Erhältlich:
Nicht auf Lager
Buch (Hardcover): Fachbuch
Visual Analytics for Process Monitoring
From Time Series to Interpretable Visual Representations
Produkt bewerten
Verlag:
Springer Verlag Unsere-Artikel-Nr.: P35449472
EAN: 9783032221254
Erhältlich:
Nicht auf Lager
Zustellung: Di, 01.09.2026
Versand: Kostenlos
-2.5 %
CHF 55.90
CHF 54.50
Beschreibung
In the era of big data, process industries face the challenge of analyzing massive and complex data to extract information for effective process monitoring. This book introduces a novel paradigm called visual analytics. Visual analytics transforms chronological process data into visual formats to uncover patterns. This paradigm allows process experts to relate visual patterns to operational conditions and, consequently, support informed decision-making. The book explores three pathways within the visual analytics paradigm: (i) feature engineering, in which predefined mappings are used to convert time series data into visual representations; (ii) architecture engineering, which develops neural network architectures to directly learn visual representations; and (iii) data engineering, which employs contrastive learning to highlight differences and similarities in the data without relying on annotations.
Spezifikationen
Sprache
- Englisch
Autor
- Ibrahim Yousef
- Sirish L. Shah
- R. Bhushan Gopaluni
Zielgruppe
- Professional/practitioner
Erscheinungsjahr
- 2026
Format
- Buch (Hardcover)
Anzahl Seiten
- 78