Control-oriented greybox noise structure of multi-stage spray dryers for data-driven tuning of kalman filter

Robert Miklos; Lars Norbert Petersen; Niels Kjølstad Poulsen; Christer Utzen; John Bagterp Jørgensen; Hans Henrik Niemann

doi:10.1109/ccta.2019.8920460

Control-oriented greybox noise structure of multi-stage spray dryers for data-driven tuning of kalman filter

Robert Miklos
, Lars Norbert Petersen
, Niels Kjølstad Poulsen
, Christer Utzen
, John Bagterp Jørgensen
, Hans Henrik Niemann

GEA Process Engineering A/S

Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review

Abstract

To facilitate data-driven tuning of kalman filter, we propose a control-oriented greybox noise structure of multi-stage spray dryers. In the first step, we derive the noise structure by a combination of physical arguments, experimental data and control-oriented considerations. In the second step, we evaluate the proposed noise structure by comparison to a benchmark noise structure used in the industry. The comparison is based on experimental data from a pilot plant. The evaluations show that the proposed noise structure gives a difference only in noise-performance trade-offs. Hence the proposed noise structure is suitable to be used in closed loop control of multi-stage spray dryers.

Original language	English
Title of host publication	Proceedings of 2019 Ieee Conference on Control Technology and Applications
Number of pages	7
Publisher	IEEE
Publication date	2019
Pages	1036-1042
DOIs	https://doi.org/10.1109/ccta.2019.8920460
Publication status	Published - 2019
Event	2019 IEEE Conference on Control Technology and Applications - City University of Hong Kong, Hong Kong, China Duration: 19 Aug 2019 → 21 Aug 2019 Conference number: 3 https://ccta2019.ieeecss.org/

Conference

Conference	2019 IEEE Conference on Control Technology and Applications
Number	3
Location	City University of Hong Kong
Country/Territory	China
City	Hong Kong
Period	19/08/2019 → 21/08/2019
Sponsor	City University of Hong Kong, Hong Kong Automatic Control Association, IEEE
Internet address	https://ccta2019.ieeecss.org/

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10.1109/ccta.2019.8920460

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@inproceedings{1aa6eca514a14729b123fe717cb56c44,

title = "Control-oriented greybox noise structure of multi-stage spray dryers for data-driven tuning of kalman filter",

abstract = "To facilitate data-driven tuning of kalman filter, we propose a control-oriented greybox noise structure of multi-stage spray dryers. In the first step, we derive the noise structure by a combination of physical arguments, experimental data and control-oriented considerations. In the second step, we evaluate the proposed noise structure by comparison to a benchmark noise structure used in the industry. The comparison is based on experimental data from a pilot plant. The evaluations show that the proposed noise structure gives a difference only in noise-performance trade-offs. Hence the proposed noise structure is suitable to be used in closed loop control of multi-stage spray dryers.",

author = "Robert Miklos and Petersen, \{Lars Norbert\} and Poulsen, \{Niels Kj{\o}lstad\} and Christer Utzen and J{\o}rgensen, \{John Bagterp\} and Niemann, \{Hans Henrik\}",

year = "2019",

doi = "10.1109/ccta.2019.8920460",

language = "English",

pages = "1036--1042",

booktitle = "Proceedings of 2019 Ieee Conference on Control Technology and Applications",

publisher = "IEEE",

address = "United States",

note = "2019 IEEE Conference on Control Technology and Applications, CCTA 2019 ; Conference date: 19-08-2019 Through 21-08-2019",

url = "https://ccta2019.ieeecss.org/",

}

Miklos, R, Petersen, LN, Poulsen, NK, Utzen, C, Jørgensen, JB & Niemann, HH 2019, Control-oriented greybox noise structure of multi-stage spray dryers for data-driven tuning of kalman filter. in Proceedings of 2019 Ieee Conference on Control Technology and Applications . IEEE, pp. 1036-1042, 2019 IEEE Conference on Control Technology and Applications, Hong Kong, China, 19/08/2019. https://doi.org/10.1109/ccta.2019.8920460

Control-oriented greybox noise structure of multi-stage spray dryers for data-driven tuning of kalman filter. / Miklos, Robert; Petersen, Lars Norbert; Poulsen, Niels Kjølstad et al.
Proceedings of 2019 Ieee Conference on Control Technology and Applications . IEEE, 2019. p. 1036-1042.

Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review

TY - GEN

T1 - Control-oriented greybox noise structure of multi-stage spray dryers for data-driven tuning of kalman filter

AU - Miklos, Robert

AU - Petersen, Lars Norbert

AU - Poulsen, Niels Kjølstad

AU - Utzen, Christer

AU - Jørgensen, John Bagterp

AU - Niemann, Hans Henrik

N1 - Conference code: 3

PY - 2019

Y1 - 2019

N2 - To facilitate data-driven tuning of kalman filter, we propose a control-oriented greybox noise structure of multi-stage spray dryers. In the first step, we derive the noise structure by a combination of physical arguments, experimental data and control-oriented considerations. In the second step, we evaluate the proposed noise structure by comparison to a benchmark noise structure used in the industry. The comparison is based on experimental data from a pilot plant. The evaluations show that the proposed noise structure gives a difference only in noise-performance trade-offs. Hence the proposed noise structure is suitable to be used in closed loop control of multi-stage spray dryers.

AB - To facilitate data-driven tuning of kalman filter, we propose a control-oriented greybox noise structure of multi-stage spray dryers. In the first step, we derive the noise structure by a combination of physical arguments, experimental data and control-oriented considerations. In the second step, we evaluate the proposed noise structure by comparison to a benchmark noise structure used in the industry. The comparison is based on experimental data from a pilot plant. The evaluations show that the proposed noise structure gives a difference only in noise-performance trade-offs. Hence the proposed noise structure is suitable to be used in closed loop control of multi-stage spray dryers.

U2 - 10.1109/ccta.2019.8920460

DO - 10.1109/ccta.2019.8920460

M3 - Article in proceedings

SP - 1036

EP - 1042

BT - Proceedings of 2019 Ieee Conference on Control Technology and Applications

PB - IEEE

T2 - 2019 IEEE Conference on Control Technology and Applications

Y2 - 19 August 2019 through 21 August 2019

ER -

Control-oriented greybox noise structure of multi-stage spray dryers for data-driven tuning of kalman filter

Abstract

Conference

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