical identification, Vibrational spectroscopy, FTIR, Machine learning
Journal
CHEMOSPHERE
Volume 287, Issue -, Pages 131903
Publisher
Elsevier BV
Online
2021-08-25
DOI
10.1016/j.chemosphere.2021.131903
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- EXPRESS: Toward the Systematic Identification of Microplastics in the Environment: Evaluation of a New Independent Software Tool (siMPle) for Spectroscopic Analysis
- (2020) Sebastian Primpke et al. APPLIED SPECTROSCOPY
- EXPRESS: High-Throughput Analyses of Microplastic Samples Using Fourier Transform Infrared and Raman Spectrometry
- (2020) Josef Brandt et al. APPLIED SPECTROSCOPY
- Atmospheric microplastics: A review on current status and perspectives
- (2020) Yulan Zhang et al. EARTH-SCIENCE REVIEWS
- Classification and Quantification of Microplastics (
- (2020) Vitor H. da Silva et al. ANALYTICAL CHEMISTRY
- A machine learning algorithm for high throughput identification of FTIR spectra: Application on microplastics collected in the Mediterranean Sea
- (2019) Mikaël Kedzierski et al. CHEMOSPHERE
- Microplastics as contaminants in the soil environment: A mini-review
- (2019) Jiao Wang et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Reference database design for the automated analysis of microplastic samples based on Fourier transform infrared (FTIR) spectroscopy
- (2018) Sebastian Primpke et al. ANALYTICAL AND BIOANALYTICAL CHEMISTRY
- Multivariate comparison of classification performance measures
- (2018) Davide Ballabio et al. CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS
- Validation of ATR FT-IR to identify polymers of plastic marine debris, including those ingested by marine organisms
- (2018) Melissa R. Jung et al. MARINE POLLUTION BULLETIN
- Comparison of Raman and Fourier Transform Infrared Spectroscopy for the Quantification of Microplastics in the Aquatic Environment
- (2018) Livia Cabernard et al. ENVIRONMENTAL SCIENCE & TECHNOLOGY
- Data preprocessing & evaluation used in the microplastics identification process: A critical review & practical guide
- (2018) Gerrit Renner et al. TRAC-TRENDS IN ANALYTICAL CHEMISTRY
- Effects of micro- and nanoplastics on aquatic ecosystems: Current research trends and perspectives
- (2017) Yooeun Chae et al. MARINE POLLUTION BULLETIN
- The plastic in microplastics: A review
- (2017) Anthony L. Andrady MARINE POLLUTION BULLETIN
- Analysis of environmental microplastics by vibrational microspectroscopy: FTIR, Raman or both?
- (2016) Andrea Käppler et al. ANALYTICAL AND BIOANALYTICAL CHEMISTRY
- GPU-SME- k NN: Scalable and memory efficient k NN and lazy learning using GPUs
- (2016) Pablo D. Gutiérrez et al. INFORMATION SCIENCES
- Occurrence and Distribution of Microplastics in the Sea Surface Microlayer in Jinhae Bay, South Korea
- (2015) Young Kyoung Song et al. ARCHIVES OF ENVIRONMENTAL CONTAMINATION AND TOXICOLOGY
- A critical overview of the analytical approaches to the occurrence, the fate and the behavior of microplastics in the environment
- (2015) Teresa Rocha-Santos et al. TRAC-TRENDS IN ANALYTICAL CHEMISTRY
- A review of what is an emerging contaminant
- (2014) Sébastien Sauvé et al. Chemistry Central Journal
- High-levels of microplastic pollution in a large, remote, mountain lake
- (2014) Christopher M. Free et al. MARINE POLLUTION BULLETIN
- Optimizing Savitzky–Golay Parameters for Improving Spectral Resolution and Quantification in Infrared Spectroscopy
- (2013) Boris Zimmermann et al. APPLIED SPECTROSCOPY
- Life in the “Plastisphere”: Microbial Communities on Plastic Marine Debris
- (2013) Erik R. Zettler et al. ENVIRONMENTAL SCIENCE & TECHNOLOGY
- Microplastics in the Marine Environment: A Review of the Methods Used for Identification and Quantification
- (2012) Valeria Hidalgo-Ruz et al. ENVIRONMENTAL SCIENCE & TECHNOLOGY
- Occurrence, distribution and characteristics of beached plastic production pellets on the island of Malta (central Mediterranean)
- (2010) Andrew Turner et al. MARINE POLLUTION BULLETIN
- Contributing to marine pollution by washing your face: Microplastics in facial cleansers
- (2009) Lisa S. Fendall et al. MARINE POLLUTION BULLETIN
Find the ideal target journal for your manuscript
Explore over 38,000 international journals covering a vast array of academic fields.
SearchCreate your own webinar
Interested in hosting your own webinar? Check the schedule and propose your idea to the Peeref Content Team.
Create Now