Journal Article ⏐ Arch. Comput. Methods Eng. 2024
A Computational Framework for Precise Aerial Agricultural Spray Delivery Processes
Workshop Article ⏐ AI for Food and Health Workshop 2024
White Paper: Artificial Intelligence for Food and Health
Conference Article ⏐ IEEE Trans. Big Data 2023
CLARA: A Constrained Reinforcement Learning Based Resource Allocation Framework for Network Slicing
Liu, Yongshuai,Jiaxin Ding,Zhi-Li Zhang,and Xin Liu
DOI: 10.1109/BigData52589.2021.9671840
Journal Article ⏐ Comput. Mech. 2023
A Digital-twin and Rapid Optimization Framework for Optical Design of Indoor Farming Systems
Journal Article ⏐ Plant Phenomics 2023
Standardizing and Centralizing Datasets for Efficient Training of Agricultural Deep Learning Models
Joshi, Amogh,Dario Guevara,and Mason Earles
DOI: 10.34133/plantphenomics.0084
Journal Article ⏐ Comput.-Aided Civ. Inf. 2023
Balanced Semisupervised Generative Adversarial Network for Damage Assessment From Low-data Imbalanced-class Regime
Gao, Yuqing,Phengyuan Zhai,and Khalid M Mosalam
DOI: 10.1111/mice.12741
Journal Article ⏐ Comput. Electron. Agric. 2023
Early Almond Yield Forecasting by Bloom Mapping Using Aerial Imagery and Deep Learning
Chakraborty, Momtanu,Alireza Pourreza,Xin Zhang,Hamid Jafarbiglu,Kenneth A Shackel,and Theodore DeJong
DOI: 10.1016/j.compag.2023.108063
Journal Article ⏐ Precis. Agric. 2023
Who Is Responsible for ‘Responsible AI’?: Navigating Challenges to Build Trust in AI Agriculture and Food System Technology
DOI: 10.1007/s11119-023-10063-3
Journal Article ⏐ Comput. Methods Appl. Mech. Eng. 2023
Rapid Machine-learning Enabled Design and Control of Precise Next-generation Cryogenic Surgery in Dermatology
Zohdi, Tarek I,and Mona Zohdi-Mofid
DOI: 10.1016/j.cma.2023.116220
Journal Article ⏐ Smart Agric. Technol. 2023
Crop-driven Optimization of Agrivoltaics Using a Digital-replica Framework
Mengi, Emre,Omar A Samara,and Tarek I Zohdi
DOI: 10.1016/j.atech.2022.100168
Journal Article ⏐ IEEE Trans. Netw. Sci. Eng. 2023
Duopoly Business Competition in Cross-Silo Federated Learning
Huang, Chao,Shuqi Ke,and Xin Liu
DOI: 10.1109/TNSE.2023.3297880
Journal Article ⏐ Computation 2023
Quantifying Causal Path-Specific Importance in Structural Causal Model
DOI: 10.3390/computation11070133
Journal Article ⏐ Comput. -Aided Civ. Infrastruct. Eng. 2023
Multiattribute Multitask Transformer Framework for Vision-based Structural Health Monitoring
Gao, Yuqing,Jianfei Yang,Hanjie Qian,and Khalid M Mosalam
DOI: 10.1111/mice.13067
Journal Article ⏐ Comput. Methods Appl. Mech. Eng. 2023
A Machine-learning Digital-twin for Rapid Large-scale Solar-thermal Energy System Design
DOI: 10.1016/j.cma.2023.115991
Journal Article ⏐ APIN 2023
Causal Explanation for Reinforcement Learning: Quantifying State and Temporal Importance
DOI: 10.1007/s10489-023-04649-7
Conference Article ⏐ ACC 2023
Safe Human-Robot Collaborative Transportation Via Trust-Driven Role Adaptation
Zheng, Tony,Monimoy Bujarbaruah,Yvonne R Stürz,and Francesco Borrelli
DOI: 10.23919/ACC55779.2023.10156494
Journal Article ⏐ Front. Plant Sci. 2023
Estimation of Tomato Water Status with Photochemical Reflectance Index and Machine Learning: Assessment From Proximal Sensors and UAV Imagery
Tang, Zhehan,Yufang Jin,Patrick H Brown,and Meerae Park
DOI: 10.3389/fpls.2023.1057733
Journal Article ⏐ IEEE TII 2023
A Greedy Agglomerative Framework for Clustered Federated Learning
DOI: 10.1109/TII.2023.3252599
Book ⏐ Springer Cham 2023
Modeling and Simulation of Infectious Diseases Microscale Transmission, Decontamination and Macroscale Propagation
DOI: 10.1007/978-3-031-18053-8
Journal Article ⏐ ISPRS J. Photogramm. Remote Sens. 2023
Impact of Sun-view Geometry on Canopy Spectral Reflectance Variability
Jafarbiglu, Hamid,and Alireza Pourreza
DOI: 10.1016/j.isprsjprs.2022.12.002
Journal Article ⏐ J. Food Eng. 2023
DNA-based Surrogates for the Validation of Microbial Inactivation Using Cold Atmospheric Pressure Plasma and Plasma-activated Water Processing
Cui, Hemiao,Qingyang Wang,Rewa Rai,Deepti Salvi,and Nitin Nitin
DOI: 10.1016/j.jfoodeng.2022.111267
Journal Article ⏐ Comput. Electron. Agric. 2023
Placement and Drone Flight Path Mapping of Agricultural Soil Sensors Using Machine Learning
DOI: 10.1016/j.compag.2022.107591
Workshop Article ⏐ AAAI Workshop AI Agric. Food Syst. 2023
Constrained Reinforcement Learning for Autonomous Farming: Challenges and Opportunities
Journal Article ⏐ Machines 2023
GNSS-Free End-of-Row Detection and Headland Maneuvering for Orchard Navigation Using a Depth Camera
DOI: 10.3390/machines11010084
Conference Article ⏐ IEEE SP 2023
Accuracy-Privacy Trade-off in Deep Ensemble: A Membership Inference Perspective
Rezaei, Shahbaz,Zubair Shafiq,and Xin Liu
DOI: 10.1109/SP46215.2023.10179463
Journal Article ⏐ J. Nutr. 2023
Dietary Intake of Monosaccharides From Foods Is Associated with Characteristics of the Gut Microbiota and Gastrointestinal Inflammation in Healthy US Adults
Larke, Jules A,Nikita P Bacalzo,Juan J Castillo,Garret Couture,Ye Chen,Zhengyao Xue,Zeynep Alkan,Mary E Kable,Carlito B Lebrilla,Charles B Stephensen,and Danielle G Lemay
DOI: 10.1016/j.tjnut.2022.12.008
Journal Article ⏐ Appl. Environ. Microbiol. 2022
Accelerating the Detection of Bacteria in Food Using Artificial Intelligence and Optical Imaging
DOI: 10.1128/aem.01828-22
Journal Article ⏐ J. Food Prot. 2022
Examining Patterns of Persistent Listeria Contamination in Packinghouses Using Agent-Based Models
DOI: 10.4315/JFP-22-119
Journal Article ⏐ Proc. R. Soc. A 2022
A Digital-twin Framework for Genomic-based Optimization of an Agrophotovoltaic Greenhouse System
DOI: 10.1098/rspa.2022.0414
Conference Article ⏐ MILCOM 2022
FedTune: Automatic Tuning of Federated Learning Hyper-Parameters From System Perspective
Zhang, Huanle,Mi Zhang,Xin Liu,Prasant Mohapatra,and Michael DeLucia
DOI: 10.1109/MILCOM55135.2022.10017717
Journal Article ⏐ J. Agric. Food Chem. 2022
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
Holt, Roberta R,Daniela Barile,Selina C Wang,John P Munafo,Torey Arvik,Xueqi Li,Fanny Lee,Carl L Keen,Ilias Tagkopoulos,and Harold H Schmitz
DOI: 10.1021/acs.jafc.2c04519
Journal Article ⏐ Comput. Methods Appl. Mech. Eng. 2022
Machine-learning and Digital-twins for Rapid Evaluation and Design of Injected Vaccine Immune-system Responses
DOI: 10.1016/j.cma.2022.115315
Journal Article ⏐ JAMIA 2022
Algorithmic Lifestyle Optimization
Eetemadi, Ameen,and Ilias Tagkopoulos
DOI: 10.1093/jamia/ocac186
Journal Article ⏐ Comput. Mech. 2022
An Adaptive Digital Framework for Energy Management of Complex Multi-device Systems
Journal Article ⏐ Irrig. Sci. 2022
Vine Water Status Mapping with Multispectral UAV Imagery and Machine Learning
Tang, Zhehan,Yufang Jin,Maria del Mar Alsina,Andrew J McElrone,Nicolas Bambach-Ortiz,and William P Kustas
DOI: 10.1007/s00271-022-00788-w
Journal Article ⏐ Irrig. Sci. 2022
Spatial–temporal Modeling of Root Zone Soil Moisture Dynamics in a Vineyard Using Machine Learning and Remote Sensing
Kisekka, Isaya,Srinivasa R Peddinti,William P Kustas,Andrew J McElrone,Nicolas Bambach-Ortiz,Lynn McKee,and Wim Bastiaanssen
DOI: 10.1007/s00271-022-00775-1
Journal Article ⏐ Sci. Rep. 2022
An Early Prediction Model for Canine Chronic Kidney Disease Based on Routine Clinical Laboratory Tests
Kokkinos, Yiannis,JoAnn Morrison,Richard Bradley,Theodoros Panagiotakos,Jennifer Ogeer,Dennis Chew,Ciaran O'Flynn,Geert D Meyer,Philip Watson,and Ilias Tagkopoulos
DOI: 10.1038/s41598-022-18793-6
Journal Article ⏐ IEEE Access 2022
Perception-aware Receding Horizon Trajectory Planning for Multicopters with Visual-inertial Odometry
Wu, Xiangyu,Shuxiao Chen,Koushil Sreenath,and Mark Mueller
DOI: 10.1109/ACCESS.2022.3200342
Journal Article ⏐ Comput. Mech. 2022
A Note on Rapid Genetic Calibration of Artificial Neural Networks
DOI: 10.1007/s00466-022-02216-4
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
Journal Article ⏐ Crit. Rev. Food Sci. Nutr. 2022
A Perspective on Data Sharing in Digital Food Safety Systems
DOI: 10.1080/10408398.2022.2103086
Journal Article ⏐ Int. J. Mol. Sci. 2022
Understanding the Formation and Mechanism of Anticipatory Responses in Escherichia Coli
Rai, Navneet,Minseung Kim,and Ilias Tagkopoulos
DOI: 10.3390/ijms23115985
Journal Article ⏐ Comput. Struct. Biotechnol. J. 2022
A Computational Algorithm to Assess the Physiochemical Determinants of T Cell Receptor Dissociation Kinetics
Rollins, Zachary A,Jun Huang,Ilias Tagkopoulos,Roland Faller,and Steven C George
DOI: 10.1016/j.csbj.2022.06.048
Journal Article ⏐ Front. Artif. Intell. 2022
Spectroscopy Approaches for Food Safety Applications: Improving Data Efficiency Using Active Learning and Semi-supervised Learning
Zhang, Huanle,Nicharee Wisuthiphaet,Hemiao Cui,Nitin Nitin,Xin Liu,and Qing Zhao
DOI: 10.3389/frai.2022.863261
Journal Article ⏐ IEEE Access 2022
Model-Free Online Motion Adaptation for Energy-Efficient Flight of Multicopters
Wu, Xiangyu,Jun Zeng,Andrea Tagliabue,and Mark Mueller
Journal Article ⏐ Comput. Electron. Agric. 2022
A Comprehensive Review of Remote Sensing Platforms, Sensors, and Applications in Nut Crops
Jafarbiglu, Hamid,and Alireza Pourreza
DOI: 10.1016/j.compag.2022.106844
Journal Article ⏐ Comput. Mech. 2022
A Digital-twin and Machine-learning Framework for Precise Heat and Energy Management of Data-centers
DOI: 10.1007/s00466-022-02152-3
Journal Article ⏐ Sensors 2022
Printed Potentiometric Nitrate Sensors for Use in Soil
Baumbauer, Carol L,Payton Goodrich,Margaret E Payne,Tyler Anthony,Claire Beckstoffer,Anju Toor,Whendee Silver,and Ana C Arias
DOI: 10.3390/s22114095
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
Journal Article ⏐ Aerosol Sci. Technol. 2022
Effect of Coherent Structures on Particle Transport and Deposition From a Cough
Thacher, Eric,and Simo A Mäkiharju
DOI: 10.1080/02786826.2022.2044449
Journal Article ⏐ Nat. Commun. 2022
Knowledge Integration and Decision Support for Accelerated Discovery of Antibiotic Resistance Genes
DOI: 10.1038/s41467-022-29993-z
Journal Article ⏐ Nutrients 2022
The Development of the Davis Food Glycopedia—A Glycan Encyclopedia of Food
Castillo, Juan J,Garret Couture,Nikita P Bacalzo,Ye Chen,Elizabeth L Chin,Sarah E Blecksmith,Yasmine Y Bouzid,Yael Vainberg,Chad Masarweh,Qing Zhao,Jennifer T Smilowitz,Bruce German,David A Mills,Danielle G Lemay,and Carlito B Lebrilla
DOI: 10.3390/nu14081639
Journal Article ⏐ Front. Plant Sci. 2022
Non-destructive Plant Biomass Monitoring With High Spatio-Temporal Resolution Via Proximal RGB-D Imagery and End-to-End Deep Learning
Buxbaum, Nicolas,Johann H Lieth,and Mason Earles
DOI: 10.3389/fpls.2022.758818
Journal Article ⏐ PLoS One 2022
Using Agent-based Modeling to Compare Corrective Actions for Listeria Contamination in Produce Packinghouses
Barnett-Neefs, Cecil,Genevieve Sullivan,Claire Zoellner,Martin Wiedmann,and Renata Ivanek
DOI: 10.1371/journal.pone.0265251
Journal Article ⏐ Comput. Electron. Agric. 2022
Special Report: AI Institute for Next Generation Food Systems (AIFS)
DOI: 10.1016/j.compag.2022.106819
Journal Article ⏐ Plant Physiol. 2022
Can We Harness Digital Technologies and Physiology to Hasten Genetic Gain in US Maize Breeding?
Diepenbrock, Christine H,Tom Tang,Michael Jines,Frank Technow,Sara Lira,Dean Podlich,Mark Cooper,and Carlos Messina
DOI: 10.1093/plphys/kiab527
Journal Article ⏐ G3: Genes Genomes Genet. 2022
Simultaneous Dissection of Grain Carotenoid Levels and Kernel Color in Biparental Maize Populations with Yellow-to-Orange Grain
LaPorte, Mary-Francis,Mishi Vachev,Matthew Fenn,and Christine H Diepenbrock
DOI: 10.1093/g3journal/jkac006
Journal Article ⏐ Biotechnol. Bioeng. 2022
Modeling Bioaffinity‐based Targeted Delivery of Antimicrobials to Escherichia Coli Biofilms Using Yeast Microparticles. Part II: Parameter Evaluation and Validation
Yi, Jiyoon,Kang Huang,and Nitin Nitin
DOI: 10.1002/bit.27969
Journal Article ⏐ Biotechnol. Bioeng. 2022
Modeling Bioaffinity-based Targeted Delivery of Antimicrobials to Escherichia Coli Biofilms Using Yeast Microparticles. Part I: Model Development and Numerical Simulation
Yi, Jiyoon,Kang Huang,and Nitin Nitin
Conference Article ⏐ NeurIPS 2021
Distributed Estimation with Multiple Samples Per User: Sharp Rates and Phase Transition
Acharya, Jayadev,Clement Canonne,Yuhan Liu,Ziteng Sun,and Himanshu Tyagi
Journal Article ⏐ Genome Biol. 2021
MegaLMM: Mega-scale Linear Mixed Models for Genomic Predictions with Thousands of Traits
Runcie, Daniel,Jiayi Qu,Hao Cheng,and Lorin Crawford
DOI: 10.1186/s13059-021-02416-w
Conference Article ⏐ ACML 2021
CTS2: Time Series Smoothing with Constrained Reinforcement Learning
Journal Article ⏐ Postharvest Biol. Technol. 2021
Machine Learning Analysis of Phage Oxidation for Rapid Verification of Wash Water Sanitation
Cui, Hemiao,Reza Ovissipour,Xu Yang,and Nitin Nitin
DOI: 10.1016/j.postharvbio.2021.111654
Journal Article ⏐ Appl. Environ. Microbiol. 2021
In Silico Models for Design and Optimization of Science-Based Listeria Environmental Monitoring Programs in Fresh-Cut Produce Facilities
Sullivan, Genevieve,Claire Zoellner,Martin Wiedmann,and Renata Ivanek
DOI: 10.1128/AEM.00799-21
Conference Article ⏐ ICCV 2021
Enlisting 3D Crop Models and GANs for More Data Efficient and Generalizable Fruit Detection
DOI: 10.1109/ICCVW54120.2021.00147
Journal Article ⏐ Arch. Comput. Methods Eng. 2021
A Digital-Twin and Machine-Learning Framework for Ventilation System Optimization for Capturing Infectious Disease Respiratory Emissions
DOI: 10.1007/s11831-021-09609-3
Journal Article ⏐ Front. Plant Sci. 2021
Estimation of Fractional Photosynthetically Active Radiation From a Canopy 3D Model; Case Study: Almond Yield Prediction
Zhang, Xin,Alireza Pourreza,Kyle H Cheung,German Zuniga-Ramirez,Bruce D Lampinen,and Kenneth A Shackel
DOI: 10.3389/fpls.2021.715361
Conference Article ⏐ IJCAI 2021
Policy Learning with Constraints in Model-free Reinforcement Learning: A Survey
Liu, Yongshuai,Avishai Halev,and Xin Liu
DOI: 10.24963/ijcai.2021/614
Journal Article ⏐ Comput. Mech. 2021
A Digital-twin and Machine-learning Framework for the Design of Multiobjective Agrophotovoltaic Solar Farms
DOI: 10.1007/s00466-021-02035-z
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
Conference Article ⏐ IFIP Network. Conf. 2021
Resource Allocation Method for Network Slicing Using Constrained Reinforcement Learning
Liu, Yongshuai,Jiaxin Ding,and Xin Liu
DOI: 10.23919/IFIPNetworking52078.2021.9472202
Conference Article ⏐ Proc. IEEE Int. Conf. Acoust. Speech Signal Process. 2021
An Order-Optimal Adaptive Test Plan for Noisy Group Testing Under Unknown Noise
DOI: 10.1109/ICASSP39728.2021.9414111
Journal Article ⏐ Clin. Nutr. 2021
Methane and Fatty Acid Metabolism Pathways Are Predictive of Low-FODMAP Diet Efficacy for Patients with Irritable Bowel Syndrome
Eetemadi, Ameen,and Ilias Tagkopoulos
DOI: 10.1016/j.clnu.2020.12.041
Journal Article ⏐ Remote Sens. 2021
Deep Learning for Feature-Level Data Fusion: Higher Resolution Reconstruction of Historical Landsat Archive
Chen, Ben,Jing Li,and Yufang Jin
DOI: 10.3390/rs13020167
Journal Article ⏐ Foods 2020
Preliminary Techno-Economic Assessment of Animal Cell-Based Meat
Risner, Derrick,Fangzhou Li,Jason S Fell,Sara A Pace,Justin Siegel,Ilias Tagkopoulos,and Edward S Spang
DOI: 10.3390/foods10010003
Journal Article ⏐ Front. Artif. Intell. 2020
Using Word Embeddings to Learn a Better Food Ontology
Youn, Jason,Tarini Naravane,and Ilias Tagkopoulos
DOI: 10.3389/frai.2020.584784
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
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
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
Journal Article ⏐ Prod. Oper. Manag. 2019
A Review of Flexible Processes and Operations
Wang, Shixin,Xuan Wang,and Jiawei Zhang
DOI: 10.1111/poms.13101
Journal Article ⏐ Front. Plant Sci. 2019
Crop Yield Prediction Using Deep Neural Networks
Khaki, Saeed,and Lizhi Wang
DOI: 10.3389/fpls.2019.00621
Journal Article ⏐ Int. J. Pharm. Sci. Res. 2019
An Identification of Crop Disease Using Image Segmentation
Kalimuthu, Vinoth K,and Jayasankar Thangaiyan
DOI: 10.13040/IJPSR.0975-8232.10(3).1054-64
Conference Article ⏐ AISTATS 2017
Communication-Efficient Learning of Deep Networks From Decentralized Data
McMahan, Brendan,Eider Moore,Daniel Ramage,Seth Hampson,and Blaise Aguera y Arcas
Journal Article ⏐ Eur. J. Oper. Res. 2016
Handling Uncertainty in Agricultural Supply Chain Management: A State of the Art
Borodin, Valeria,Jean Bourtembourg,Faicel Hnaien,and Nacima Labadie
DOI: 10.1016/j.ejor.2016.03.057
Journal Article ⏐ IBM J. Res. Dev. 2016
Toward Agent-based Models for Pre-harvest Food Safety
Bergholz, Peter W,and Martin Wiedmann
DOI: 10.1147/JRD.2016.2596378
Journal Article ⏐ Appl. Environ. Microbiol. 2016
Validation of a Previously Developed Geospatial Model That Predicts the Prevalence of Listeria Monocytogenes in New York State Produce Fields
Weller, Daniel,Suvash Shiwakoti,Peter W Bergholz,Yrjö T Gröhn,Martin Wiedmann,and Laura K Strawn
DOI: 10.1128/AEM.03088-15
Journal Article ⏐ J. Environ. Stud. Sci. 2015
Toward Resilient Food Systems Through Increased Agricultural Diversity and Local Sourcing in the Carolinas
MacFall, Janet,Joanna M Lelekacs,Todd LeVasseur,Steve Moore,and Jennifer Walker
DOI: 10.1007/s13412-015-0321-1
Journal Article ⏐ Appl. Environ. Microbiol. 2013
Landscape and Meteorological Factors Affecting Prevalence of Three Food-Borne Pathogens in Fruit and Vegetable Farms
Strawn, Laura K,Esther D Fortes,Elizabeth A Bihn,Kendra K Nightingale,Yrjö T Gröhn,Randy W Worobo,Martin Wiedmann,and Peter W Bergholz
DOI: 10.1128/AEM.02491-12