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Tao: Microarchitecture Simulation with Machine Learning
​ Simulation accuracy comparison with the state-of-the-art. Invention Summary: Microarchitecture designers rely on simulators to validate, optimize, and manufacture hardware that meets specific design requirements. Out of the current simulators, executive-driven simulators are often slow and require a high level of expertise, trace-driven simulators...
Published: 8/9/2024   |   Inventor(s): Hang Liu, Santosh Pandey
Keywords(s):  
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Software & Algorithms, Technology Classifications > Software & Copyright
Risk Stratification Integrating mHealth and Artificial Intelligence
​ Portable Ultrasound Equipment improves patient access at the point of care Invention Summary: Cardiovascular disease is the leading cause of death in the United States, resulting in more than 600,000 deaths. Over 28 million Americans are diagnosed with heart disease and contribute more than $30 billion in healthcare-related expenses. Many...
Published: 7/29/2024   |   Inventor(s): Partho Sengupta, Naveena Yanamala
Keywords(s):  
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Healthcare & Life Sciences, Technology Classifications > Software & Algorithms, Technology Classifications > Software & Copyright, Technology Classifications > Medical Imaging
Synthetic Echocardiogram from ECG
​ Steps used to develop a machine learning model to extract heart features from electrocardiography results Invention Summary: Echocardiography (echo) uses high-frequency sound waves to create images of the heart and show its size, shape, and function. It is a valuable tool for detecting blood clots, tumors, structural defects, muscle performance,...
Published: 7/29/2024   |   Inventor(s): Partho Sengupta, Naveena Yanamala
Keywords(s):  
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Healthcare & Life Sciences, Technology Classifications > Software & Algorithms, Technology Classifications > Software & Copyright
Dynamic Flow Phantom for Cardiac Intervention Pre-Planning and Testing
​ A 3D Patient-Specific Anatomical Heart Model Invention Summary: Heart disease is the leading cause of death for both men and women in the United States. During the past 50 years, the landscape for heart disease has been changed by pharmacological advancements and device innovation. Routine preoperative imaging is necessary for optimal planning...
Published: 7/29/2024   |   Inventor(s): Partho Sengupta
Keywords(s):  
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Healthcare & Life Sciences, Technology Classifications > Software & Copyright, Technology Classifications > Software & Algorithms
Low-cost pipeline for assessing tissue remodeling and fibrosis using ultrasound
Cardiac Ultrasound Fingerprinting is an approach for high throughput extraction of myocardial features Invention Summary: Tissue characterization of myocardial pathology has been an area of intense research and development due to the rising incidence of cardiovascular conditions and the growing geriatric population globally. Although Cardiac Magnetic...
Published: 5/10/2024   |   Inventor(s): Partho Sengupta
Keywords(s):  
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Software & Algorithms, Technology Classifications > Software & Copyright, Technology Classifications > Healthcare & Life Sciences
Standardized Individual Pain Assessment Tool
A pipeline for utilizing facial, motor, and cardiac signals to measure an individual’s pain threshold Invention Summary: Self‐reporting of a person’s subjective level of pain is highly variable. This is due to individual differences in the way human beings experience pain. At present, no objective physiological scale of pain exists...
Published: 5/10/2024   |   Inventor(s): Elizabeth Torres, Mona Elsayed
Keywords(s): Autism
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Healthcare & Life Sciences, Technology Classifications > Software & Algorithms, Technology Classifications > Software & Copyright
IntelliGenes: AI/ML pipeline for biomarker discovery and patient diagnosis
​ ​ A pipeline combining classical statistics and machine learning algorithms is used to identify disease-associated biomarkers and predict disease risk Invention Summary: Gene Expression Analysis and Genome‐wide association studies provide an unprecedented understanding of the genetic basis of human disease by uncovering millions of loci...
Published: 7/2/2024   |   Inventor(s): Zeeshan Ahmed
Keywords(s):  
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Software & Algorithms, Technology Classifications > Software & Copyright, Technology Classifications > Healthcare & Life Sciences
Decentralized, Privacy-preserving Navigation Recommendation System
se; } ​ The recommendation system provides a proactive and personalized route for a user’s movement indoors or outdoors. Invention Summary: Contact tracing has been shown to be an effective disease control measure and a key strategy for preventing further spread of the COVID-19 pandemic. However, smartphone contact tracing tools have...
Published: 5/8/2024   |   Inventor(s): Dario Pompili, Saman Aliari Zonouz, Vidyasagar Sadhu
Keywords(s): Wireless
Category(s): Technology Classifications > Software & Copyright, Technology Classifications > COVID-19, Technology Classifications > Software & Algorithms, Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Healthcare & Life Sciences
Communication-efficient Federated Learning NG-RAN Design with Fronthaul Awareness
​ ​ Fig. 1: Structure of federated learning-based NG-RAN algorithm. Invention Summary: Mobile network operators are faced with meeting demands beyond 5G networks, such as opening/virtualizing radio access network (RAN) layers, maintaining privacy, and achieving ultra-low latencies, high data rates, and low operational expenses for data transmission....
Published: 1/29/2024   |   Inventor(s): Dario Pompili, Chuanneng Sun
Keywords(s):  
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Software & Algorithms, Technology Classifications > Telecommunications & Networking
Two-Way Knowledge Distillation for Federated Learning
​ The workflow of the Fed2KD framework. Red arrows indicate the knowledge distillation direction. Invention Summary: Current contact tracing reporting platforms for infectious diseases are limited by their reactive nature, centralized approach, use of GPS, and privacy risk due to exchange of user data. Existing federated learning (FL) frameworks...
Published: 4/21/2024   |   Inventor(s): Dario Pompili, Chuanneng Sun
Keywords(s):  
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > COVID-19, Technology Classifications > Software & Algorithms
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