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cs.LG2025
Analog and Multi-modal Manufacturing Datasets Acquired on the Future Factories Platform V2
Ramy Harik, Fadi El Kalach, Jad Samaha +8
This paper presents two industry-grade datasets captured during an 8-hour continuous operation of the manufacturing assembly line at the Future Factories Lab, University of South C…
cs.LG2024
Time-Series Forecasting in Smart Manufacturing Systems: An Experimental Evaluation of the State-of-the-art Algorithms
Mojtaba A. Farahani, Fadi El Kalach, Austin Harper +3
TSF is growing in various domains including manufacturing. Although numerous TSF algorithms have been developed recently, the validation and evaluation of algorithms hold substanti…
cs.LG2024
Time-Series Classification in Smart Manufacturing Systems: An Experimental Evaluation of State-of-the-Art Machine Learning Algorithms
Mojtaba A. Farahani, M. R. McCormick, Ramy Harik +1
Manufacturing is gathering extensive amounts of diverse data, thanks to the growing number of sensors and rapid advances in sensing technologies. Among the various data types avail…