Nonlinear Control of Fouling in Polyethylene Reactors.


Journal

ACS omega
ISSN: 2470-1343
Titre abrégé: ACS Omega
Pays: United States
ID NLM: 101691658

Informations de publication

Date de publication:
08 Nov 2022
Historique:
received: 17 05 2022
accepted: 13 09 2022
entrez: 17 11 2022
pubmed: 18 11 2022
medline: 18 11 2022
Statut: epublish

Résumé

Fouling formation in reactor vessels poses a serious threat to the safe operation of the industrial low-density polyethylene (LDPE) polymerization. Fouling also degrades the polymer quality and causes productivity loss to some extent. In this work, neural Wiener model predictive control (NWMPC) is introduced to address the fouling concern. In addition, a soft sensor model is used to activate the fouling-defouling (F-D) mechanism when the fouling surpasses the thickness limit to prevent vessel overheating. NWMPC is proven to be fast, stable, and robust under various control scenarios. The use of a soft sensor model in conjunction with NWMPC enables the online monitoring and controlling of the F-D processes. When comparison is made with a state space (SSMPC) utilizing only the linear block, NWMPC is found to be able to control the LDPE grade with quicker grade transition and lower resource consumption.

Identifiants

pubmed: 36385840
doi: 10.1021/acsomega.2c03078
pmc: PMC9648127
doi:

Types de publication

Journal Article

Langues

eng

Pagination

39648-39661

Informations de copyright

© 2022 The Authors. Published by American Chemical Society.

Déclaration de conflit d'intérêts

The authors declare no competing financial interest.

Auteurs

Fakhrony Sholahudin Rohman (FS)

School of Chemical Engineering, Engineering Campus, Universiti Sains Malaysia, Nibong Tebal, 14700Penang, Malaysia.

Mohd Roslee Othman (MR)

School of Chemical Engineering, Engineering Campus, Universiti Sains Malaysia, Nibong Tebal, 14700Penang, Malaysia.

Dinie Muhammad (D)

School of Chemical Engineering, Engineering Campus, Universiti Sains Malaysia, Nibong Tebal, 14700Penang, Malaysia.

Ashraf Azmi (A)

School of Chemical Engineering, College of Engineering, Universiti Teknologi MARA, Shah Alam, 40450Selangor, Malaysia.

Iylia Idris (I)

School of Chemical Engineering, College of Engineering, Universiti Teknologi MARA, Shah Alam, 40450Selangor, Malaysia.

Rushdan Ahmad Ilyas (RA)

School of Chemical and Energy Engineering, Faculty of Engineering, Universiti Teknologi Malaysia (UTM), Johor Bahru, 81310Johor, Malaysia.
Centre for Advanced Composite Materials (CACM), Universiti Teknologi Malaysia (UTM), Johor Bahru, 81310Johor, Malaysia.
Institute of Tropical Forestry and Forest Products, Universiti Putra Malaysia (UPM), Serdang, 43400Selangor, Malaysia.

Samah Elsayed Elkhatif (SE)

Mechanical Engineering, Faculty of Engineering and Technology, Future University in Egypt, New Cairo11845, Egypt.

Muhammad Nazri Murat (MN)

School of Chemical Engineering, Engineering Campus, Universiti Sains Malaysia, Nibong Tebal, 14700Penang, Malaysia.

Classifications MeSH