1. 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): doi: /
Figure Legend:
Structural design of three layer feed-forward ANNs

2. 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): doi: /
Figure Legend:
ANN inputs for prediction of asphaltene precipitation

3. 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): doi: /
Figure Legend:
Flow chart for ANN-PSO

4. 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): doi: /
Figure Legend:
Network performance in data training

5. 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): doi: /
Figure Legend:
Network performance in data validating

6. 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): doi: /
Figure Legend:
Network performance in data testing

7. 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): doi: /
Figure Legend:
Scatter plot of model prediction values versus measured value

8. 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): doi: /
Figure Legend:
Comparison of model prediction values with measured value

9. 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): doi: /
Figure Legend:
Impact of input variables on asphaltene precipitation amount