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projects:year6:6a.057.uva

6a.057.UVA - Learning Knowledge Search Techniques in the Law and Other Domains

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
Michael A. Livermore PI mlivermore@virginia.edu (434) 982-6224 University of Virginia
Faraz Dadgostari Researcher Fd4cd@virginia.edu (434) 326-6152 University of Virginia
Mauricio Guim Researcher mag6db@virginia.edu (434) 249-7703 University of Virginia
Sumit Shah Project Mentor Sumit.Shah@cgifederal.com (202) 309-8790 CGI

Project - Deliverables

Deliverables
1 Data driven mathematical models of search as behavioral and cognitive process and NLP modeling of (legal) documents
2 And reinforcement learning prototypical system as an adaptive learning method for a search prediction model in law
3 Inverse reinforcement learning prototypical system to develop an adaptive individual level learning prediction model
4 Project report using our current datasets

Project - Presentation Video

Project - Documents

FilenameFilesizeLast modified
6a.057.uva_poster_ppt.pptx6.7 MiB2019/08/14 15:38
6a.057.uva_executive_summary_original.docx53.9 KiB2019/08/14 15:38
6a.057.uva_quad_chart.pptx104.8 KiB2019/08/14 15:38
6a.057.uva_ppt_presentation.pptx63.5 KiB2019/08/14 15:38
6a.057.uva_final_project_report.pdf1.2 MiB2019/08/14 15:38
6a.057.uva_confluence_project_page.pdf149.5 KiB2019/08/14 15:38
6a.057.uva_learning_knowledge_search_techniques_poster_2017_fall_meeting.pptx553.8 KiB2019/08/14 15:38
6a.057.uva_cvdi_mid-year_report.docx240.5 KiB2019/08/14 15:38
6a.057.uva_poster_pdf.pdf658.6 KiB2019/08/14 15:38
projects/year6/6a.057.uva.txt · Last modified: 2021/06/02 16:35 by sally.johnson