ArticleACS omega2020
Changes in the Number of Membership Functions for Predicting the Gas Volume Fraction in Two-Phase Flow Using Grid Partition Clustering of the ANFIS Method.
Article in ACS omega, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers.
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Who cites it
19 citing papers in PubMed.
- Performance Evaluation of Benzyl Alcohol Oxidation withACS omega · 2024Article
- Predicting infarction growth rate II using ANFIS-based binary particle swarm optimization technique in ischemic stroke.MethodsX · 2023Article
- Neural-based modeling adsorption capacity of metal organic framework materials with application in wastewater treatment.Scientific reports · 2022Article
- Fuzzy Logic, Artificial Neural Network, and Adaptive Neuro-Fuzzy Inference Methodology for Soft Computation and Modeling of Ion Sensing Data of a Terpyridyl-Imidazole Based Bifunctional Receptor.Frontiers in chemistry · 2022Article
- Prediction of gas velocity in two-phase flow using developed fuzzy logic system with differential evolution algorithm.Scientific reports · 2021Article
- Influence of machine learning membership functions and degree of membership function on each input parameter for simulation of reactors.Scientific reports · 2021Article
- Investigation on performance of particle swarm optimization (PSO) algorithm based fuzzy inference system (PSOFIS) in a combination of CFD modeling for prediction of fluid flow.Scientific reports · 2021Article
- Performance and application analysis of ANFIS artificial intelligence for pressure prediction of nanofluid convective flow in a heated pipe.Scientific reports · 2021Article
- Velocity prediction of nanofluid in a heated porous pipe: DEFIS learning of CFD results.Scientific reports · 2021Article
- Pressure and temperature predictions of AlScientific reports · 2021Article
- Evaluation of product of two sigmoidal membership functions (psigmf) as an ANFIS membership function for prediction of nanofluid temperature.Scientific reports · 2020Article
- Liquid temperature prediction in bubbly flow using ant colony optimization algorithm in the fuzzy inference system as a trainer.Scientific reports · 2020Article
- Multidimensional machine learning algorithms to learn liquid velocity inside a cylindrical bubble column reactor.Scientific reports · 2020Article
- Computational Modeling of Transport in Porous Media Using an Adaptive Network-Based Fuzzy Inference System.ACS omega · 2020Article
- High-performance hybrid modeling chemical reactors using differential evolution based fuzzy inference system.Scientific reports · 2020Article
- Prediction of turbulence eddy dissipation of water flow in a heated metal foam tube.Scientific reports · 2020Article
- Article
- Pattern recognition of the fluid flow in a 3D domain by combination of Lattice Boltzmann and ANFIS methods.Scientific reports · 2020Article
- ANFIS grid partition framework with difference between two sigmoidal membership functions structure for validation of nanofluid flow.Scientific reports · 2020Article
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Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
A 2D-bubble column reactor (BCR) including gas and liquid phases is simulated, and fluid characteristics such as gas-phase volume fraction and gas-phase turbulence are extracted from the CFD simulations. A type of heuristic algorithm called adaptive network-based fuzzy inference system (ANFIS) is applied here to simulate the gas-phase volume fraction in a physical system. Indeed, the
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