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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

Portrait of Chenhui Shao

Chenhui Shao

Principal Investigator

Portrait of Matt Stasiewicz

Matt Stasiewicz

Co Principal Investigator

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Publications

A thumbnail of the journal or conference cover of A perspective on data sharing in digital food safety systems
Journal Article ⏐ Crit. Rev. Food Sci. Nutr. 2022

A Perspective on Data Sharing in Digital Food Safety Systems

DOI: 10.1080/10408398.2022.2103086
A thumbnail of the journal or conference cover of Nationwide genomic atlas of soil-dwelling Listeria reveals effects of selection and population ecology on pangenome evolution
Journal Article ⏐ Nat. Microbiol. 2021

Nationwide Genomic Atlas of Soil-dwelling Listeria Reveals Effects of Selection and Population Ecology on Pangenome Evolution

Liao, Jingqiu,Xiaodong Guo,Daniel H Buckley,Martin Wiedmann,and Otto X Cordero
DOI: 10.1038/s41564-021-00935-7
A thumbnail of the journal or conference cover of Federated learning-based semantic segmentation for pixel-wise defect detection in additive manufacturing
Journal 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
A thumbnail of the journal or conference cover of A Greedy Agglomerative Framework for Clustered Federated Learning
Journal Article ⏐ IEEE TII 2023

A Greedy Agglomerative Framework for Clustered Federated Learning

DOI: 10.1109/TII.2023.3252599
A thumbnail of the journal or conference cover of Statistical Analysis of the Long-Term Influence of COVID-19 on Waste Generation-A Case Study of Castellón in Spain
Journal 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
A thumbnail of the journal or conference cover of 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
Journal 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

Weller, Daniel,Alexandra Belias,Hyatt Green,Sherry Roof,and Martin Wiedmann
DOI: 10.3389/fsufs.2019.00124
A thumbnail of the journal or conference cover of Complex Interactions Between Weather, and Microbial and Physicochemical Water Quality Impact the Likelihood of Detecting Foodborne Pathogens in Agricultural Water
Journal 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
A thumbnail of the journal or conference cover of Robust Optimization Approach to Process Flexibility Designs with Contribution Margin Differentials
Journal 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