Search Results for author: Mojtaba A. Farahani

Found 4 papers, 1 papers with code

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

no code implementations4 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

Multivariate time series classification with dual attention network

no code implementations26 Aug 2023 Mojtaba A. Farahani, Tara Eslaminokandeh

DA- Net can mine essential local sequence fragments that are necessary for establishing global long-range dependencies based on the two expanded layers.

Classification Time Series +1

A Genetic Algorithm Meta-Heuristic for a Generalized Quadratic Assignment Problem

1 code implementation15 Aug 2023 Mojtaba A. Farahani, Alan McKendall

The GQAP addressed in this work is defined as the task of minimizing the assignment and transportation costs of assigning a set of facilities to a set of locations.

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

no code implementations29 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

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