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Communication-Efficient Decentralized Multi-agent Machine Learning Method
Background In decentralized machine learning systems, agents often have varying computational and communication resources, leading to straggler problems and inefficient training. Existing federated learning methods typically rely on a central server, creating a bottleneck and limiting scalability in resource-constrained or failure-prone environments. Technology...
Published: 5/6/2025   |   Inventor(s): Lei Yang, Seyed Mahmoud Sajjadi Mohammadabadi
Keywords(s):  
Category(s): Technology Classifications > Software, Technology Classifications > Information & Communication Technologies
Deep learning-based wildfire smoke detection tools
Technology Overview Researchers at the University of Nevada, Reno have developed an early wildfire smoke detection software that uses AI to analyze real-time video from remote camera networks. The system, named Nemo, uses an end-to-end Transformer architecture (based on DETR) to detect small, low-density smoke plumes—often visible only as faint...
Published: 5/6/2025   |   Inventor(s): Lei Yang, Amir Yazdi
Keywords(s):  
Category(s): Technology Classifications > Software, Technology Classifications > Energy & Environment
PMU-based event detection tool for grid analytics and monitoring
Technology Overview: Researchers at the University of Nevada, Reno have developed real-time grid event detection software that analyzes phasor measurement unit (PMU) data. The software uses singular value decomposition (SVD) to measure changes in rank signatures across PMU data signals (voltage, current, frequency). It employs Bayesian optimization...
Published: 5/6/2025   |   Inventor(s): Lei Yang, Amir Ghasemkhani, Yunchuan Liu
Keywords(s):  
Category(s): Technology Classifications > Software, Technology Classifications > Energy & Environment
Semi-Automated Labeling for Machine Learning
THE CHALLENGE In AI-driven technologies—such as autonomous vehicles, robotics, and surveillance systems—the costly and time-consuming process of labeling visual data used to train machine learning models has always been a problem. Traditional manual annotation methods require significant human effort, leading to high operational costs and...
Published: 4/16/2025   |   Inventor(s): Emerson Dove, Daniel Doyal, Jonathan Black
Keywords(s):  
Category(s): Technology Classifications > Computer Science, Technology Classifications > Software
LORI: Local Low-Rank Imputation for Context-Aware AI
THE CHALLENGE Leveraging Artificial Intelligence (AI) for data-driven decision-making faces a major challenge in automatically configuring and optimizing complex AI pipelines across different use cases. As organizations deal with diverse datasets and fast-changing requirements, selecting the right combination of processing steps becomes increasingly...
Published: 4/16/2025   |   Inventor(s): Ran Jin, Chen Xiaoyu
Keywords(s):  
Category(s): Technology Classifications > Software
Attention-on-Attention for Human-Guided AI
THE CHALLENGE A major challenge facing industries like advanced manufacturing and quality inspection is the gap between human expertise in visual search and the limited capabilities of current AI systems. While skilled inspectors can dynamically scan, interpret, and integrate subtle visual cues over time, most existing automated solutions rely on static...
Published: 4/16/2025   |   Inventor(s): Ran Jin, Chen Xiaoyu
Keywords(s):  
Category(s): Technology Classifications > Communication, Technology Classifications > Software
Privacy-prEserving Data-sharing framework (PriED)
THE CHALLENGE Industrial Internet provides a communication and computation platform, allowing the collection of large-scale data for machine learning tasks. Despite the promise of training and deployment acceleration and potential optimization via sharing data sets, the adoption of such technologies is impacted by the increasing concerns of information...
Published: 4/9/2025   |   Inventor(s): Ismini Lourentzou, Ran Jin
Keywords(s):  
Category(s): Technology Classifications > Communication, Technology Classifications > Software
Unlocking True 3D Printing Potential
xt-align:justify">THE CHALLENGE 3D printing has transformed industries by enabling the use of Additive Manufacturing (AM) techniques. Unfortunately, most 3D printing is done by sequentially printing two dimensional layers; this means that classic 3D printers are unable to fabricate parts with complex load paths. The weaknesses introduced at layer interfaces...
Published: 4/9/2025   |   Inventor(s): Joseph Kubalak, Christopher Williams
Keywords(s):  
Category(s): Technology Classifications > Engineering, Technology Classifications > Software
Method and Apparatus for Efficient TLS Revocation Mechanism
THE CHALLENGE: The widespread adoption of Transport Layer Security (TLS) is crucial for ensuring secure communication over the internet. TLS secures the connection between users and online services, protecting sensitive information during transmission. A vital aspect of TLS security is certificate revocation, which invalidates compromised or untrusted...
Published: 4/2/2025   |   Inventor(s): Tijay Chung
Keywords(s):  
Category(s): Technology Classifications > Software
VT GRIFFON (Get Real Innovation Features From Online Narratives)
Virginia Tech’s Get Real Innovation Features From Online Narratives (VT GRIFFON) is an Excel-based tool for detecting innovation ideas suggested by your customers in online reviews for your products, or competitors’ products. The tool uses only built-in Excel formula, with no external code or external data transfer, allowing the development...
Published: 11/1/2024   |   Inventor(s): Alan Abrahams, Peter Banks, David Goldberg, Nohel Zaman, Richard Gruss
Keywords(s):  
Category(s): Technology Classifications > Consumer Products, Technology Classifications > Software
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