Machine Learning for Cyber Physical Systems: Selected papers from the International Conference ML4CPS 2015

Front Matter....Pages I-VI
Development of a Cyber-Physical System based on selective Gaussian naïve Bayes model for a self-predict laser surface heat treatment process control....Pages 1-8
Evidence Grid Based Information Fusion for Semantic Classifiers in Dynamic Sensor Networks....Pages 9-14
Forecasting Cellular Connectivity for Cyber-Physical Systems: A Machine Learning Approach....Pages 15-22
Towards Optimized Machine Operations by Cloud Integrated Condition Estimation....Pages 23-31
Prognostics Health Management System based on Hybrid Model to Predict Failures of a Planetary Gear Transmission....Pages 33-44
Evaluation of Model-Based Condition Monitoring Systems in Industrial Application Cases....Pages 45-50
Towards a novel learning assistant for networked automation systems....Pages 51-57
Efficient Image Processing System for an Industrial Machine Learning Task....Pages 59-66
Efficient engineering in special purpose machinery through automated control code synthesis based on a functional categorisation....Pages 67-74
Kognitive Architektur zum Konzeptlernen in technischen Systemen....Pages 75-85
Implementation and Comparison of Cluster-Based PSO Extensions in Hybrid Settings with Efficient Approximation....Pages 87-93
Machine-specific Approach for Automatic Classification of Cutting Process Efficiency....Pages 95-102
Meta-analysis of Maintenance Knowledge Assets Towards Predictive Cost Controlling of Cyber Physical Production Systems....Pages 103-110
Towards Autonomously Navigating and Cooperating Vehicles in Cyber-Physical Production Systems....Pages 111-121