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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: 2/8/2024   |   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: 2/20/2024   |   Inventor(s): Dario Pompili, Chuanneng Sun
Keywords(s):  
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > COVID-19, Technology Classifications > Software & Algorithms
A Method for Secure and Privacy-Preserving Feature Encoding to Enable Federated Data Augmentation and Input Validation
­ 2-step overview of the method Invention Summary: Predictive analytics are essential for optimizing industrial processes, but distributed sensitive data lacks generalizability, suffers from bias, and can't be gathered centrally. Although federated learning and privacy-preserving methods solve data mining problems, they face scalability...
Published: 1/24/2024   |   Inventor(s): Jaideep Vaidya, Hafiz Asif, Xinyue Wang, Sitao Min
Keywords(s):  
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Software & Algorithms, Technology Classifications > Software & Copyright
Transportation Infrastructure Degradation Prediction Using Artificial Intelligence
​ Automated infrastructure: Integration of diverse data Invention Summary: The degradation monitoring of infrastructure, such as roads and railways, in the US faces challenges due to the vastness of the network and limited resources for continuous inspection. Artificial Intelligence (AI) can play a vital role by predicting infrastructure degradation...
Published: 8/15/2023   |   Inventor(s): Xiang Liu
Keywords(s): Data Science
Category(s): Technology Classifications > Software & Copyright, Technology Classifications > Software & Algorithms
A method for inferring individual capabilities from team performance
​ ​ Invention Summary: In today's dynamic world, assembling effective teams is crucial for success in various fields. By analyzing past performance, personality traits, and skill sets, predictive models can provide insights into the potential synergy or conflicts that may arise among team members. This prediction is invaluable as it enables...
Published: 7/23/2023   |   Inventor(s): Patrick Shafto, Wei-Ting Chiu, Pei Wang
Keywords(s):  
Category(s): Technology Classifications > Software & Algorithms
Face Recognition of Low-resolution Images Based on Feature Super Resolution Method
​ Invention Summary: Face recognition is a highly active research area due to increasing security and commercial demands. However, recognition of low-resolution (LR) images in surveillance systems remains a challenge. Rutgers researchers proposed an improved CNN network that utilizes pre-trained ResNet as the backbone for recognizing both...
Published: 10/12/2023   |   Inventor(s): Lingyi Xu, Zoran Gajic
Keywords(s):  
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Software & Algorithms
Spreadsheet for Load Rating of Gusset Plate
Gusset plate Invention Summary: Gusset Plates are essential components of steel bridges and used to connect beams and columns. Concerns about the safety and reliability of gusset plates have been brought up to the bridge community after the collapse of the I-35W Bridge in Minneapolis in 2007. An essential aspect to ensure public safety as well...
Published: 7/10/2023   |   Inventor(s): Chan Yang, Peng Lou, Hani Nassif
Keywords(s):  
Category(s): Technology Classifications > Software & Algorithms, Technology Classifications > Software & Copyright
Finite-Element-based Methodology for Training Neural Network Surrogate Models
​ Comparison between FEM and predicted FE-PINN solutions for x-displacement, ux and y-displacement, uy.​ Invention Summary: The finite element method (FEM) has emerged as a powerful technique for modeling physical problems in various disciplines. Such models can be very accurate and fully interpretable, but usually have relatively larger computational...
Published: 7/3/2023   |   Inventor(s): Ryan Sills
Keywords(s):  
Category(s): Technology Classifications > Physical Sciences & Engineering, Technology Classifications > Software & Algorithms
Improving Object Detection and Instance Segmentation of Eukaryotic Cells Using Semantic Aware Data Augmentation
­ ​ Invention Summary: Machine Learning and Artificial Intelligence (AI)-Driven analysis have provided great advancements in microscopic imaging in the Biomedical field. The efficacy of many of these systems relies on the availability of many well-defined and empirically annotated images to serve as training data to teach such advanced...
Published: 5/18/2023   |   Inventor(s): Dongfang Liu, Alireza Naghizadeh
Keywords(s):  
Category(s): Technology Classifications > Healthcare & Life Sciences, Technology Classifications > Software & Algorithms
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