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6a.056.UVA - Development of Human & Machine Predictive Maintenance & Care Service Based on Industrial IoT

Project - Summary

A framework was developed for using machine learning algorithms on Industrial Internet of Things (IIoT) data from a smart manufacturing production line to build a product quality prediction model. Among several different algorithms, the Random Forest based approach applied on a production dataset yielded prediction accuracies were better than in other related publications. In addition, a framework for providing operational and maintenance decision support to decision-makers from IIoT data was developed. A hierarchical modeling framework for describing the information and control flow was developed as a way to model the smart manufacturing system. A simulation that mimics a smart manufacturing system with IIoT capabilities was developed to be used as a testing environment for the solution algorithm. And finally, a solution approach using reinforcement learning (RL) algorithms to optimize decision making was developed.

Project - Team

Team Member Role Email Phone Number Academic Site/IAB
Peter A. Beling PI Not available (434) 982-2066 University of Virginia
Stephen C. Adams Co-PI Not available (757) 870-4954 University of Virginia
Benjamin Choo Researcher (434) 806-4096 University of Virginia
Taejin Kang Project Mentor Not available U-Angel

Project - Deliverables

1 Diagnostic and Prognostic Models
2 IIoT Enabled Factory Model
3 IIoT Enabled Factory Simulation
4 Decision Support Solution
5 Reference and Public Dataset Search

Project - Presentation Video

Project - Documents

FilenameFilesizeLast modified
6a.056.uva_poster_pdf.pdf659.9 KiB2019/08/14 15:38
6a.056.uva_poster_ppt.pptx304.0 KiB2019/08/14 15:38
6a.056.uva_final_project_report.docx1.7 MiB2019/08/14 15:38
6a.056.uva_ppt_presentation.pptx191.1 KiB2019/08/14 15:38
6a.056.uva_poster_2018_spring_meeting.pptx447.6 KiB2019/08/14 15:38
6a.056.uva_cvdi_mid-year_report.docx236.2 KiB2019/08/14 15:38
6a.056.uva_confluence_project_page.pdf149.5 KiB2019/08/14 15:38
6a.056.uva_development_of_human_and_machine_predicitive_poster_2017_fall_meeting.pptx447.3 KiB2019/08/14 15:38
6a.056.uva_executive_summary.docx51.7 KiB2019/08/14 15:38
projects/year6/6a.056.uva.txt · Last modified: 2019/08/14 16:29 by sally.johnson