The article presents a new concept for monitoring industrial tank
reactors. The presented concept allows for faster and more reliable
monitoring of industrial processes, which increases their reliability and
reduces operating costs. The innovative method is based on electrical
tomography. At the same time, it is non-invasive and enables the imaging
of phase changes inside tanks filled with liquid. In particular, the hybrid
tomograph can detect gas bubbles and crystals formed during industrial
processes. The main novelty of the described solution is the
simultaneous use of two types of electrical tomography: impedance and
capacitance. Another novelty is the use of the LSTM network to solve
the tomographic inverse problem. It was made possible by taking the
measurement vector as a data sequence. Research has shown that the
proposed hybrid solution and the LSTM algorithm work better than
separate systems based on impedance or capacitance tomography.
CITATIONS(3):
1.
SENSOR PLATFORM OF INDUSTRIAL TOMOGRAPHY FOR DIAGNOSTICS AND CONTROL OF TECHNOLOGICAL PROCESSES Krzysztof Król, Tomasz Rymarczyk, Konrad Niderla, Edward Kozłowski Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska
Applying Logistic Regression with Elastic Net and PCA to Determine the Objects Location in EIT Krzysztof Król, Tomasz Rymarczyk, Edward Kozłowski, Konrad Niderla 2023 International Interdisciplinary PhD Workshop (IIPhDW)
Influence of loss function on training the LSTM network in wall moisture tomography Tomasz Rymarczyk, Monika Kulisz, Grzegorz Kłosowski, Maria Mognaschi International Journal of Applied Electromagnetics and Mechanics
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