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: CoRR (2023)
Keyphrases
- machine learning algorithms
- manufacturing systems
- experimental evaluation
- benchmark data sets
- learning algorithm
- machine learning
- decision trees
- flexible manufacturing systems
- manufacturing environment
- predictive accuracy
- petri net
- machine learning methods
- manufacturing processes
- complex systems
- learning problems
- random forests
- machine learning systems
- learning tasks
- machine learning approaches
- holonic manufacturing systems
- shop floor
- machine learning models
- input features
- learning models
- manufacturing process
- data sets
- assembly line
- manufacturing cell
- manufacturing enterprises
- sampling methods
- cell formation
- decision tree learners