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Pornchai Bumroongsri. Development of neural network architectures for prediction of energy consumption and carbon dioxide emission in natural gas separation process. (). King Mongkut's University of Technology North Bangkok. Central Library. : , 2025.
Development of neural network architectures for prediction of energy consumption and carbon dioxide emission in natural gas separation process
Name: Bhiranat Pongsri
Organization :
Mahidol University. Faculty of Engineering
Name: Pornchai Bumroongsri
Organization :
Mahidol University. Faculty of Engineering
Email :
pornchai.bum@mahidol.ac.th
keyword:
Convolutional neural networks
LCSH:
Energy consumption
-- Mathematical models
LCSH:
Greenhouse gases
LCSH:
Machine learning
LCSH:
Natural gas
-- Separation
Abstract:
Predictive models play an important role in enhancing energy efficiency and reducing greenhouse gas emissions in various industrial processes. This study explores the utilization of network architectures including artificial neural network (ANN), convolutional neural network (CNN), and extreme learning machine (ELM) to predict energy consumption and carbon dioxide emission of natural gas separation process. Three neural network architectures are systematically trained and tested for predictive performance. The findings reveal that CNN gives the best performance for prediction of energy consumption and carbon dioxide emission due to its ability to learn complex data patterns. This study contributes to the ongoing efforts to enhance sustainability and reduce the environmental footprint of industrial operations for a cleaner and greener production
King Mongkut's University of Technology North Bangkok. Central Library
Address:
BANGKOK
Email:
library@kmutnb.ac.th
Created:
2025
Modified:
2025-10-24
Issued:
2025-10-24
บทความ/Article
application/pdf
BibliograpyCitation :
In The Chemical Society of Thailand under the Patronage of Professor Dr. Her Royal Highness Princess Chulabhorn Krom Phra Srisavangavadhana and Suranaree University of Technology. Institute of Science. School of Chemistry. Pure and Applied Chemistry International Conference 2025 (PACCON 2025) (pp.380-383). Bangkok : The Chemical Society of Thailand under the Patronage of Professor Dr. Her Royal Highness Princess Chulabhorn Krom Phra Srisavangavadhana in association with the School of Chemistry, Institute of Science, Suranaree University of Technology, 2025
eng
©copyrights King Mongkut's University of Technology North Bangkok
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ใช้เวลา
0.024477 วินาที
Bhiranat Pongsri
| Title | Contributor | Type |
|---|---|---|
| Development of neural network architectures for prediction of energy consumption and carbon dioxide emission in natural gas separation process
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Bhiranat Pongsri;Pornchai Bumroongsri | บทความ/Article |
Pornchai Bumroongsri
| Title | Contributor | Type |
|---|---|---|
| Hydrodynamic simulations of the photocatalyst suspension in an annulus photoreactor for the photoreduction of CO2
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Thirawit Sornsuchat;Poomiwat Phadungbut;Pornchai Bumroongsri;Prowpatchara Chanthara;Napat Lertthanaphol;Sira Srinives | บทความ/Article | |
| Economic model predictive control with applications to autoclave polymerization reactors
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Trittapon Boonchoosri;Rungroj Yadbantung;Pornchai Bumroongsri | บทความ/Article | |
| Bioethanol production from rice straw using simultaneous saccharification and fermentation process
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Chitsanupong Uengudornbhakdee;Supatcha Suankhem;Pornchai Bumroongsri | บทความ/Article | |
| Development of convolutional neural network for leaked gas detection and classification in chemical processes
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Satrio Yudanto;Poomiwat Phadungbut;Pornchai Bumroongsri | บทความ/Article | |
| Development of composite scaffolds derived from palm kernel shell ash with curcumin encapsulation for tissue engineering applications
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Manutchai Eiamniyom;Pornchai Bumroongsri | บทความ/Article | |
| Development of computational fluid dynamics modeling of packed bed membrane reactor for dimethyl ether production from carbon dioxide
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Kannika Lhongbangplee;Pornchai Bumroongsri | บทความ/Article | |
| Development of neural network architectures for prediction of energy consumption and carbon dioxide emission in natural gas separation process
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Bhiranat Pongsri;Pornchai Bumroongsri | บทความ/Article |