Applications of Deep Learning Approaches in Biomedical Engineering

Moderator(s)

• 

  Belinda Akpa, PhD (she/her/hers)

  Senior Staff Scientist
  Oak Ridge National Laboratory, United States
• BH

  Bryana Harris, BChE

  Graduate Student
  University of Virginia
  Charlottesville, Virginia, United States

Presentations:

• 12:30 PM – 12:45 PM PDT

  Using Convolutional Dictionary Learning to Detect Task-Related Neuromagnetic Transients and Ageing Trends in a Large Open-Access Dataset
  

  Presenting Author: Lindsey Power (she/her/hers) – Dalhousie University

  Co-Author: Cédric Allain – Université Paris-Saclay

  Co-Author: Thomas Moreau – Université Paris-Saclay

  Co-Author: Alexandre Gramfort – Université Paris-Saclay

  Last Author: Timothy Bardouille – Dalhousie University
• 12:45 PM – 1:00 PM PDT

  Detrimental Activity and Sleep Habits in Children and Adolescents with Obesity during the COVID-19 Pandemic
  

  Presenting Author: Karnika Singh, MS (she/her/hers) – Duke University Department of Biomedical Engineering, Duke Center for Childhood Obesity Research

  Primary Investigator: Jessilyn Dunn, PhD – Duke University

  Co-Author: Sarah Armstrong, MD – Duke University Department of Pediatrics, Duke University Department of Population Health Sciences, Duke University Department of Global Health, Duke Center for Childhood Obesity Research

  Co-Author: Brooke Wagner – Duke University Department of Pediatrics, Duke University Department of Population Health Sciences, Duke Center for Childhood Obesity Research

  Co-Author: Julie Counts – Duke University Molecular Physiology Institute, Duke Center for Childhood Obesity Research

  Co-Author: Asheley Skinner – Duke University Department of Population Health Sciences, Duke Center for Childhood Obesity Research

  Co-Author: Melissa Kay – Duke University Department of Pediatrics, Duke Center for Childhood Obesity Research

  Co-Author: Jennifer Li, MD MHS – Duke University Department of Pediatrics, Duke Center for Childhood Obesity Research

  Co-Author: Svati Shah, MD – Duke University Molecular Physiology Institute, Duke Center for Childhood Obesity Research

  Co-Author: Nancy Zucker, PhD – Duke University Department of Psychiatry and Behavioral Science, Duke Center for Childhood Obesity Research

  Co-Author: Cody Neshteruk, PhD – Duke University Department of Population Health Sciences, Duke Center for Childhood Obesity Research

  Co-Author: Mary Story, PhD – Duke Global Health Institute, Duke Center for Childhood Obesity Research

  Co-Author: Lilianna Suarez – Duke University Department of Pediatrics, Duke Center for Childhood Obesity Research

  Co-Author: William Kraus, MD – Duke University Molecular Physiology Institute, Duke Center for Childhood Obesity Research

  Co-Author: Alexandra Zizzi, MSPH – Duke University Department of Pediatrics, Duke Center for Childhood Obesity Research
• 1:00 PM – 1:15 PM PDT

  Machine learning chained neural network analysis of oxygen transport amplifies the physiological relevance of vascularized microfluidic systems
  

  Co-Author: James Tronolone – Texas A&M University

  Presenting Author: Abhishek Jain, PhD – Texas A&M University
• 1:15 PM – 1:30 PM PDT

  ENABLING IN SILICO SARS-COV-2 VARIANT DEEP MUTATIONAL SCANNING AND MONOCLONAL ANTIBODY REENGINEERING WITH DEEP LEARNING
  

  Presenting Author: Tomasz Kaszuba, Masters in Biomedical Engeering (he/him/his) – Washington University in St. Louis

  Primary Investigator: Daved Fremont – Washington University in St. Louis
• 1:30 PM – 1:45 PM PDT

  Developing an Ultrasound-Electrocardiography Deep Learning Framework for Predictive Cardiac Gating under Arrhythmia and Variable Heart Rate Conditions
  

  Presenting Author: Shambavi Ganesh, MS (she/her/hers) – Georgia Institute of Technology

  Co-Author: Pamela Bhatti – Georgia Institute of Technology

  Co-Author: Srini Tridandapani – University of Alabama at Birmingham

  Co-Author: Brooks Lindsey – Walter H. Coulter Department of Biomedical Engineering at Georgia Tech and Emory University
• 1:45 PM – 2:00 PM PDT

  Stress-strain Prediction of Porcine Heart Valves from Aortic Surface Imaging Using Convolutional Neural Networks
  

  Presenting Author: Luis H. Victor, MS (he/him/his) – Rice Univeristy

  Primary Investigator: Jane Grande-Allen, PhD (she/her/hers) – Rice University