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RESEARCH PAPER · Chemical Engineering Journal · 2020

Prediction of polycarbonate degradation in natural atmospheric environment of China based on BP-ANN model with screened environmental factors

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Prediction of polycarbonate degradation in natural atmospheric environment of China based on BP-ANN model with screened environmental factorsOriginalImproved durability of Bisphenol A polycarbonate by bilayer ceramic nano-coatings alumina-zinc oxide3Performance prediction and optimization of an organic Rankine cycle (ORC) for waste heat recovery using back propagation neural network77New methods based on back propagation (BP) and radial basis function (RBF) artificial neural networks (ANNs) for predicting the occurrence of haloketones in tap water302A computational workflow to study particle transport and filtration in porous media: Coupling CFD and deep learning92Mechanisms of shale water wettability alteration with chemical groups after CO2 injection: Implication for shale gas recovery and CO2 geo-storage62Sono-modified halloysite nanotube with NaAlO2 as novel heterogeneous catalyst for biodiesel production: Optimization via GA_BP neural network46Artificial intelligence modeling to predict transmembrane pressure in anaerobic membrane bioreactor-sequencing batch reactor during biohydrogen production58Civil Aircraft Spare Parts Prediction and Configuration Management Techniques: Review and Prospect14A new prediction model of CO2 diffusion coefficient in crude oil under reservoir conditions based on BP neural network65Strategic valorization of bio-oil distillation sludge via gasification: A comparative study for reactivities, kinetics, prediction and ash deposition26Coupling Relationship between Lithofacies and Brittleness of the Shale Oil Reservoir: A Case Study of the Shahejie Formation in the Raoyang Sag10Prediction of heavy metals in airborne fine particulate matter using magnetic parameters by machine learning from a metropolitan city in China22Recycling Waste Polycarbonate to Bisphenol A-Based Oligoesters as Epoxy-Curing Agents, and Degrading Epoxy Thermosets and Carbon Fiber Composites into Useful Chemicals54Biodegradable plastics in aquatic ecosystems: latest findings, research gaps, and recommendations92A novel study on activated carbon production based on artificial neural network model: An experimental and artificial intelligence method approach13Comparison of EEMD-ARIMA, EEMD-BP and EEMD-SVM algorithms for predicting the hourly urban water consumption39Prediction on microwave-assisted elimination of biomass tar using back propagation neural network3The organic chemistry behind the recycling of poly(bisphenol‐A carbonate) for the preparation of chemical precursors: A review31Research on the Prediction Model of the Used Car Price in View of the PSO-GRA-BP Neural Network50Using Genetic Algorithm and Particle Swarm Optimization BP Neural Network Algorithm to Improve Marine Oil Spill Prediction19Deep learning-based prediction of coronary artery stenosis resistance21Development of machine learning based droplet diameter prediction model for electrohydrodynamic atomization systems30Improved Machine Learning Models by Data Processing for Predicting Life-Cycle Environmental Impacts of Chemicals73ANN/GA-ANN modeling study on operating parameter prediction for waste-to-energy plant5Classification and spatial mapping of atmospheric corrosion of China18Intelligent Prediction Model and Application of Polymer Fracture Grouting Effect Based on Genetic Algorithm-Optimized Back Propagation Neural Network0Investigation of natural weathering of medium and high molecular weight polycarbonate at continental and marine location for period of 96 months0High-frequency forecasting of the crude oil futures price with multiple timeframe predictions fusion24The Research on Complex Lithology Identification Based on Well Logs: A Case Study of Lower 1st Member of the Shahejie Formation in Raoyang Sag10Metal–Organic Frameworks as Sensors for Human Amyloid Diseases57Improved LSTM-based deep learning model for COVID-19 prediction using optimized approach82Using machine learning method to predict food waste in catering industry under high resolution: a case in Dongguan11A new tool to predict the advanced oxidation process efficiency: Using machine learning methods to predict the degradation of organic pollutants with Fe-carbon catalyst as a sample32Extraction of Key Environmental Factors and Construction of the Data-Driven Model for Atmospheric Aging of Polyurethane Coatings0Novel epoxy-based biocidal composite material filled with polylactide-capsulated copper (I) oxide particles6Prediction of multilayer Cr/GLC coatings degradation in deep-sea environments based on integrated mechanistic and machine learning models28Identification and verification of PCDD/Fs indicators from four typical large-scale municipal solid waste incinerations with large sample size in China9Direct transformation of polycarbonate to highly conductive and superhydrophobic graphene/graphitic composite by laser writing and its applications22A machine learning-based strategy for predicting the mechanical strength of coral reef limestone using X-ray computed tomography39Concentrated Sulfuric Acid as a Catalyst for Chemical Recycling of Polycarbonate in Water11Towards estimating the thermal properties of carbon allotropes and their derivatives: Hybridization between the artificial neural network method and the experimental design approach2Analyzing the outdoor degradation behavior of organic solar modules in North China10Process Integration of Hydrogen Production Using Steam Gasification and Water‐Gas Shift Reactions: A Case of Response Surface Method and Machine Learning Techniques6Deciphering Soil Fertility of Tobacco Planting Fields with Back Propagation Artificial Neural Networks in Southwest China2A novel method for predicting shallow hydrocarbon accumulation based on source-fault-sand (S-F-Sd) evaluation and ensemble neural network (ENN)7Green credit policy and ESG performance for promoting sustainable economic system5Synthesis of HNTs-Ca/Zn catalyst for biodiesel production from acidulated palm oil: Optimized by GA-BP13Role of Copper Ions in Resistance of Modern Polymer Composite Materials to Fungal Damage0Intelligent prediction model of a polymer fracture grouting effect based on a genetic algorithm-optimized back propagation neural network35Developing an atmospheric aging evaluation model of acrylic coatings: A semi-supervised machine learning algorithm10Corrosion Behavior and Corrosion Prediction of Carbon Steel under Dynamic Atmospheric Corrosion Environment in Harbin5Characterization of Polymer Aging: A Review28Role of Copper Ions in Resistance of Modern Polymer Composite Materials to Fungal Damage0Machine learning assisted mechanism modeling for gas phase electrohydrodynamic system2Mechanical Properties of a Composition Based on Polyester Resin with Copper(I) Oxide Particles0Optimization of phenyllactic acid biosynthesis and separation by machine learning with neural network and overlay sampling uniform design1Data-driven prediction of flow fields in a needle-ring-net electrohydrodynamic pump system2Machine Learning Approach for the Prediction of Biomass Waste Pyrolysis Kinetics from Preliminary Analysis28Prediction of the thermal degradation–induced colour change of acrylonitrile butadiene styrene products as a function of temperature and titanium dioxide content2The presence of microplastics in Surabaya coastal area and its correlation with conventional water quality parameters2Prediction of heavy metal and PM2.5 concentrations in atmospheric particulate matter using key magnetic parameters2Lifetime Assessment of Polymethyl Methacrylate (PMMA) Plastic Lens, Used in LED-Based Products2Porous Materials for Early Diagnosis of Neurodegenerative Diseases18Machine Learning Approaches in Polymer Science: Progress and Fundamental for a New Paradigm86Back Propagation Artificial Neural Network Enhanced Accuracy of Multi-Mode Sensors3Efficient and precise outdoor lifetime prediction method for biodegradable poly (butylene adipate/ terephthalate) under various climate conditions9Rapid determination of total colony counts and prediction of shelf life of dried tofu using LF-NMR2Study on enzymatic degradation behavior and mechanisms in CO2-based polycarbonates with different structures4Prediction of abrasion resistance characteristics of sintered aggregates from coal gangue and feldspar powder based on optimized BP-ANN neural network4Machine Learning Approach to Predict Corrosion Inhibition Performance of Amino Acid-Derivate Corrosion Inhibitor for Carbon Steel in Neutral Medium5159Chapter 7 Predicting polymer properties: machine learning insights from Polymer GenomePolymer Genome0Predictive Analysis of the Mechanical Properties of Biopolymer–Fiber-Reinforced Composite-Stabilized Soil Based on Genetic Algorithm-Optimized Back Propagation Neural Networks5Air transportation carbon dioxide emission forecasting: An improved back propagation neural network6Interpretable neural networks for predicting algal blooms in turbid nearshore waters: A case study of Macao's Chl-a dynamics1Bioplastics and the environment: Solution or Green Illusion?1Texture-based image analysis and explainable machine learning for polished asphalt identification in pavement condition monitoring5Fluoropolymer Coatings with Inhibitor-Laden Zinc Oxide Nanoparticles: Electrochemical Characterization and Monte Carlo Simulation4Microplastic-regulated MOFs-derived Co/C nanocomposites for enhanced peroxymonosulfate activation in tetracycline degradation: catalytic performance, machine learning prediction, and mechanistic insights4A physics-informed statistical framework for predicting polymer degradation trajectories under sparse data condition1Prediction of Tensile Property of Polycarbonate/Acrylonitrile‐Butadiene‐Styrene ( PC / ABS ) Blend Under UV ‐Accelerated Aging Based on Hybrid DT ‐ MLP Model0

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