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A hybrid approach for the initialization of tracking simulation systems

Martinez, Gerardo Santillán (author)
Aalto University, Helsinki
Karhela, Tommi (author)
Department of Automation and Systems Technology, School of Electrical Engineering, Aalto University
Niemistö, Hannu (author)
VTT Technical Research Centre of Finland, Espoo
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Rossi, Ahti (author)
Outotec Oy, Espoo
Pang, Cheng (author)
Department of Electrical and Computer System Engineering, University of Auckland, University of Auckland, Department of Electrical and Computer Engineering, Aalto University, Helsinki
Vyatkin, Valeriy (author)
Luleå tekniska universitet,Datavetenskap
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 (creator_code:org_t)
Piscataway, NJ : IEEE Communications Society, 2015
2015
English.
In: Proceedings of 2015 IEEE 20th International Conference on Emerging Technologies & Factory Automation (ETFA 2015). - Piscataway, NJ : IEEE Communications Society. - 9781467379298
  • Conference paper (peer-reviewed)
Abstract Subject headings
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  • In the online and tracking simulation context, precise model initialization is highly important to ensure the quality of predictions made based on simulation. This paper presents a hybrid approach for the initialization of tracking simulation systems that combines different techniques and utilizes the persistent communication between model and process in order to initialize the simulation model. In the proposed approach, the model initialization is performed throughout different stages. A model is first fed with initial conditions that are close to the physical plant's state. Then, the model is run to the same state as the physical system using a process control system. Possible mass or energy errors in the state of the simulation model are corrected before the actual tracking process is started. This paper first introduces previously studied initialization techniques for online simulation systems. Then the proposed hybrid initialization method is elaborated. Finally, its implementation is demonstrated using a simple but representative process system.

Subject headings

NATURVETENSKAP  -- Data- och informationsvetenskap -- Datavetenskap (hsv//swe)
NATURAL SCIENCES  -- Computer and Information Sciences -- Computer Sciences (hsv//eng)

Keyword

Dependable Communication and Computation Systems
Kommunikations- och beräkningssystem

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