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20072025
most citedTime-Series Pattern Recognition in Smart Manufacturing Systems: A Literature Review and Ontology

78 citations · 179 across the 12 of their papers we have counts for

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Showing 2024Show all

5 papers · 1 filter

cs.LG2024★ 24 cited

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.CV2024

AssemAI: Interpretable Image-Based Anomaly Detection for Manufacturing Pipelines

Renjith Prasad, Chathurangi Shyalika, Ramtin Zand +4

Anomaly detection in manufacturing pipelines remains a critical challenge, intensified by the complexity and variability of industrial environments. This paper introduces AssemAI,…

stat.ML2024

Evaluating the Role of Data Enrichment Approaches Towards Rare Event Analysis in Manufacturing

Chathurangi Shyalika, Ruwan Wickramarachchi, Fadi El Kalach +2

Rare events are occurrences that take place with a significantly lower frequency than more common regular events. In manufacturing, predicting such events is particularly important…

cs.CR2024★ 1 cited

VR-based Blockchain-enabled Data Visualization Framework For Manufacturing Industry

Nitol Saha, Philip Samaha, Ramy Harik

This research proposes a blockchain-based data visualization framework integrated with VR to get manufacturing insights. This framework is implemented at the testbed of the Future…

cs.LG2024★ 9 cited

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

Ramy Harik, Fadi El Kalach, Jad Samaha +8

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. These…