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RESEARCH PAPER · Engineering Applications of Artificial Intelligence · 2022

Application of GA-BPNN on estimating the flow rate of a centrifugal pump

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Application of GA-BPNN on estimating the flow rate of a centrifugal pumpOriginalStructural optimization of multistage centrifugal pump via computational fluid dynamics and machine learning method29Monitoring Pumping Units by Convolutional Neural Networks for Operating Point Estimations7Optimization of adsorption performance of cerium-loaded intercalated bentonite by CCD-RSM and GA-BPNN and its application in simultaneous removal of phosphorus and ammonia nitrogen28Deep time–frequency learning for interpretable weak signal enhancement of rotating machineries23Assessing project portfolio risk via an enhanced GA-BPNN combined with PCA58A novel interval decomposition correlation particle swarm optimization-extreme learning machine model for short-term and long-term water quality prediction56Deep learning-powered vessel traffic flow prediction with spatial-temporal attributes and similarity grouping47Temperature control characteristics of intelligent cooling system for high-speed marine diesel engine0Systematic investigation of centrifugal slurry pump under different operating condition by DDPM method30Ecological environment value assessment and ecological civilization in the Changjiang River basin2Early Warning of Red Tide of Phaeocystis globosa Based on Phycocyanin Concentration Retrieval in Qinzhou Bay, China2A data-driven model to determine the infiltration characteristics of air curtains at building entrances10A Wide Range Measurement of Methane Using Single Saturated Absorption Spectral Line Concentration Measurement Method2Research on the Measurement of Safety-Civilization Cost Rate Standard of Subway Projects Based on Genetic Algorithm and Back Propagation Neural Network (GA-BPNN)0Optimization Frame Body Durability Testing with Backpropagation Neural Network and Genetic Algorithm0A Modular Soft Sensor for Centrifugal Pumps1Power Generation Efficiency and Resources Saving of the Hydropower Industry Using the Extended Data Based Convolutional Neural Network0A Soft Sensor Model for Predicting the Flow of a Hydraulic Pump Based on Graph Convolutional Network–Long Short-Term Memory9Improving the hydraulic performance of a high-speed submersible axial flow pump based on CFD technology41A two-step data-driven method for predicting the wear of train wheel treads using GA-BPNN and LSTM algorithms17A Novel Hybrid Model Combining BPNN Neural Network and Ensemble Empirical Mode Decomposition11BPNN‐based flow classification and admission control for software defined IIoT0A sensorless centrifugal pump operation states estimation method based on HSSA-BPNN6Flow prediction of irrigation well pump based on experimental and big data analytics1Energy consumption prediction of cement calcination process based on dual-channel temporal convolution neural1CFD-DEM investigation of centrifugal slurry pump with polydisperse particle feeds54Blade redesign based on inverse design method for energy performance improvement and hydro-induced vibration suppression of a multi-stage centrifugal pump31A flow rate estimation method for gas–liquid two-phase flow based on filter-enhanced convolutional neural network15Optimization of model parameters and hyperparameters in deep learning models for spatial interaction prediction9Research and development project portfolio benefit prediction: an improved backpropagation neural network-based approach0A flow rate soft sensor for pumps with complex characteristics0A Multiscale Causal–Neural Framework for Robust Correction of Raman Signals in Confined Gas Detection0A Wide-Range PDH Frequency-Locking Method for Cavity-Enhanced Raman Detection Based on Fitting Error Signal1Machine-learning prediction of DCAA and TCAA concentrations in drinking water0Inversion of Water Quality Parameters from UAV Hyperspectral Data Based on Intelligent Algorithm Optimized Backpropagation Neural Networks of a Small Rural River22An efficient BPNN-NSGA-II-based calibration framework for finite-discrete element method in rock modeling10Multi-dimensional failure risk load prediction of electric motor based on physical model and data-driven approach2Energy management strategy for electrically-powered hydraulic vehicle based on driving mode recognition12Technological progress accelerates CO2 emissions peaking in a megacity: Evidence from Shanghai, China13Power generation efficiency and resources saving of the hydropower industry using the extended data based convolutional neural network11Energy performance prediction of centrifugal pumps based on adaptive support vector regression32A probabilistic gap based condition prediction approach for desulfurization slurry circulating pump0Multi-objective optimization of centrifugal pumps based on extreme learning machine with Adaptive Non-dominated Sorting Genetic Algorithms III9Applications of artificial intelligence and computational intelligence in hydraulic optimization of centrifugal pumps: a comprehensive review19Safety-aware isoline tracking control for unmanned surface vehicle4Forecasting financial time series using a hybrid model with ICEEMDAN and multidimensional KNN-BP2A mechanism-embedded neural network model for predicting performance parameters of centrifugal pump8A novel XRF and machine learning-based method for predicting weathered rock strength8A Systematic Review on Intelligent Prediction of Inorganic Building Materials Performance3Dynamic Regulation of High-Temperature Austenite Grain Growth in AerMet100 Ultra-High-Strength Steel based on Multiple Models0Development of a Pump Characteristic Curve Prediction Model Using Transfer Learning4Energy efficiency optimization analysis and experimental validation of parallel pumping system based on gravitational search algorithm3Research on the H point-anchorage angle of high-angle seat based on BPNN-GA0Prediction of the NOx emissions from experimental heavy-duty engine using optimized Sparrow search algorithm combined with back propagation neural network7Neural architecture search-based BP neural network for underwater glider motion parameter generation3The bending vibration characteristics of the hull grillage structure based on back propagation neural network2Bootstrap-integrated machine learning techniques for the calibration of near-infrared (NIR) spectra3Intelligent reverse analysis method for elastic-plastic properties of CuPb22Sn2 bearing shell coating via indentation experiment0Machine learning-FDEM-driven rapid identification and modeling of tunnel surrounding rock strength6Mohr-Coulomb strength and FDEM parameter determination of weathered granite via optimized neural network and deep learning8Additive manufacturing method of lattice structure based on material manufacturing performance driven: Using machine learning to optimize manufacturing process2Stability and numerical solutions of higher-order nonlinear time-dependent delay differential equations using Haar wavelet collocation method1Aerodynamic characteristic analysis and prediction for projectiles using particle swarm optimization—back propagation neural network2Application of adaptive GA-BPNN based on weibull distribution for autonomous greenhouse ventilation1A Hybrid Diagnosis Model With Experimental Verification for Composite Faults in Deep-Sea Mud Lifting Pumps0Fusing Driving Behavior Features for Detecting Early Voltage Consistency Anomaly of Battery Pack in Electric Vehicles0Prediction Method of Tunnel-Blasting Ground Vibration in Sand–Mudstone Interbedded Area Using IPSO-BPNN Algorithm1A Filter Method for Vehicle-Based Moving LiDAR Point Cloud Data for Removing IRI-Insensitive Components of Longitudinal Profile2Surging early warning in gas-liquid two-phase centrifugal pump based on autoencoder with contrastive learning2A novel multi-stage joint inversion approach for mechanical parameter determination of complex load-bearing structures0Fractional-order derivative coupled machine learning models for quantitative prediction of soil Ni content0Study on a soft-sensor-based control method for centrifugal pumps0Enhancement of convective heat transfer in Taylor-Couette flow with elliptical slits using machine learning and particle swarm optimization5A diagnostic method for incipient cavitation based on CEEMD and optimized BPNN2Multi-dimensional coupling framework for soil salinity assessment: Revealing spatiotemporal interactions among soil, environment, and cotton growth1Physics-guided joint flow–head identification of centrifugal pumps using stator current signals0Cascaded spectral denoising and concentration inversion method with back propagation neural network for high-accuracy QEPAS CH4 measurement0Three-dimensional pore structure reconstruction and permeability prediction of medical dialysis paper based on GA-BPNN and simulated annealing algorithm0

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  2. Monitoring Pumping Units by Convolutional Neural Networks for Operating Point Estimations

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  3. Optimization of adsorption performance of cerium-loaded intercalated bentonite by CCD-RSM and GA-BPNN and its application in simultaneous removal of phosphorus and ammonia nitrogen

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  6. A novel interval decomposition correlation particle swarm optimization-extreme learning machine model for short-term and long-term water quality prediction

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  7. Deep learning-powered vessel traffic flow prediction with spatial-temporal attributes and similarity grouping

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  9. Systematic investigation of centrifugal slurry pump under different operating condition by DDPM method

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  10. Ecological environment value assessment and ecological civilization in the Changjiang River basin

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  11. Early Warning of Red Tide of Phaeocystis globosa Based on Phycocyanin Concentration Retrieval in Qinzhou Bay, China

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  12. A data-driven model to determine the infiltration characteristics of air curtains at building entrances

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  13. A Wide Range Measurement of Methane Using Single Saturated Absorption Spectral Line Concentration Measurement Method

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  14. Research on the Measurement of Safety-Civilization Cost Rate Standard of Subway Projects Based on Genetic Algorithm and Back Propagation Neural Network (GA-BPNN)

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  15. Optimization Frame Body Durability Testing with Backpropagation Neural Network and Genetic Algorithm

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  16. A Modular Soft Sensor for Centrifugal Pumps

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  17. Power Generation Efficiency and Resources Saving of the Hydropower Industry Using the Extended Data Based Convolutional Neural Network

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  18. A Soft Sensor Model for Predicting the Flow of a Hydraulic Pump Based on Graph Convolutional Network–Long Short-Term Memory

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  19. Improving the hydraulic performance of a high-speed submersible axial flow pump based on CFD technology

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    International Journal of Rail Transportation · 2024-03-02

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  21. A Novel Hybrid Model Combining BPNN Neural Network and Ensemble Empirical Mode Decomposition

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  22. BPNN‐based flow classification and admission control for software defined IIoT

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  23. A sensorless centrifugal pump operation states estimation method based on HSSA-BPNN

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  25. Energy consumption prediction of cement calcination process based on dual-channel temporal convolution neural

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  26. CFD-DEM investigation of centrifugal slurry pump with polydisperse particle feeds

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