Comparison of Stochastic Steepest Gradient Descent and Extended Kalman Filter as ARMA-FNN Learning Algorithms for Data-Driven System Identification of Batch Distillation Column

A process that is almost always present in the chemical industry is distillation. The plant used in this study is a batch-type distillation column system located in the ITB Honeywell Control Systems Laboratory, capable of separating binary mixtures of ethanol and water. To apply the control scheme e...

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Vydáno v:	IEEE International Conference on System Engineering and Technology (Online) s. 233 - 238
Hlavní autoři:	Nasution, Muhammad Alifsyah Putra, Mahayana, Dimitri, Rusmin, Pranoto Hidaya, Zidni, Hasan
Médium:	Konferenční příspěvek
Jazyk:	angličtina
Vydáno:	IEEE 02.10.2023
Témata:	Approximation algorithms ARMA-FNN model Data models data-driven system identification distillation column system Distillation equipment EKF algorithm Sensor systems Stochastic processes stochastic SGD algorithm System identification Systems engineering and theory
ISSN:	2470-640X
On-line přístup:	Získat plný text
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