Empirical Model Estimation and Model Comparison on a Temperature Pilot Plant

Ratan Shenoy, S. Meenatchisundaram

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Model of a plant is used to get an insight of the physical system behavior and there always a scope exists to improve the model parameters by using proper estimation techniques. First principle model is more accurate if the physics of the plant is well known and less complex whereas empirical model estimation is used to estimate the model if the plant is complex and will give an accurate result over the operating region of estimation. In this work, first principle method is used to find the model of a temperature plant and a user interface is developed to provide flexibility to estimate the model for a range of physical parameter. The user interface provides an online view of the model and its response along with a future to simulate the model behavior. In the second half of the work, an empirical model is estimated using open loop experiment data. The models are compared and found to be closed matching. This work provides a simple user interface to estimate the model and to understand the model response with a wide variety of features like data storage, trend plot and with open loop and closed loop response analysis.

Original languageEnglish
Title of host publication2019 International Conference on Automation, Computational and Technology Management, ICACTM 2019
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages479-483
Number of pages5
ISBN (Electronic)9781538680100
DOIs
Publication statusPublished - 01-04-2019
Event2019 International Conference on Automation, Computational and Technology Management, ICACTM 2019 - London, United Kingdom
Duration: 24-04-201926-04-2019

Publication series

Name2019 International Conference on Automation, Computational and Technology Management, ICACTM 2019

Conference

Conference2019 International Conference on Automation, Computational and Technology Management, ICACTM 2019
CountryUnited Kingdom
CityLondon
Period24-04-1926-04-19

Fingerprint

pilot plants
Model Comparison
Empirical Model
Pilot plants
Temperature
temperature
User Interface
Model
User interfaces
First-principles
Empirical model
Model comparison
Estimate
estimates
Data Storage
Closed-loop
data storage
Flexibility
Physics

All Science Journal Classification (ASJC) codes

  • Strategy and Management
  • Artificial Intelligence
  • Management of Technology and Innovation
  • Computer Science Applications
  • Information Systems and Management
  • Control and Optimization
  • Instrumentation

Cite this

Shenoy, R., & Meenatchisundaram, S. (2019). Empirical Model Estimation and Model Comparison on a Temperature Pilot Plant. In 2019 International Conference on Automation, Computational and Technology Management, ICACTM 2019 (pp. 479-483). [8776725] (2019 International Conference on Automation, Computational and Technology Management, ICACTM 2019). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICACTM.2019.8776725
Shenoy, Ratan ; Meenatchisundaram, S. / Empirical Model Estimation and Model Comparison on a Temperature Pilot Plant. 2019 International Conference on Automation, Computational and Technology Management, ICACTM 2019. Institute of Electrical and Electronics Engineers Inc., 2019. pp. 479-483 (2019 International Conference on Automation, Computational and Technology Management, ICACTM 2019).
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Shenoy, R & Meenatchisundaram, S 2019, Empirical Model Estimation and Model Comparison on a Temperature Pilot Plant. in 2019 International Conference on Automation, Computational and Technology Management, ICACTM 2019., 8776725, 2019 International Conference on Automation, Computational and Technology Management, ICACTM 2019, Institute of Electrical and Electronics Engineers Inc., pp. 479-483, 2019 International Conference on Automation, Computational and Technology Management, ICACTM 2019, London, United Kingdom, 24-04-19. https://doi.org/10.1109/ICACTM.2019.8776725

Empirical Model Estimation and Model Comparison on a Temperature Pilot Plant. / Shenoy, Ratan; Meenatchisundaram, S.

2019 International Conference on Automation, Computational and Technology Management, ICACTM 2019. Institute of Electrical and Electronics Engineers Inc., 2019. p. 479-483 8776725 (2019 International Conference on Automation, Computational and Technology Management, ICACTM 2019).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

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Shenoy R, Meenatchisundaram S. Empirical Model Estimation and Model Comparison on a Temperature Pilot Plant. In 2019 International Conference on Automation, Computational and Technology Management, ICACTM 2019. Institute of Electrical and Electronics Engineers Inc. 2019. p. 479-483. 8776725. (2019 International Conference on Automation, Computational and Technology Management, ICACTM 2019). https://doi.org/10.1109/ICACTM.2019.8776725