Distributed Edge Intelligence Enabled Wireless Communication Systems Serving Industrial Applications

Sun Danfeng

doi:10.51202/9783186278081

Keywords

Search publication

Bibliographic data

Copyright year: 2022
ISBN-Print: 978-3-18-527808-2
ISBN-Online: 978-3-18-627808-1
Publisher: VDI Verlag, Düsseldorf
Series: Mess-, Steuerungs- und Regelungstechnik
Volume: 1278
Language: German
Pages: 108
Product type: Book Titles

Titelei/Inhaltsverzeichnis No access Pages I - XII
1. Motivation No access
2. Structure of the Thesis No access
3. General Symbols No access
1. 1. Milestones in Artificial Intelligence History No access
  2. Artificial Intelligence Domains No access
  3. Mainly Involved Machine Learning Techniques No access
2. 1. Subjects for AI Applications No access
  2. AI to Improve Latency and Reliability No access
  3. AI to Increase Data Rate No access
  4. AI for Connection Density No access
  5. AI for Ensuring Safety and Security No access
3. 1. Dependability Assessment from Analysis Phase No access
  2. Spectral Efficiency Optimization from Control Phase No access
  3. Edge Intelligence in Wireless Communication Systems No access
4. Summary and Issues No access
1. 1. Formulation of Dependability Assessment No access
  2. Scope of Dependability Assessment Tasks No access
  3. Data Collection No access
  4. Normalization No access
  5. Unsupervised Learning Process and Knowledge-based Process No access
2. 1. Model Selection No access
  2. The Model Structure No access
  3. Deep Autoencoder for Dimension Reduction No access
  4. DBSCAN for Clustering No access
  5. Evaluation No access
3. 1. Problems of the Deep Autoencoder-based Model No access
  2. The Model Structure No access
  3. Sequence to Sequence Learning No access
  4. Evaluation No access
4. 1. Further Problems No access
  2. Device Level and System Level Assessment with the Distributed Edge Intelligence No access
  3. Evaluation No access
5. Summary No access
1. System Model and Optimization Problems No access
2. 1. Evaluation No access
3. 1. Problems of the Fully Connected Neural Network Model No access
  2. Network Structure No access
  3. Applications of Attention Mechanism No access
  4. Evaluation No access
4. 1. Problem Formulation No access
  2. Evaluation No access
5. Summary No access
1. Problem Statement No access
2. 1. General System Structure No access
  2. Formalism No access
  3. Implementation No access
3. 1. Testbed No access
  2. Distributed Edge Intelligence for the Dependability Assessment No access
  3. Distributed Edge Intelligence for the Spectral Efficiency Optimization No access
4. Summary No access
1. Conclusions No access
2. Future Work No access
Publication List No access Pages 85 - 86
Bibliography No access Pages 87 - 108