Data analytics tools by alarms visualization and artificial intelligence applied in industrial monitoring

Fuentes, Andres; IEEE

Abstract

In process industries, the availability of large volumes of data is not directly related to the extraction of valuable information or process monitoring with good performance. Usually, data is directly visualized as tables or tendency graphics, being not used properly. This paper presents the design of process monitoring by considering the design of alarms visualization plots which provides useful information in a unique plot, combined with soft sensor design used for the prediction of critical variables which defines the process operational performance. Examples of two cases with real industrial data are provided to demonstrate the effectiveness and utility of these methods.

Más información

Título según WOS: Data analytics tools by alarms visualization and artificial intelligence applied in industrial monitoring
Título de la Revista: 2021 IEEE IFAC INTERNATIONAL CONFERENCE ON AUTOMATION/XXIV CONGRESS OF THE CHILEAN ASSOCIATION OF AUTOMATIC CONTROL (IEEE IFAC ICA - ACCA2021)
Editorial: IEEE
Fecha de publicación: 2021
DOI:

10.1109/ICAACCA51523.2021.9465320

Notas: ISI