"Autonomous Learning Systems" is the result of over a decade of
focused research and studies in this emerging area which spans a
number of well-known and well-established disciplines that include
machine learning, system identification, data mining, fuzzy logic,
neural networks, neuro-fuzzy systems, control theory and pattern
recognition. The evolution of these systems has been both
industry-driven with an increasing demand from sectors such as
defence and security, aerospace and advanced process industries,
bio-medicine and intelligent transportation, as well as
research-driven - there is a strong trend of innovation of all of
the above well-established research disciplines that is linked to
their on-line and real-time application; their adaptability and
flexibility.
Providing an introduction to the key technologies, detailed
technical explanations of the methodology, and an illustration of
the practical relevance of the approach with a wide range of
applications, this book addresses the challenges of autonomous
learning systems with a systematic approach that lays the
foundations for a fast growing area of research that will underpin
a range of technological applications vital to both industry and
society.
Key features: Presents the subject systematically from
explaining the fundamentals to illustrating the proposed approach
with numerous applications.Covers a wide range of applications in
fields including unmanned vehicles/robotics, oil refineries,
chemical industry, evolving user behaviour and activity
recognition.Reviews traditional fields including clustering,
classification, control, fault detection and anomaly detection,
filtering and estimation through the prism of evolving and
autonomously learning mechanisms.Accompanied by a website hosting
additional material, including the software toolbox and lecture
notes.
"Autonomous Learning Systems" provides a 'one-stop shop' on the
subject for academics, students, researchers and practicing
engineers. It is also a valuable reference for Government agencies
and software developers.
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