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Griesing-Scheiwe, F., (2019). Irregularly sampled data in the design of a soft sensor system: some preliminary results [Tesis, Pontificia Universidad Católica del Perú]. http://hdl.handle.net/20.500.12404/13295
Griesing-Scheiwe, F., Irregularly sampled data in the design of a soft sensor system: some preliminary results [Tesis]. PE: Pontificia Universidad Católica del Perú; 2019. http://hdl.handle.net/20.500.12404/13295
@mastersthesis{renati/538291,
title = "Irregularly sampled data in the design of a soft sensor system: some preliminary results",
author = "Griesing-Scheiwe, Fritjof",
publisher = "Pontificia Universidad Católica del Perú",
year = "2019"
}
Title: Irregularly sampled data in the design of a soft sensor system: some preliminary results
Authors(s): Griesing-Scheiwe, Fritjof
Advisor(s): Pérez Zúñiga, Carlos Gustavo
Keywords: Sensores--Programas para computadoras; Sensores--Computación flexible; Control de procesos
OCDE field: https://purl.org/pe-repo/ocde/ford#2.02.03
Issue Date: 21-Jan-2019
Institution: Pontificia Universidad Católica del Perú
Abstract: In modern industrial applications, sensors are an expensive part of installed systems. Nevertheless, many system variables cannot be measured sufficiently frequently or accurately. Thus, soft sensors have been developed to estimate those variables without the expense of additional hardware. The use of a soft sensor with a bias update term has shown to perform well for disturbed systems with time delays and multirate sampling times. In industrial application, the time delay and sampling times often vary. Yet, the case of variation of the time delay and sampling time in the bias update term has not been considered in previous publications. This thesis tests a soft sensor with bias update term in simulation and gives a modification yielding better performance. It is shown that the tested method gives unstable results. Hence, a more general method with a bias update term that considers all possible sampling times in each step is proposed, giving stable results in simulation. Furthermore, the stability of the general method is proven mathematically by building a state space representation and applying
Link to repository: http://hdl.handle.net/20.500.12404/13295
Discipline: Ingeniería de Control y Automatización
Grade or title grantor: Pontificia Universidad Católica del Perú. Escuela de Posgrado
Grade or title: Maestro en Ingeniería de Control y Automatización
Register date: 24-Jan-2019
This item is licensed under a Creative Commons License