Intelligent systems : theory, research and innovation in applications
著者
書誌事項
Intelligent systems : theory, research and innovation in applications
（Studies in computational intelligence, v. 864）
Springer, c2020
- : hardback
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注記
Other editors: Vassil Sgurev, Vladimir Jotsov, Janusz Kacprzyk
Includes bibliographical references
内容説明・目次
内容説明
From artificial neural net / game theory / semantic applications, to modeling tools, smart manufacturing systems, and data science research - this book offers a broad overview of modern intelligent methods and applications of machine learning, evolutionary computation, Industry 4.0 technologies, and autonomous agents leading to the Internet of Things and potentially a new technological revolution. Though chiefly intended for IT professionals, it will also help a broad range of users of future emerging technologies adapt to the new smart / intelligent wave. In separate chapters, the book highlights fourteen successful examples of recent advances in the rapidly evolving area of intelligent systems. Covering major European projects paving the way to a serious smart / intelligent collaboration, the chapters explore e.g. cyber-security issues, 3D digitization, aerial robots, and SMEs that have introduced cyber-physical production systems. Taken together, they offer unique insights into contemporary artificial intelligence and its potential for innovation.
目次
Interpretable Convolutional Neural Networks using a rule-based framework for classification.- Smart Manufacturing Systems: A Game Theory.- Ensembles of Cluster Validation Indices for Label Noise Filtering.- Interpretation, Modeling, and Visualization of Crowdsourced Road Condition Data.- A New Network Flow Platform for Building Artificial Neural Networks.- Empowering SMEs with Cyber-Physical Production Systems: From Modelling a Polishing Process of Cutlery Production to CPPS Experimentation.- Intelligent Approach for Analysis of 3D Digitalization of Planer Objects for Visually Impaired People.- Semantically Enriched Multi-level Sequential Pattern Mining for Exploring Heterogeneous Event Log Data.- One Class Classification-based Anomaly Detection for Marine Engines.- Enhanced Methodologies in Photovoltaic Production with Energy Storage Systems Integrating Multi-cell Lithium-Ion Batterie.- Mobility in the Era of Digitalization: Thinking Mobility as a Service (MaaS).- Fuzzy Modelling Methodologies Based on OKID/ERA Algorithm Applied to Quadrotor Aerial Robots.- A Generic Architecture for Cyber-Physical-Social Space Applications.
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