Date of download: 12/22/2017 Copyright © ASME. All rights reserved. From: Application of Artificial Neural Network-Particle Swarm Optimization Algorithm for Prediction of Asphaltene Precipitation During Gas Injection Process and Comparison With Gaussian Process Algorithm J. Energy Resour. Technol. 2015;137(6):062904-062904-5. doi:10.1115/1.4031042 Figure Legend: Structural design of three layer feed-forward ANNs
Date of download: 12/22/2017 Copyright © ASME. All rights reserved. From: Application of Artificial Neural Network-Particle Swarm Optimization Algorithm for Prediction of Asphaltene Precipitation During Gas Injection Process and Comparison With Gaussian Process Algorithm J. Energy Resour. Technol. 2015;137(6):062904-062904-5. doi:10.1115/1.4031042 Figure Legend: ANN inputs for prediction of asphaltene precipitation
Date of download: 12/22/2017 Copyright © ASME. All rights reserved. From: Application of Artificial Neural Network-Particle Swarm Optimization Algorithm for Prediction of Asphaltene Precipitation During Gas Injection Process and Comparison With Gaussian Process Algorithm J. Energy Resour. Technol. 2015;137(6):062904-062904-5. doi:10.1115/1.4031042 Figure Legend: Flow chart for ANN-PSO
Date of download: 12/22/2017 Copyright © ASME. All rights reserved. From: Application of Artificial Neural Network-Particle Swarm Optimization Algorithm for Prediction of Asphaltene Precipitation During Gas Injection Process and Comparison With Gaussian Process Algorithm J. Energy Resour. Technol. 2015;137(6):062904-062904-5. doi:10.1115/1.4031042 Figure Legend: Network performance in data training
Date of download: 12/22/2017 Copyright © ASME. All rights reserved. From: Application of Artificial Neural Network-Particle Swarm Optimization Algorithm for Prediction of Asphaltene Precipitation During Gas Injection Process and Comparison With Gaussian Process Algorithm J. Energy Resour. Technol. 2015;137(6):062904-062904-5. doi:10.1115/1.4031042 Figure Legend: Network performance in data validating
Date of download: 12/22/2017 Copyright © ASME. All rights reserved. From: Application of Artificial Neural Network-Particle Swarm Optimization Algorithm for Prediction of Asphaltene Precipitation During Gas Injection Process and Comparison With Gaussian Process Algorithm J. Energy Resour. Technol. 2015;137(6):062904-062904-5. doi:10.1115/1.4031042 Figure Legend: Network performance in data testing
Date of download: 12/22/2017 Copyright © ASME. All rights reserved. From: Application of Artificial Neural Network-Particle Swarm Optimization Algorithm for Prediction of Asphaltene Precipitation During Gas Injection Process and Comparison With Gaussian Process Algorithm J. Energy Resour. Technol. 2015;137(6):062904-062904-5. doi:10.1115/1.4031042 Figure Legend: Scatter plot of model prediction values versus measured value
Date of download: 12/22/2017 Copyright © ASME. All rights reserved. From: Application of Artificial Neural Network-Particle Swarm Optimization Algorithm for Prediction of Asphaltene Precipitation During Gas Injection Process and Comparison With Gaussian Process Algorithm J. Energy Resour. Technol. 2015;137(6):062904-062904-5. doi:10.1115/1.4031042 Figure Legend: Comparison of model prediction values with measured value
Date of download: 12/22/2017 Copyright © ASME. All rights reserved. From: Application of Artificial Neural Network-Particle Swarm Optimization Algorithm for Prediction of Asphaltene Precipitation During Gas Injection Process and Comparison With Gaussian Process Algorithm J. Energy Resour. Technol. 2015;137(6):062904-062904-5. doi:10.1115/1.4031042 Figure Legend: Impact of input variables on asphaltene precipitation amount