Abstract
With wide acceptance of batch processes for polymer production, this study aims to model the temperature dynamics of a batch polymerization reactor using Hammerstein and neural network approaches. And to design nonlinear PID controllers in combination to the models to control the temperature of exothermic reactions happening inside the reactor. A temperature trajectory is used as reference signal which is designed based on reactor safety constraints for the reaction of choice Acrylamide Polymerization. The Hammerstein Model based nonlinear PID (HNPID) makes use of polynomial structures to approximated the inverse of the model, so that a higher order model can be used that provides better accuracy. On the other hand, the neural network based PID (NNPID) uses an optimization approach to tune the PID gains. With Batch Reactor as system of interest, both the controllers are validated in simulation to account for energy consumption by each of them. It is noted HNPID consumes less power than NNPID with better tracking hence a perfect candidate for polymer production in realtime.
| Original language | English |
|---|---|
| Title of host publication | Advanced Network Technologies and Intelligent Computing - 2nd International Conference, ANTIC 2022, Proceedings |
| Editors | Isaac Woungang, Sanjay Kumar Dhurandher, Kiran Kumar Pattanaik, Anshul Verma, Pradeepika Verma |
| Publisher | Springer Science and Business Media Deutschland GmbH |
| Pages | 47-59 |
| Number of pages | 13 |
| ISBN (Print) | 9783031281792 |
| DOIs | |
| Publication status | Published - 2023 |
| Event | 2nd International Conference on Advanced Network Technologies and Intelligent Computing, ANTIC 2022 - Varanasi, India Duration: 22-12-2022 → 24-12-2022 |
Publication series
| Name | Communications in Computer and Information Science |
|---|---|
| Volume | 1797 CCIS |
| ISSN (Print) | 1865-0929 |
| ISSN (Electronic) | 1865-0937 |
Conference
| Conference | 2nd International Conference on Advanced Network Technologies and Intelligent Computing, ANTIC 2022 |
|---|---|
| Country/Territory | India |
| City | Varanasi |
| Period | 22-12-22 → 24-12-22 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 7 Affordable and Clean Energy
All Science Journal Classification (ASJC) codes
- General Computer Science
- General Mathematics
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