In recent years, soft computing techniques have emerged as a
successful tool to understand and analyze the collective behavior of
service- oriented computing software. Algorithms and mechanisms of
self- organization of complex natural systems have been used to solve
problems, particularly in complex systems, which are adaptive, ever-
evolving, and distributed in nature across the globe. What fits more
perfectly into this scenario other than the rapidly developing era of
Fog, IoT, and Edge computing environment? Service- oriented computing
can be enhanced with soft computing techniques embedded inside the
Cloud, Fog, and IoT systems. Soft Computing Principles and Integration
for Real-Time Service-Oriented Computing explores soft computing
techniques that have wide application in interdisciplinary areas.
These soft computing techniques provide an optimal solution to the
optimization problem using single or multiple objectives.The book
focuses on basic design principles and analysis of soft computing
techniques. It discusses how soft computing techniques can be used to
improve quality-of-service in serviceoriented architectures. The book
also covers applications and integration of soft computing techniques
with a service- oriented computing paradigm. Highlights of the book
include: A general introduction to soft computing An extensive
literature study of soft computing techniques and emerging trends Soft
computing techniques based on the principles of artificial
intelligence, fuzzy logic, and neural networks The implementation of
SOC with a focus on service composition and orchestration, quality of
service (QoS) considerations, security and privacy concerns,
governance challenges, and the integration of legacy systems The
applications of soft computing in adaptive service composition,
intelligent service recommendation, fault detection and diagnosis, SLA
management, and security Such principles underlying SOC as loose
coupling, reusability, interoperability, and abstraction An IoT based
framework for real time data collection and analysis using soft
computing
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Produktdetaljer
ISBN
9781003859031
Publisert
2024
Utgave
1. utgave
Utgiver
Taylor & Francis
Språk
Product language
Engelsk
Format
Product format
Digital bok
Forfatter