Format:
1 online resource (130 pages)
Edition:
1st ed.
ISBN:
9783031470622
Series Statement:
Technologien Für Die Intelligente Automation Series v.18
Content:
Intro -- Preface -- Contents -- Causal Structure Learning Using PCMCI+ and Path Constraints from Wavelet-Based Soft Interventions -- 1 Introduction -- 2 Related Work -- 3 Fundamentals -- 3.1 Causal Graphs -- 3.2 Causal Structure Learning -- 4 Wavelet-Based Soft Interventions -- 5 Applying Wavelet Injections -- 6 Summary and Conclusion -- Reinforcement Learning from Human Feedback for Cyber-Physical Systems: On the Potential of Self-Supervised Pretraining -- 1 Introduction -- 2 The Potential of Pretraining -- 3 Discussion and Conclusion -- Using ML-Based Models in Simulation of CPPSs: A Case Study of Smart Meter Production -- 1 Introduction and Problem Statement -- 2 Use Case -- 3 Proposed Approach -- 4 Experiments -- 5 Conclusions and Future Work -- Deploying Machine Learning in High Pressure Resin Transfer Molding and Part Post Processing: A Case Study -- 1 Introduction -- 1.1 Composite Manufacturing by RTM -- 1.2 Knowledge Extraction in a Complex Network of Cyber-Physical Systems -- 2 Implemented Approach -- 2.1 Data Management and Analysis -- 2.2 Process Monitoring and Predictive Maintenance for serial HP-RTM Production -- 2.3 Process Monitoring and Quality Assurance in Post-Processing -- 3 Preliminary Results -- 3.1 Comparison of Physical to Date-Centric Modelling -- 4 Conclusions & -- Outlook -- References -- Development of a Robotic Bin Picking Approach Based on Reinforcement Learning -- 1 Introduction -- 2 Related Work -- 2.1 Research Issue -- 2.2 Selection of a Machine Learning Technique -- 3 Approach -- 3.1 Robotic Bin Picking Based on Reinforcement Learning -- 3.2 Training Procedure -- 3.3 Training Environment -- 4 Conclusion -- Control Reconfiguration of CPS via Online Identification Using Sparse Regression (SINDYc) -- 1 Introduction -- 2 Related Work -- 2.1 Model-Based Fault Tolerant Control.
Note:
Description based on publisher supplied metadata and other sources
Additional Edition:
ISBN 9783031470615
Additional Edition:
Erscheint auch als Druck-Ausgabe ISBN 9783031470615
Language:
English
Keywords:
Electronic books.
URL:
https://public.ebookcentral.proquest.com/choice/PublicFullRecord.aspx?p=31502925
