Matches in SemOpenAlex for { <https://semopenalex.org/work/W4220896035> ?p ?o ?g. }
- W4220896035 endingPage "118299" @default.
- W4220896035 startingPage "118299" @default.
- W4220896035 abstract "Membrane fouling is one of major obstacles in the application of membrane technologies. Accurately predicting or simulating membrane fouling behaviours is of great significance to elucidate the fouling mechanisms and develop effective measures to control fouling. Although mechanistic/mathematical models have been widely used for predicting membrane fouling, they still suffer from low accuracy and poor sensitivity. To overcome the limitations of conventional mathematical models, artificial intelligence (AI)-based techniques have been proposed as powerful approaches to predict membrane filtration performance and fouling behaviour. This work aims to present a state-of-the-art review on the advances in AI algorithms (e.g., artificial neural networks, fuzzy logic, genetic programming, support vector machines and search algorithms) for prediction of membrane fouling. The working principles of different AI techniques and their applications for prediction of membrane fouling in different membrane-based processes are discussed in detail. Furthermore, comparisons of the inputs, outputs, and accuracy of different AI approaches for membrane fouling prediction have been conducted based on the literature database. Future research efforts are further highlighted for AI-based techniques aiming for a more accurate prediction of membrane fouling and the optimization of the operation in membrane-based processes." @default.
- W4220896035 created "2022-04-03" @default.
- W4220896035 creator A5010980929 @default.
- W4220896035 creator A5042867946 @default.
- W4220896035 creator A5081938339 @default.
- W4220896035 creator A5082599988 @default.
- W4220896035 date "2022-06-01" @default.
- W4220896035 modified "2023-10-16" @default.
- W4220896035 title "Artificial intelligence-incorporated membrane fouling prediction for membrane-based processes in the past 20 years: A critical review" @default.
- W4220896035 cites W1450985564 @default.
- W4220896035 cites W1566921713 @default.
- W4220896035 cites W1929018038 @default.
- W4220896035 cites W1947992512 @default.
- W4220896035 cites W1963633201 @default.
- W4220896035 cites W1965385409 @default.
- W4220896035 cites W1965766173 @default.
- W4220896035 cites W1968222839 @default.
- W4220896035 cites W1968827550 @default.
- W4220896035 cites W1971347939 @default.
- W4220896035 cites W1972018374 @default.
- W4220896035 cites W1972289122 @default.
- W4220896035 cites W1972315390 @default.
- W4220896035 cites W1983834805 @default.
- W4220896035 cites W1984378576 @default.
- W4220896035 cites W1986260005 @default.
- W4220896035 cites W1990458579 @default.
- W4220896035 cites W1992155388 @default.
- W4220896035 cites W1994442522 @default.
- W4220896035 cites W1994933245 @default.
- W4220896035 cites W2000128001 @default.
- W4220896035 cites W2000475803 @default.
- W4220896035 cites W2001892959 @default.
- W4220896035 cites W2003457339 @default.
- W4220896035 cites W2004011155 @default.
- W4220896035 cites W2004847971 @default.
- W4220896035 cites W2005085549 @default.
- W4220896035 cites W2005704027 @default.
- W4220896035 cites W2006869018 @default.
- W4220896035 cites W2011579218 @default.
- W4220896035 cites W2011855203 @default.
- W4220896035 cites W2012507281 @default.
- W4220896035 cites W2013789039 @default.
- W4220896035 cites W2013888518 @default.
- W4220896035 cites W2014571742 @default.
- W4220896035 cites W2016055197 @default.
- W4220896035 cites W2017272476 @default.
- W4220896035 cites W2017496333 @default.
- W4220896035 cites W2018969032 @default.
- W4220896035 cites W2019202002 @default.
- W4220896035 cites W2019580225 @default.
- W4220896035 cites W2019609756 @default.
- W4220896035 cites W2019940071 @default.
- W4220896035 cites W2022777849 @default.
- W4220896035 cites W2022791667 @default.
- W4220896035 cites W2027843998 @default.
- W4220896035 cites W2029449203 @default.
- W4220896035 cites W2029568689 @default.
- W4220896035 cites W2029771481 @default.
- W4220896035 cites W2030497788 @default.
- W4220896035 cites W2031659467 @default.
- W4220896035 cites W2037487542 @default.
- W4220896035 cites W2038411471 @default.
- W4220896035 cites W2043751926 @default.
- W4220896035 cites W2046253635 @default.
- W4220896035 cites W2048401737 @default.
- W4220896035 cites W2048974574 @default.
- W4220896035 cites W2049125224 @default.
- W4220896035 cites W2049571972 @default.
- W4220896035 cites W2050201152 @default.
- W4220896035 cites W2052301819 @default.
- W4220896035 cites W2056656726 @default.
- W4220896035 cites W2056808208 @default.
- W4220896035 cites W2058599004 @default.
- W4220896035 cites W2058880745 @default.
- W4220896035 cites W2059172262 @default.
- W4220896035 cites W2065398165 @default.
- W4220896035 cites W2066718448 @default.
- W4220896035 cites W2068912744 @default.
- W4220896035 cites W2069134944 @default.
- W4220896035 cites W2071975690 @default.
- W4220896035 cites W2072274571 @default.
- W4220896035 cites W2072880242 @default.
- W4220896035 cites W2073001825 @default.
- W4220896035 cites W2073295808 @default.
- W4220896035 cites W2076063813 @default.
- W4220896035 cites W2076585300 @default.
- W4220896035 cites W2078165907 @default.
- W4220896035 cites W2079521419 @default.
- W4220896035 cites W2081090218 @default.
- W4220896035 cites W2093703685 @default.
- W4220896035 cites W2098569434 @default.
- W4220896035 cites W2105907783 @default.
- W4220896035 cites W2114067114 @default.
- W4220896035 cites W2124701854 @default.
- W4220896035 cites W2131740321 @default.
- W4220896035 cites W2141374763 @default.
- W4220896035 cites W2141787691 @default.
- W4220896035 cites W2150168969 @default.