From Black Box to Machine Learning: A Journey through Membrane Process Modelling

From Black Box to Machine Learning: A Journey through Membrane Process Modelling

Membrane processes are complex systems, often comprising several physicochemical phenomena, as well as biological reactions, depending on the systems studied. Therefore, process modelling is a requirement to simulate (and predict) process and membrane performance, to infer about optimal process cond...

Full description

Bibliographic Details
Main Authors:	Claudia F. Galinha, João G. Crespo
Format:	Article
Language:	English
Published:	MDPI AG 2021-07-01
Series:	Membranes
Subjects:	membrane processes modelling multivariate data analysis artificial intelligence chemometrics fluorescence excitation-emission matrices (EEM)
Online Access:	https://www.mdpi.com/2077-0375/11/8/574

Similar Items

Development and Implementation of MBR Monitoring: Use of 2D Fluorescence Spectroscopy
by: Claudia F. Galinha, et al.
Published: (2022-12-01)

Tracking seasonal changes of natural organic matter in a water treatment plant in Bangkok using EEM-PARAFAC approach
by: Kitiyot Tungsudjawong, et al.
Published: (2021-10-01)

Intrinsic Fluorescence Markers for Food Characteristics, Shelf Life, and Safety Estimation: Advanced Analytical Approach
by: Ksenija Radotić, et al.
Published: (2023-08-01)

Microbial growth under humic-free conditions in a supraglacial stream system on the Cotton Glacier, Antarctica
by: Christine M Foreman, et al.
Published: (2013-01-01)

Revealing the Inner Changes of Component Composition Derived from DOM PARAFAC Based on Two-Dimensional Correlation Spectroscopy
by: Hongyang Cui, et al.
Published: (2022-10-01)

Comparison of Pretreatment Methods for Salinity Gradient Power Generation Using Reverse Electrodialysis (RED) Systems
by: Jaehyun Ju, et al.
Published: (2022-03-01)

Detection and Identification of Organic Pollutants in Drinking Water from Fluorescence Spectra Based on Deep Learning Using Convolutional Autoencoder
by: Jie Yu, et al.
Published: (2021-09-01)

Enhancement of the mariculture wastewater treatment based on the bacterial-microalgal consortium
by: Binghan Xie, et al.
Published: (2022-01-01)

Agricultural Soil Organic Matters and Microbiome Are Shaped by Management and Hedgerows
by: Renhua Sun, et al.
Published: (2020-09-01)

The influence of sources and solid phase extraction criteria on dissolved organic matter optical properties in aquatic systems
by: Chia-Ying Anderin Chuang, et al.
Published: (2023-05-01)

Fluorophores-Assisted Excitation Emission Matrix Fluorescence Method for the Origin Traceability of Lily
by: Huan Fang, et al.
Published: (2023-08-01)

In-Situ Variability of DOM in Relation with Biogeochemical and Physical Parameters in December 2017 in Laucala Bay (Fiji Islands) after a Strong Rain Event
by: Timoci Koliyavu, et al.
Published: (2021-02-01)

Introduction to multivariate statistical analysis in chemometrics /
by: 271885 Varmuza, Kurt, et al.
Published: (2009)

Dataset of Fluorescence EEM and UV Spectroscopy Data of Olive Oils during Ageing
by: Francesca Venturini, et al.
Published: (2023-04-01)

Robust Classification of Tea Based on Multi-Channel LED-Induced Fluorescence and a Convolutional Neural Network
by: Hongze Lin, et al.
Published: (2019-10-01)

Analysis of categorical data : dual scaling and its applications /
by: 353772 Nishisato, Shizuhiko
Published: (1980)

Excitation-Dependent Fluorescence Helps to Indicate Fungal Contamination of Aquatic Environments and to Differentiate Filamentous Fungi
by: Elena Fedoseeva, et al.
Published: (2022-09-01)

A Comparative Study of the Application of Fluorescence Excitation-Emission Matrices Combined with Parallel Factor Analysis and Nonnegative Matrix Factorization in the Analysis of Zn Complexation by Humic Acids
by: Patrycja Boguta, et al.
Published: (2016-10-01)

Multivariate Monitoring of Surface Water Quality: Physico-Chemical, Microbiological and 3D Fluorescence Characterization
by: Claude Daou, et al.
Published: (2020-06-01)

New Insights into the Seasonal Variation of DOM Quality of a Humic-Rich Drinking-Water Reservoir—Coupling 2D-Fluorescence and FTICR MS Measurements
by: Christin Wilske, et al.
Published: (2021-06-01)

Effect of the Recycling Process on Drinking Water Treatment: Evaluation Based on Fluorescence EEM Analysis Using the Peak-Picking Technique and Self-Organizing Map
by: Hudori Hudori, et al.
Published: (2021-12-01)

Fluorescence Excitation-Emission Spectroscopy: An Analytical Technique to Monitor Drugs of Addiction in Wastewater
by: Meena K. Yadav, et al.
Published: (2019-02-01)

25 anos de quimiometria no Brasil
by: Benício de Barros Neto, et al.
Published: (2006-12-01)

Formation of Chromophoric Dissolved Organic Matter by Bacterial Degradation of Phytoplankton-Derived Aggregates
by: Joanna D. Kinsey, et al.
Published: (2018-01-01)

Intra-source provenance study on Monte Arci (Sardinia) obsidian by pXRF: Role of the data acquisition and analysis tools
by: Valentina Mameli, et al.
Published: (2023-03-01)

Explaining black box algorithms: epistemological challenges and machine learning solutions
by: Watson, D
Published: (2021)

Characteristic analysis of the soluble microbial products（SMP） in the industrial wastewater treatment process
by: Xiao LUO, et al.
Published: (2017-10-01)

Overview of chemometrics in forensic toxicology
by: Sukhwinder Singh, et al.
Published: (2023-12-01)

Contrasting the Optical Characterization of Dissolved Organic Matter in Water and Sediment from a Nascent River-Type Lake (Chongqing, China)
by: Fengxia Niu, et al.
Published: (2020-12-01)

Phenol Adsorption in Water by Granular Activated Carbon from Coconut Shell
by: Reni Desmiarti, et al.
Published: (2019-12-01)

Chromophoric Dissolved Organic Matter and Dissolved Organic Carbon in Lakes Across an Elevational Gradient From the Mountains to the Sea
by: Kyle Juetten, et al.
Published: (2022-12-01)

Distinguishing between juniper-flavoured spirit drinks from different producers
by: Uríčková Veronika, et al.
Published: (2017-12-01)

Optical property of dissolved organic matter and its correlation with heavy metals in surface water around metal mines to be exploited in southern Anhui Province, China
by: Hao Yu, et al.
Published: (2022-08-01)

Partial least squares (PLS) regression and its application to coal analysis
by: Carlos Alciaturi, et al.
Published: (2010-10-01)

Machine-learning screening of luminogens with aggregation-induced emission characteristics for fluorescence imaging
by: Yibin Zhang, et al.
Published: (2023-03-01)

Evolution of the optical properties of seawater influenced by the Deepwater Horizon oil spill in the Gulf of Mexico
by: Zhengzhen Zhou, et al.
Published: (2012-01-01)

Linking Shifts in Bacterial Community Composition and Function with Changes in the Dissolved Organic Matter Pool in Ice-Covered Baiyangdian Lake, Northern China
by: Shilei Zhou, et al.
Published: (2020-06-01)

Fluorescence spectroscopy and chemometrics in the food classification - a review
by: Jana Sádecká, et al.
Published: (2007-08-01)

Research Progress of Fluorescence Spectrum Analysis Technology in Food Detection
by: Xin SHI, et al.
Published: (2022-06-01)

Size-Resolved Fluorescence Underscores Negligible Interaction of Dissolved Organic Matter During Conservative Mixing in a Large Boreal River
by: Jin-Ping Xue, et al.
Published: (2022-07-01)