Scholar
Kenneth E. Barner
Google Scholar ID: -CPsGakAAAAJ
Charles B Evans Professor, Electrical and Computer Engineering, University of Delaware
Citations & Impact
Citations
2,510
H-index
24
i10-index
56
Publications
20
Co-authors
23
list available
Publications
Resume (English only)
Research Experience
- Charles Black Evans Professor of Electrical and Computer Engineering at the University of Delaware
- Leads research on advanced machine learning systems for biomedical image segmentation, including deep denoising diffusion probabilistic models, domain generalization, and graph-regularized adversarial training
- Develops explainable AI methods for physiological signal analysis, such as ECG waveform detection and T-wave alternans identification
- Explores AI-driven multisensor data fusion for UAV-based 3D mapping, photogrammetry, and defect detection
- Made foundational contributions to nonlinear signal processing
- Applied theoretical innovations to compressed sensing for wireless health monitoring, robust spectral imaging, and adaptive filtering in impulsive noise environments
Background
- Research focuses on machine learning, artificial intelligence, and statistical signal processing
- Applications span biomedical imaging, human–computer interaction, cybersecurity, and autonomous sensing systems
- Develops robust, data-efficient algorithms for challenging real-world, low-data scenarios
- Integrates deep learning, nonlinear and sparse signal processing, and graph signal processing
- Currently serves as Director of the Center for Cybersecurity, Assurance, and Privacy (CCAP) at the University of Delaware
- Holds a joint appointment with the Department of Biomedical Engineering
