This collection provides a snapshot of recent research by UD faculty and staff about artificial intelligence.

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Submissions from 2024

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Intelligent Millimeter-Wave System for Human Activity Monitoring for Telemedicine, Abdullah K. Alhazmi (0009-0003-2781-7037), Mubarak A. Alanazi (0000-0001-9701-3761), Awwad H. Alshehry (0009-0001-0867-7791), Saleh M. Alshahry (0009-0006-2577-2834), Jennifer Jaszek, Cameron Djukic, Anna Brown, Kurt Jackson (0000-0002-8351-1927), and Vamsy P. Chodavarapu (0000-0001-9707-2964)

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Characterization of Upper Extremity Kinematics Using Virtual Reality Movement Tasks and Wearable Imu Technology, Skyler A. Barclay (0009-0000-9455-9865), Lanna N. Klausing, Tessa M. Hill, Allison L. Kinney (0000-0003-3553-0733), Timothy Reissman (0000-0003-1628-6632), and Megan E. Reissman (0000-0002-4213-319X)

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Audit Evidence, Technology, and Judgement: A Review of the Literature in Response To ED‐500, Dereck Barr‐Pulliam (0000-0001-5092-2706), Christopher G. Calvin, Marc Eulerich, and Arpine Maghakyan (0000-0001-9850-049X)

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Exponential Fusion of Interpolated Frames Network (EFIF-Net): Advancing Multi-Frame Image Super-Resolution with Convolutional Neural Networks, Hamed Elwarfalli (0009-0008-0658-3549), Dylan Flaute (0000-0001-5601-459X), and Russell C. Hardie (0000-0002-1216-3865)

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How Generative AI Models Such as ChatGPT Can Be (MIS)Used in SPC Practice, Education, and Research? An Exploratory Study, Fadel M. Megahed (0000-0003-2194-5110), Ying-Ju (Tessa) Chen (0000-0002-6444-6859), Joshua A. Ferris, Sven Knoth, and L. Allison Jones-Farmer (0000-0002-1529-1133)

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Image De‑Photobombing Benchmark, Vatsa S. Patel, Kunal Agrawal, Samah Baraheem, Amira Yousif, and Tam Nguyen

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Predicting an Optimal Medication/Prescription Regimen for Patient Discordant Chronic Comorbidities Using Multi-Output Models, Ichchha Pradeep Sharma (0000-0003-0236-7992), Tam Nguyen, Shruti Ajay Singh, and Tom Ongwere (0000-0002-6754-9626)

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A Bi-invariant Approach to Approximate Motion Synthesis of Planar Four-Bar Linkage, Tianze Xu (0009-0002-9057-9257), David H. Myszka (0000-0003-2326-9048), and Andrew P. Murray (0000-0001-5745-4829)

Publications from 2023

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AI vs. AI: Can AI Detect AI-Generated Images?, Samah S. Baraheem and Tam Van Nguyen

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Model Checking Time Window Temporal Logic for Hyperproperties, Ernest Bonnah, Luan Viet Nguyen (0000-0001-5516-2443), and Khaza Anuarul Hoque

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Predicting industrial building energy consumption with statistical and machine-learning models informed by physical system parameters, Sean Kapp, Jun-Ki Choi, and Taehoon Hong

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Consequences of Spatial Structure in Soil–Geomorphic Data on the Results of Machine Learning Models, Daehyun Kim, Insang Song, Lorrayne Miralha, Daniel R. Hirmas, Ryan W. McEwan, Tom G. Mueller, and Pavel Samonil

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Virtual Accident Curb Risk Habituation in Workers by Restoring Sensory Responses to Real-World Warning, Namgyun Kim, Laurent Grégoire, Moein Razavi, Niya Yan, Changbum R. Ahn, and Brian A. Anderson

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Smart Wifi Thermostat-Enabled Thermal Comfort Control in Residences, Robert Lou, Kevin P. Hallinan, Kefan Huang, and Timothy Reissman

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Utilizing Machine Learning Models to Estimate Energy Savings from an Industrial Energy System, Eva McLaughlin and Jun-Ki Choi

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Collaborative Consultation Doctors Model: Unifying CNN and ViT for COVID-19 Diagnostic, Trong-Thuan Nguyen (0000-0001-7729-2927), Tam Nguyen (0000-0003-0236-7992), and Minh-Triet Tran (0000-0003-3046-3041)

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Bioinspired Design Rules from Highly Mineralized Natural Composites for Two-Dimensional Composite Design, Anamika Prasad (0000-0002-2590-3690), Vikas Varshney (0000-0002-2613-458X), Dhriti Nepal, and Geoffrey J. Frank

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An Extension of the Theory of Technology Dominance: Capturing the Underlying Causal Complexity, Steve G. Sutton, Vicky Arnold, and Matthew Holt

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UIT-ADrone: A Novel Drone Dataset for Traffic Anomaly Detection, Tung Minh Tran (0000-0001-7669-1002), Tu N. Vu (0000-0001-9175-3005), Tam Nguyen (0000-0003-0236-7992), and Khang Nguyen (0000-0002-6571-7075)

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Insights into the Accuracy of Social Scientists’ Forecasts of Societal Change, Sangsuk Yoon

Submissions from 2022

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Towards a Low-Cost Solution for Gait Analysis Using Millimeter Wave Sensor and Machine Learning, Mubarak A. Alanazi (0000-0001-9701-3761), Abdullah K. Alhazmi, Osama Alsattam (0000-0001-5964-1046), Kara Gnau, Meghan Brown, Shannon Thiel, Kurt Jackson (0000-0002-8351-1927), and Vamsy P. Chodavarapu (0000-0001-9707-2964)

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An Improved Method to Estimate Savings from Thermal Comfort Control in Residences from Smart Wi-Fi Thermostat Data, Abdulelah D. Alhamayani, Qiancheng Sun, and Kevin P. Hallinan (0000-0002-0305-4886)

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IMNets: Deep Learning Using an Incremental Modular Network Synthesis Approach for Medical Imaging Applications, Redha A. Ali (0000-0002-0379-7313), Russell C. Hardie (0000-0002-1216-3865), Barath Narayanan Narayanan (0000-0001-9648-5695), and Temesguen Messay

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Microscopic Nuclei Classification, Segmentation, and Detection with Improved Deep Convolutional Neural Networks (DCNN), Md Zahangir Alom (0000-0002-2314-1207), Vijayan K. Asari, Anil Parwani, and Tarek M. Taha

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Derechos Fundamentales E Inteligencia Artificial Constitutional Rights and Artificial Intelligence, Carlos L. Bernal

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Towards Improved Inertial Navigation by Reducing Errors Using Deep Learning Methodology, Hua Chen, Tarek M. Taha, and Vamsy P. Chodavarapu

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Circuit Optimization Techniques for Efficient Ex-Situ Training of Robust Memristor Based Liquid State Machine, Alex Henderson, Christopher Yakopcic, Cory Merkel, Steven Harbour, Tarek M. Taha, and Hananel Hazan

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An Interactive Game with Virtual Reality Immersion to Improve Cultural Sensitivity in Health Care, Paul J. Hershberger, Yong Pei, Timothy N. Crawford, Sabrina M. Neeley, Thomas Wischgoll, Dixit B. Patel, Miteshkumar M. Vasoya, Angie Castle, Sankalp Mishra, Lahari Surapaneni, Aman A. Pogaku, Aishwarya Bositty, and Todd Pavlack

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Six-Bar Linkage Models of a Recumbent Tricycle Mechanism to Increase Power Throughput in FES Cycling, Nicholas A. Lanese, David H. Myszka, Anthony L. Bazler, and Andrew P. Murray

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Vietnamese Document Analysis: Dataset, Method and Benchmark Suite, Khang Nguyen (0000-0002-6571-7075), An Nguyen, Nguyen D. Vo, and Tam Nguyen

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Data-Driven Analysis for Facility Management in Higher Education Institution, Ashish Kumar Pampana, JungHo Jeon (0000-0001-6816-0092), Soojin Yoon, Theodore J. Weidner (0000-0002-8709-944X), and Makarand Hastak

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Pervasive Healthcare Internet of Things: A Survey, Kim Anh Phung, Cemil Kirbas, Leyla Dereci, and Tam Van Nguyen (0000-0003-0236-7992)

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Disease Recognition in X-Ray Images with Doctor Consultation-Inspired Model, Kim Anh Phung (0000-0002-4561-7536), Thuan Trong Nguyen (0000-0001-7729-2927), Nileshkumar Wangad, Samah Baraheem, Nguyen D. Vo, and Khang Nguyen

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Electro-Optical Sensors for Atmospheric Turbulence Strength Characterization with Embedded Edge AI Processing of Scintillation Patterns, Ernst Polnau (0000-0002-0979-8712), Don L. N. Hettiarachchi (0000-0002-6685-7221), and Mikhail A. Vorontsov

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Predicting the Impact of Utility Lighting Rebate Programs on Promoting Industrial Energy Efficiency: A Machine Learning Approach, Phillip Shook (0000-0001-8423-6667) and Jun-Ki Choi

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A Patient-Specific Algorithm for Lung Segmentation in Chest Radiographs, Manawaduge Supun De Silva (0000-0002-2316-9226), Barath Narayanan Narayanan (0000-0001-9648-5695), and Russell C. Hardie

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A Deep Neural Network for Early Detection and Prediction of Chronic Kidney Disease, Vijendra Singh (0000-0001-5438-2188), Vijayan K. Asari (0000-0002-3751-5492), and Rajkumar Rajasekaran

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Meltpondnet: A Swin Transformer U-Net For Detection of Melt Ponds on Arctic Sea Ice, Ivan Sudakow (0000-0003-2614-8794), Vijayan K. Asari (0000-0002-3751-5492), Ruixu Liu, and Denis Demchev (0000-0001-6907-1729)

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Few-Shot Object Detection via Baby Learning, Anh-Khoa Nguyen Vu, Nhat-Duy Nguyen, Khanh-Duy Nguyen, Vinh-Tiep Nguyen, Thanh Duc Ngo, Thanh-Toan Do, and Tam Nguyen

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A Progressive Learning Strategy for Large-Scale Glacier Mapping, Zhiyuan Xie (0000-0003-0372-7961), Umesh K. Haritashya (0000-0001-9527-954X), and Vijayan K. Asari (0000-0002-3751-5492)

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GlacierNet2: A Hybrid Multi-Model Learning Architecture for Alpine Glacier Mapping, Zhiyuan Xie, Umesh K. Haritashya, Vijayan K. Asari, Michael P. Bishop, Jeffrey S. Kargel, and Theus Aspiras

Submissions from 2021

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Automated Residential Energy Audits Using a Smart WiFi Thermostat-Enabled Data Mining Approach, Abdulrahman Alanezi (0000-0003-0002-6967), Kevin Hallinan (0000-0002-0305-4886), and Kefan Huang

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Using Smart-Wifi Thermostat Data to Improve Prediction of Residential Energy Consumption and Estimation of Savings, Abdulrahman Alanezi, Kevin P. Hallinan (0000-0002-0305-4886), and Rodwan Elhashmi

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Estimating Smart Wi-Fi Thermostat-Enabled Thermal Comfort Control Savings for Any Residence, Abdulelah D. Alhamayani, Qiancheng Sun, and Kevin Hallinan (0000-0002-0305-4886)

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Deep Learning for Anisoplanatic Optical Turbulence Mitigation in Long-Range Imaging, Matthew A. Hoffmire (0000-0001-7380-2053), Russell C. Hardie (0000-0002-1216-3865), Michael A. Rucci, Richard Van Hook, and Barry K. Karch

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A Unified Framework of Deep Learning-Based Facial Expression Recognition System for Diversified Applications, Sanoar Hossain (0000-0002-1232-7487), Saiyed Umer (0000-0002-1476-041X), Vijayan K. Asari (0000-0002-3751-5492), and Ranjeet Kumar Rout (0000-0002-1546-1702)

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DPP: Deep Predictor for Price Movement from Candlestick Charts, Chih-Chieh Hung (0000-0002-6972-6577) and Ying-Ju (Tessa) Chen

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R2U3D: Recurrent Residual 3D U-Net for Lung Segmentation, Dhaval D. Kadia, MD Zahangir Alom, Ranga Burada, Tam Nguyen, and Vijayan K. Asari

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Plasmon-Driven Nanowire Actuators for On-Chip Manipulation, Shuangyi Linghu (0000-0002-1426-3528), Zhaoqi Gu (0000-0003-4225-7229), Jinsheng Lu (0000-0002-4923-724X), Wei Fang (0000-0002-6511-3570), Zongyin Yang (0000-0003-2869-406X), Huakang Yu, Zhiyuan Li, Runlin Zhu (0000-0003-2625-1441), Jian Peng (0000-0002-1370-4184), Qiwen Zhan (0000-0001-8745-4213), Songlin Zhuang1, Min Gu (0000-0003-4078-253X), and Fuxing Gu (0000-0002-3976-6535)

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Olympic Games Event Recognition via Transfer Learning with Photobombing Guided Data Augmentation, Yousef I. Mohamad (0000-0001-7657-9686), Samah S. Baraheem, and Tam Van Nguyen (0000-0003-0236-7992)

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Toward Cost-Effective Residential Energy Reduction and Community Impacts: A Data-Based Machine Learning Approach, Adel Naji, Badr Al Tarhuni, Jun-Ki Choi (0000-0001-5954-1889), Salahaldin Alshatshati, and Seraj Ajena

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Masked Face Analysis via Multi-Task Deep Learning, Vatsa S. Patel, Zhongliang Nie, Trung-Nghia Le (0000-0002-7363-2610), and Tam Van Nguyen (0000-0003-0236-7992)

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IEEE Access Special Section Editorial: Trends and Advances in Bio-Inspired Image-Based Deep Learning Methodologies and Applications, Peter Peer, Carlos M. Travieso-Gonzalez, Vijayan K. Asari, and Malay Kishore Dutta

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DALES Objects: A Large Scale Benchmark Dataset for Instance Segmentation in Aerial Lidar, Nina M. Singer (0000-0001-5916-6425) and Vijayan K. Asari (0000-0002-3751-5492)

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Verification of Piecewise Deep Neural Networks: A Star Set Approach with Zonotope Pre-filter, Hoang-Dung Tran, Neelanjana Pal, Diego Manzanas Lopez, Patrick Musau, Xiaodong Yang, Luan Viet Nguyen, Weiming Xiang, Stanley Bak, and Taylor T. Johnson (0000-0001-8021-9923)

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Evaluating Deep-Learning Models for Debris-Covered Glacier Mapping, Zhiyuan Xie, Vijayan K. Asari, and Umesh K. Haritashya

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Guest Editorial: Edge Intelligence for beyond 5G Networks, Yan Zhang, Zhiyong Feng, Hassnaa Moustafa, Feng Ye, Usman Javaid, and Chunfen Cui

Submissions from 2020

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Stochastic Technique for Solutions of Non-linear Fin Equation Arising in Thermal Equilibrium Model, Iftikhar Ahmad, Hina Qureshi, Muhammad Bilal, and Muhammad Usman

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Ensemble lung segmentation system using deep neural networks, Redha Ali, Russell C. Hardie, and Hussin K. Ragb

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Mitosisnet: End-to-End Mitotic Cell Detection by Multi-Task Learning, Md Zahangir Alom (0000-0002-2314-1207), Theus Aspiras, Tarek M. Taha, Tj Bowen, and Vijayan K. Asari

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A Two-Stage Machine Learning Framework to Predict Heart Transplantation Survival Probabilities over Time with a Monotonic Probability Constraint, Hamidreza Ahady Dolatsaraa, Ying-Ju (Tessa) Chen, Christy Evans, Ashish Gupta, and Fadel M. Megahed

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Anatomy of the Edelman: Measuring the World’s Best Analytics Projects, Michael F. Gorman (0000-0003-1295-8147), Lakshminarayana Nittala, and Jeffrey M. Aldenb

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Divide and Slide: Layer-Wise Refinement for Output Range Analysis of Deep Neural Networks, Chao Huang (0000-0002-9300-1787), Jiameng Fan (0000-0001-9325-7718), Xin Chen, Wenchao Li (0000-0003-4756-6397), and Qi Zhu

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Self-Learning Algorithm to Predict Indoor Temperature and Cooling Demand from Smart WiFi Thermostat in a Residential Building, Kefan Huang, Kevin Hallinan (0000-0002-0305-4886), Robert Lou, Abdulrahman Alanezi, Salahaldin Alshatshati (0000-0002-1084-9230), and Qiancheng Sun

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Finding Patterns in Subsurface Using Bayesian Machine Learning Approach, Wang Hui

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A Machine Learning Framework for Drop-in Volume Swell Characteristics of Sustainable Aviation Fuel, Shane Kosir, Joshua Heyne, and John Graham

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A Data Analytic Framework for Physical Fatigue Management Using Wearable Sensors, Zahra Sedighi Maman, Ying-Ju Chen, Amir Baghdadi, Seamus Lombardo, Lora A. Cavuoto, and Fadel M. Megahed

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Review—Deep Learning Methods for Sensor Based Predictive Maintenance and Future Perspectives for Electrochemical Sensors, Srikanth Namuduri, Barath Narayanan Narayanan, Venkata Salini Priyamvada Davuluru, Lamar Burton, and Shekhar Bhansali

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Ensemble Malware Classification System Using Deep Neural Networks, Barath Narayanan Narayanan (0000-0001-9648-5695) and Venkata Salini Priyamvada Davuluru

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Transfer-to-Transfer Learning Approach for Computer Aided Detection of COVID-19 in Chest Radiographs, Barath Narayanan Narayanan (0000-0001-9648-5695), Russell C. Hardie (0000-0002-1216-3865), Vignesh Krishnaraja, Christina Karam, and Venkata Salini Priyamvada Davuluru

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Machine Learning Modeling of Horizontal Photovoltaics Using Weather and Location Data, Christil Pasion, Torrey Wagner (0000-0002-1039-1055), Clay Koschnick, Steven Schuldt (0000-0002-4234-7454), Jada Williams, and Kevin Hallinan (0000-0002-0305-4886)

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Conditional Generative Adversarial Network Demosaicing Strategy for Division of Focal Plane Polarimeters, Garrett Sargent, Bradley M. Ratliff, and Vijayan K. Asari

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EV Charging Behavior Analysis Using Hybrid Intelligence for 5G Smart Grid, Yi Shen (0000-0002-9358-7650), Wei Fang, Feng Ye (0000-0002-2436-2300), and Michel Kadoch

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Artificial Neural Network Discovery of a Switchable Metasurface Reflector, J. R. Thompson (0000-0001-9249-3866), J. A. Burrow (0000-0002-1237-4662), P. J. Shah, J. Slagle, E. S. Harper, A. Van Rynbach, I. Agha, and M. S. Mills

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NNV: The Neural Network Verification Tool for Deep Neural Networks and Learning-Enabled Cyber-Physical Systems, Hoang-Dung Tran, Xiaodong Yang, Diego Manzanas Lopez, Patrick Musau, Luan Viet Nguyen, Weiming Xiang, Stanley Bak, and Taylor T. Johnson

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Atmospheric Turbulence Study with Deep Machine Learning of Intensity Scintillation Patterns, Artem V. Vorontsov, Mikhail A. Vorontsov, Grigorii A. Fillimonov, and Ernst Polnau (0000-0002-0979-8712)

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Quantitative Trait Loci (QTL) Underlying Phenotypic Variation in Bioethanol-Related Processes in Neurospora Crassa, Joshua C. Waters, Deval Jhaveri (0000-0003-1053-8181), Justin C. Biffinger (0000-0002-7330-9186), and Kwangwon Lee (0000-0001-8225-4220)

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Corrections to ‘‘GlacierNet: A Deep-Learning Approach for Debris-Covered Glacier Mapping’’, Zhiyuan Xie, Umesh K. Haritashya, Vijayan K. Asari, Brennan W. Young, Michael P. Bishop, and Jeffrey S. Kargel

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GlacierNet: A Deep-Learning Approach for Debris-Covered Glacier Mapping, Zhiyuan Xie, Umesh K. Haritashya (0000-0001-9527-954X), Vijayan K. Asari, Brennan W. Young, Michael P. Bishop, and Jeffrey S. Kargel

Submissions from 2019

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A State-of-the-Art Survey on Deep Learning Theory and Architectures, Md Zahangir Alom, Tarek M. Taha, Christopher Yakopcic, Stefan Westberg, Paheding Sidike (0000-0003-4712-9672), Mst Shamima Nasrin, Mahmudul Hasan, Brian C. Van Essen, Abdul A. S. Awwal, and Vijayan K. Asari

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Recurrent Residual U-Net for Medical Image Segmentation, Md Zahangir Alom, Christopher Yakopcic, Mahmudul Hasan, Tarek M. Taha, and Vijayan K. Asari

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Active Recall Networks for Multiperspectivity Learning through Shared Latent Space Optimization, Theus Aspiras, Ruixu Liu, and Vijayan K. Asari

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Application of Signal Processing and Machine Learning Techniques for Segmentation and Spatial Registration of Material Property Data, Josiah Dierken, Daniel Sparkman, Sean Donegan (0000-0002-6964-7529), Sarah Wallentine, John Wertz, and David Zainey

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Reachability Analysis for Neural Feedback Systems Using Regressive Polynomial Rule Inference, Souradeep Dutta, Xin Chen, and Sriram Sankaranarayanan

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ReachNN: Reachability Analysis of Neural-Network Controlled Systems, Chao Huang, Jiameng Fan, Wenchao Li, Xin Chen, and Qi Zhu

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Participatory Sensing-Based Geospatial Localization of Distant Objects for Disaster Preparedness in Urban Built Environments, Hongjo Kim and Youngjib Ham

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Predicting Public Opinion on Drug Legalization: Social Media Analysis and Consumption Trends, Farahnaz Golrooy Motlagh, Saeedeh Shekarpour, Amit Sheth, Krishnaprasad Thirunarayan, and Michael L. Raymer

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Sustainable Aviation Fuels Approval Streamlining: Auxiliary Power Unit Lean Blowout Testing, Erin E. Peiffer, Joshua S. Heyne, and Meredith Colket

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A New Way to Detect Cyberattacks Extracting Changes in Register Values from Radio-Frequency Side Channels, Ronald A. Riley, James T. Graham, Ryan M. Fuller, Rusty O. Baldwin, and Ashwin Fisher

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A Supervised Learning Approach for Prediction of X-Ray Computed Tomography Data from Ultrasonic Testing Data, Daniel Sparkman, Sarah Wallentine, Mark Flores, John Wertz, John Welter, Norman Schehl, Josiah Dierken, David Zainey, John Aldrin, and Mike Uchie

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A Survey of Techniques for Mobile Service Encrypted Traffic Classification Using Deep Learning, Pan Wang (0000-0003-2006-1129), Xuejiao Chen, Feng Ye (0000-0002-2436-2300), and Zhixin Sun (0000-0001-6148-9688)

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Deep Temporal Convolutional Networks for Short-Term Traffic Flow Forecasting, Wentian Zhao, Yanyun Gao, Tingxiang Ji, Xili Wan (0000-0001-9160-8246), Feng Ye, and Guangwei Bai

Submissions from 2018

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Handwritten Bangla Character Recognition Using the State-of-the-Art Deep Convolutional Neural Networks, Md Zahangir Alom (0000-0002-2314-1207), Paheding Sidike (0000-0003-4712-9672), Mahmudul Hasan, Tarek M. Taha, and Vijayan K. Asari

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Special Issue: Selected Papers from IDETC 2017, Andreas Mueller, Andrew Murray, and Venkat N. Krovi

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Ultrasonic Assessment of Additive Manufactured Ti-6AL-4V, Norman Schehl, Vicki Kramb, Josiah Dierken, John Aldrin, Edwin Schwalbach (0000-0003-0966-245X), and Reji John

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Datanet: Deep Learning Based Encrypted Network Traffic Classification in SDN Home Gateway, Pan Wang (0000-0003-2006-1129), Feng Ye (0000-0002-2436-2300), Xuejiao Chen, and And Yi Qian

Submissions from 2017

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On-Chip Training of Memristor Crossbar Based Multi-Layer Neural Networks, Raqibul Hasan, Tarek M. Taha, and Christopher Yakopcic

Submissions from 2016

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Special Issue: Selected Papers from IDETC 2015, Venkat N. Krovi, Andrew P. Murray, and James Schmiedeler

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Flow Pattern Identification of Horizontal Two-Phase Refrigerant Flow Using Neural Networks, Abdeel J. Roman, Paul J. Kreitzer, Jamie S. Ervin, Michael Hanchak, and Larry W. Byrd

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Identity-Based Schemes for a Secured Big Data and Cloud ICT Framework in Smart Grid System, Feng Ye, Yi Qian, and Rose Qingyang Hu