Industry 4.0 and Industry 5.0 applications will revolutionize
production, enabling smart manufacturing machines to interact with
their environments. These machines will become self-aware,
self-learning, and capable of real-time data interpretation for
self-diagnosis and prevention of production issues. They will also
self-calibrate and prioritize tasks to enhance production quality and
efficiency. Computational Intelligence for Analysis of Trends in
Industry 4.0 and 5.0 examines the trends in applications that merge
three key disciplines: Computational Intelligence (CI), Industry 4.0,
and Industry 5.0. It presents solutions using industrial Internet of
Things (IIoT) technologies, augmented by CI-based techniques,
modeling, controls, estimations, applications, systems, and future
scopes. These applications use data from smart sensors, processed
through enhanced CI methods, to make smart automation more effective.
Industry 4.0 integrates data and intelligent automation into
manufacturing, using technologies like CI, Internet of Things (IoT),
IIoT, and cloud computing. It transforms data into actionable insights
for decision-making and process optimization, essential for modern
competitive businesses managing high-speed data integration in
production processes. Currently, Industry 4.0 and Industry 5.0 are
undergoing significant transformations due to advances in applying
artificial intelligence (AI), big data analytics, telecommunication
technologies, and control theory. These trends are increasingly
multidisciplinary, integrating mechanical, control, and information
technologies. However, they face technical challenges such as
parametric uncertainties, external disturbances, sensor noise, and
mechanical failures. To address these issues, this book examines
trends such as CI technologies as fuzzy logic, neural networks, and
reinforcement learning and their application to modeling, control, and
estimation. It also covers recent advancements in IIoT sensors,
microcontrollers, and big data analytics that further enhance CI-based
solutions in Industry 4.0 and Industry 5.0 systems.
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Produktdetaljer
ISBN
9781040348116
Publisert
2024
Utgave
1. utgave
Utgiver
Taylor & Francis
Språk
Product language
Engelsk
Format
Product format
Digital bok
Forfatter