Online Tool Condition Monitoring Based on Parsimonious Ensemble+

no code implementations • 6 Nov 2017 • Mahardhika Pratama, Eric Dimla, Edwin Lughofer, Witold Pedrycz, Tegoeh Tjahjowidowo

The paper presents advancement of a newly developed ensemble learning algorithm, pENsemble+, where online active learning scenario is incorporated to reduce operator labelling effort.

Active Learning Ensemble Learning +1

Metacognitive Learning Approach for Online Tool Condition Monitoring

no code implementations • 6 May 2017 • Mahardhika Pratama, Eric Dimla, Chow Yin Lai, Edwin Lughofer

The learning process consists of three phases: what to learn, how to learn, when to learn and makes use of a generalized recurrent network structure as a cognitive component.