Analog and Multi-modal Manufacturing Datasets Acquired on the Future Factories Platform

no code implementations • 28 Jan 2024 • Ramy Harik, Fadi El Kalach, Jad Samaha, Devon Clark, Drew Sander, Philip Samaha, Liam Burns, Ibrahim Yousif, Victor Gadow, Theodros Tarekegne, Nitol Saha

Two industry-grade datasets are presented in this paper that were collected at the Future Factories Lab at the University of South Carolina on December 11th and 12th of 2023.

Time Series

Time-Series Classification in Smart Manufacturing Systems: An Experimental Evaluation of State-of-the-Art Machine Learning Algorithms

no code implementations • 4 Oct 2023 • Mojtaba A. Farahani, M. R. McCormick, Ramy Harik, Thorsten Wuest

The objective of this study is to fill this gap by providing a rigorous experimental evaluation of the SoTA ML and DL algorithms for TSC tasks in manufacturing and industrial settings.

Time Series Time Series Classification

Time-Series Pattern Recognition in Smart Manufacturing Systems: A Literature Review and Ontology

no code implementations • 29 Jan 2023 • Mojtaba A. Farahani, M. R. McCormick, Robert Gianinny, Frank Hudacheck, Ramy Harik, Zhichao Liu, Thorsten Wuest

Since the inception of Industry 4. 0 in 2012, emerging technologies have enabled the acquisition of vast amounts of data from diverse sources such as machine tools, robust and affordable sensor systems with advanced information models, and other sources within Smart Manufacturing Systems (SMS).

Time Series Time Series Analysis