
Year 3 Research Project
Food Safety and Processing Data Aggregation for AI Development
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Description
Data in food processing, and particularly food safety, while abundant, is siloed in individual firms, plants, and labs, and not well integrated for big data approaches like AI development. This project aims to develop deeper collaboration within companies and the research community to build out AI infrastructure in the following areas: food safety, Federated Learning for collaborative and privacy-preserving learning, and inventory strategies to improve supply chain resilience. The project’s broader impact will be the food safety testing database for public-domain food safety data. This will meet an unmet need for data availability, and could become a widely used data exploration tool.
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Team

Chenhui Shao
Principal Investigator

Matt Stasiewicz
Co Principal Investigator
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Publications

Journal Article ⏐ Critical Reviews in Food Science and Nutrition 2022Journal Article ⏐ Crit. Rev. Food Sci. Nutr. 2022
A Perspective on Data Sharing in Digital Food Safety Systems
Qian, Chenhao,Yuhan Liu,Cecil Barnett-Neefs,Sudeep Salgia,Omer Serbetci,Aaron Adalja,Jayadev Acharya,Qing Zhao,Renata Ivanek,and Martin Wiedmann
DOI: 10.1080/10408398.2022.2103086

Journal Article ⏐ Nature Microbiology 2021Journal Article ⏐ Nat. Microbiol. 2021
Nationwide Genomic Atlas of Soil-dwelling Listeria Reveals Effects of Selection and Population Ecology on Pangenome Evolution
DOI: 10.1038/s41564-021-00935-7

Journal Article ⏐ Journal of Manufacturing Systems 2022Journal Article ⏐ J. Manuf. Syst. 2022
Federated Learning-based Semantic Segmentation for Pixel-wise Defect Detection in Additive Manufacturing
DOI: 10.1016/j.jmsy.2022.06.010

Journal Article ⏐ IEEE Transactions on Industrial Informatics 2023Journal Article ⏐ IEEE TII 2023
A Greedy Agglomerative Framework for Clustered Federated Learning
DOI: 10.1109/TII.2023.3252599

Journal Article ⏐ International Journal of Environmental Research and Public Health 2022Journal Article ⏐ Int. J. Environ. Res. Public Health 2022
Statistical Analysis of the Long-Term Influence of COVID-19 on Waste Generation-A Case Study of Castellón in Spain
Artacho-Ramírez, Miguel-Ángel,Héctor Moreno-Solaz,Vanesa G Lo-Iacono-Ferreira,and Víctor-Andrés Cloquell-Ballester
DOI: 10.3390/ijerph19106071

Journal Article ⏐ Frontiers in Sustainable Food Systems 2020Journal Article ⏐ Front. Sustain. Food Syst. 2020
Landscape, Water Quality, and Weather Factors Associated With an Increased Likelihood of Foodborne Pathogen Contamination of New York Streams Used to Source Water for Produce Production
DOI: 10.3389/fsufs.2019.00124

Journal Article ⏐ Frontiers in Microbiology 2020Journal Article ⏐ Front. Microbiol. 2020
Complex Interactions Between Weather, and Microbial and Physicochemical Water Quality Impact the Likelihood of Detecting Foodborne Pathogens in Agricultural Water
Weller, Daniel,Natalie Brassill,Channah Rock,Renata Ivanek,Erika Mudrak,Sherry Roof,Erika Ganda,and Martin Wiedmann
DOI: 10.3389/fmicb.2020.00134

Journal Article ⏐ Manufacturing & Service Operations Management 2020Journal Article ⏐ Manuf. Serv. Oper. Manag. 2020
Robust Optimization Approach to Process Flexibility Designs with Contribution Margin Differentials
Wang, Shixin,Xuan Wang,and Jiawei Zhang
DOI: 10.1287/msom.2020.0913