Publications

Initializing a Public Repository for Hosting Benchmark Datasets to Facilitate Machine Learning Model Development in Food Safety

3D Radiative Transfer Modeling of Almond Canopy for Nitrogen Estimation by Hyperspectral Imaging

FoodAtlas: Automated Knowledge Extraction of Food and Chemicals From Literature

When Federated Learning Meets Oligopoly Competition: Stability and Model Differentiation

Why Is Usefulness Rarely Useful

Developing an Agent-Based Model That Predicts Listeria Spp. Transmission to Assess Listeria Control Strategies in Retail Stores

A Compact Handheld Sensor Package with Sensor Fusion for Comprehensive and Robust 3D Mapping

A Computational Framework for Precise Aerial Agricultural Spray Delivery Processes

White Paper: Artificial Intelligence for Food and Health

Filamentous Fungal Pellets As a Novel and Sustainable Encapsulation Matrix for Exogenous Bioactive Compounds

DAVIS-Ag: A Synthetic Plant Dataset for Developing Domain-Inspired Active Vision in Agricultural Robots

Machine Learning and Taguchi DOE Combined Approach for Modeling Dynamic Ultrasound-Assisted Fresh-Cut Leafy Green Sanitation

Design and Control of a Collision-resilient Aerial Vehicle with an Icosahedron Tensegrity Structure

Promoting Collaboration in Cross-Silo Federated Learning: Challenges and Opportunities

CLARA: A Constrained Reinforcement Learning Based Resource Allocation Framework for Network Slicing

Safer Not to Know? Shaping Liability Law and Policy to Incentivize Adoption of Predictive AI Technologies in the Food System

A Digital-Twin and Rapid Optimization Framework for Optical Design of Indoor Farming Systems

An Open-Source Simulation Toolbox for Annotation of Images and Point Clouds in Agricultural Scenarios

Surveying Nutrient Assessment with Photographs of Meals (SNAPMe): A Benchmark Dataset of Food Photos for Dietary Assessment

Image-based Assessment and Machine Learning-enabled Prediction of Printability of Polysaccharides-based Food Ink for 3D Printing

Standardizing and Centralizing Datasets for Efficient Training of Agricultural Deep Learning Models

Balanced Semisupervised Generative Adversarial Network for Damage Assessment From Low-data Imbalanced-class Regime

Early Almond Yield Forecasting by Bloom Mapping Using Aerial Imagery and Deep Learning

Who Is Responsible for ‘Responsible AI’?: Navigating Challenges to Build Trust in AI Agriculture and Food System Technology

Crop-driven Optimization of Agrivoltaics Using a Digital-replica Framework

Duopoly Business Competition in Cross-Silo Federated Learning

Quantifying Causal Path-Specific Importance in Structural Causal Model

Multiattribute Multitask Transformer Framework for Vision-based Structural Health Monitoring

A Machine-learning Digital-twin for Rapid Large-scale Solar-thermal Energy System Design

Causal Explanation for Reinforcement Learning: Quantifying State and Temporal Importance

Safe Human-Robot Collaborative Transportation Via Trust-Driven Role Adaptation

Estimation of Tomato Water Status with Photochemical Reflectance Index and Machine Learning: Assessment From Proximal Sensors and UAV Imagery

A Greedy Agglomerative Framework for Clustered Federated Learning

Modeling and Simulation of Infectious Diseases Microscale Transmission, Decontamination and Macroscale Propagation

Impact of Sun-view Geometry on Canopy Spectral Reflectance Variability

DNA-based Surrogates for the Validation of Microbial Inactivation Using Cold Atmospheric Pressure Plasma and Plasma-activated Water Processing

Placement and Drone Flight Path Mapping of Agricultural Soil Sensors Using Machine Learning

Constrained Reinforcement Learning for Autonomous Farming: Challenges and Opportunities

GNSS-Free End-of-Row Detection and Headland Maneuvering for Orchard Navigation Using a Depth Camera

Accuracy-Privacy Trade-off in Deep Ensemble: A Membership Inference Perspective

Dietary Intake of Monosaccharides From Foods Is Associated with Characteristics of the Gut Microbiota and Gastrointestinal Inflammation in Healthy US Adults

Accelerating the Detection of Bacteria in Food Using Artificial Intelligence and Optical Imaging

Examining Patterns of Persistent Listeria Contamination in Packinghouses Using Agent-Based Models

A Digital-twin Framework for Genomic-based Optimization of an Agrophotovoltaic Greenhouse System

FedTune: Automatic Tuning of Federated Learning Hyper-Parameters From System Perspective

Chardonnay Marc As a New Model for Upcycled Co-products in the Food Industry: Concentration of Diverse Natural Products Chemistry for Consumer Health and Sensory Benefits

Machine-learning and Digital-twins for Rapid Evaluation and Design of Injected Vaccine Immune-system Responses

Algorithmic Lifestyle Optimization

An Adaptive Digital Framework for Energy Management of Complex Multi-device Systems

Vine Water Status Mapping with Multispectral UAV Imagery and Machine Learning

Spatial–temporal Modeling of Root Zone Soil Moisture Dynamics in a Vineyard Using Machine Learning and Remote Sensing

An Early Prediction Model for Canine Chronic Kidney Disease Based on Routine Clinical Laboratory Tests

Perception-aware Receding Horizon Trajectory Planning for Multicopters with Visual-inertial Odometry

A Note on Rapid Genetic Calibration of Artificial Neural Networks

Federated Learning-based Semantic Segmentation for Pixel-wise Defect Detection in Additive Manufacturing

A Perspective on Data Sharing in Digital Food Safety Systems

Understanding the Formation and Mechanism of Anticipatory Responses in Escherichia Coli

A Computational Algorithm to Assess the Physiochemical Determinants of T Cell Receptor Dissociation Kinetics

Spectroscopy Approaches for Food Safety Applications: Improving Data Efficiency Using Active Learning and Semi-supervised Learning

Model-Free Online Motion Adaptation for Energy-Efficient Flight of Multicopters

A Comprehensive Review of Remote Sensing Platforms, Sensors, and Applications in Nut Crops

A Digital-twin and Machine-learning Framework for Precise Heat and Energy Management of Data-centers

Printed Potentiometric Nitrate Sensors for Use in Soil

Statistical Analysis of the Long-Term Influence of COVID-19 on Waste Generation-A Case Study of Castellón in Spain

Effect of Coherent Structures on Particle Transport and Deposition From a Cough

Knowledge Integration and Decision Support for Accelerated Discovery of Antibiotic Resistance Genes

Printed Potentiometric Nitrate Sensors for Use in Soil

The Development of the Davis Food Glycopedia—A Glycan Encyclopedia of Food

Non-destructive Plant Biomass Monitoring With High Spatio-Temporal Resolution Via Proximal RGB-D Imagery and End-to-End Deep Learning

Using Agent-based Modeling to Compare Corrective Actions for Listeria Contamination in Produce Packinghouses

Special Report: AI Institute for Next Generation Food Systems (AIFS)

Can We Harness Digital Technologies and Physiology to Hasten Genetic Gain in US Maize Breeding?

Simultaneous Dissection of Grain Carotenoid Levels and Kernel Color in Biparental Maize Populations with Yellow-to-Orange Grain

Modeling Bioaffinity‐based Targeted Delivery of Antimicrobials to Escherichia Coli Biofilms Using Yeast Microparticles. Part II: Parameter Evaluation and Validation

Modeling Bioaffinity-based Targeted Delivery of Antimicrobials to Escherichia Coli Biofilms Using Yeast Microparticles. Part I: Model Development and Numerical Simulation

Distributed Estimation with Multiple Samples Per User: Sharp Rates and Phase Transition

MegaLMM: Mega-scale Linear Mixed Models for Genomic Predictions with Thousands of Traits

CTS2: Time Series Smoothing with Constrained Reinforcement Learning

Machine Learning Analysis of Phage Oxidation for Rapid Verification of Wash Water Sanitation

In Silico Models for Design and Optimization of Science-Based Listeria Environmental Monitoring Programs in Fresh-Cut Produce Facilities

Enlisting 3D Crop Models and GANs for More Data Efficient and Generalizable Fruit Detection

A Digital-Twin and Machine-Learning Framework for Ventilation System Optimization for Capturing Infectious Disease Respiratory Emissions

Estimation of Fractional Photosynthetically Active Radiation From a Canopy 3D Model; Case Study: Almond Yield Prediction

Policy Learning with Constraints in Model-free Reinforcement Learning: A Survey

A Digital-twin and Machine-learning Framework for the Design of Multiobjective Agrophotovoltaic Solar Farms

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

Resource Allocation Method for Network Slicing Using Constrained Reinforcement Learning

An Order-Optimal Adaptive Test Plan for Noisy Group Testing Under Unknown Noise Models

An Order-Optimal Adaptive Test Plan for Noisy Group Testing Under Unknown Noise

Methane and Fatty Acid Metabolism Pathways Are Predictive of Low-FODMAP Diet Efficacy for Patients with Irritable Bowel Syndrome

Deep Learning for Feature-Level Data Fusion: Higher Resolution Reconstruction of Historical Landsat Archive

Preliminary Techno-Economic Assessment of Animal Cell-Based Meat

Using Word Embeddings to Learn a Better Food Ontology

Robust Optimization Approach to Process Flexibility Designs with Contribution Margin Differentials

Robust Optimization Approach to Process Flexibility Designs with Contribution Margin Differentials

Complex Interactions Between Weather, and Microbial and Physicochemical Water Quality Impact the Likelihood of Detecting Foodborne Pathogens in Agricultural Water

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