Time-series classification in smart manufacturing systems: An experimental evaluation of state-of-the-art machine learning algorithms.
Mojtaba A. FarahaniM. R. McCormickRamy F. HarikThorsten WuestPublished in: Robotics Comput. Integr. Manuf. (2025)
Keyphrases
- manufacturing systems
- machine learning algorithms
- experimental evaluation
- benchmark data sets
- learning algorithm
- flexible manufacturing systems
- machine learning
- manufacturing environment
- petri net
- decision trees
- predictive accuracy
- manufacturing processes
- learning problems
- complex systems
- machine learning methods
- manufacturing process
- shop floor
- learning models
- machine learning models
- machine learning systems
- holonic manufacturing systems
- machine learning approaches
- random forests
- learning tasks
- input features
- manufacturing enterprises
- sampling methods
- manufacturing cell
- statistical machine learning
- multi class