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TMAAC: A Communication-aware, Localized Transformer-based Multi-Agent Actor-Critic Framework
​ Invention Summary: Wildfires release pollutants comprising a mixture of gases and fine particulate matter (PM2.5) which are hazardous to human health. Researchers at Rutgers University have designed a novel two-phase, environmentally friendly, low-cost air purification device that could run off a backup battery for emergencies. Market...
Published: 5/5/2025   |   Inventor(s): Dario Pompili, Chuanneng Sun
Keywords(s):  
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Physical Sciences & Engineering, Technology Classifications > Software & Algorithms
Methods and Systems for Autonomous Agent Control
​ Invention Summary: The challenges posed by high-risk and hazardous environments include knowledge gaps and unknown territories, rendering the deployment of human personnel both dangerous and undesirable. Unmanned Aerial Vehicles (UAVs) have increasingly become the preferred solution in these scenarios and to support Search-and-Rescue (SAR)...
Published: 5/7/2025   |   Inventor(s): Dario Pompili, Chuanneng Sun
Keywords(s):  
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Physical Sciences & Engineering, Technology Classifications > Software & Algorithms
In-field simultaneous measurement of stomata morphology and water release dynamics with environmental temperature and carbon dioxide monitor
​ Invention Summary: Based on the surrounding environment, stomata alter their shape (by opening or closing) to optimize photosynthesis. While stomata conductance has long been developed, a comprehensive understanding of the structural dynamics of the stomata has yet to be fully understood. Rutgers researchers have developed a cutting-edge...
Published: 5/5/2025   |   Inventor(s): Qingze Zou, Zezhou Zhang, Juan Dong, Mary Whelan
Keywords(s):  
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Electronics/Semiconductor, Technology Classifications > Physical Sciences & Engineering
Resistance-Based RF Sensing Using Quantum Materials
​ The change in resistance with the application of RF radiation is shown at different temperatures for thin films of NdNiO3 (at 25°C), VOx (at 60°C), and VO2 (at 75°C), respectively. The upper panels show the time of RF on and off whereas the lower panels show the corresponding change in resistance with RF radiation. The resistance increases...
Published: 4/10/2025   |   Inventor(s): Ranjan Patel, Ivan Seskar, Narayan Mandayam, Shriram Ramanathan
Keywords(s):  
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Telecommunications & Networking, Technology Classifications > Physical Sciences & Engineering
Machine-Learning-based Joint Doppler Estimation and Compensation in Underwater Acoustic Communications
​ A.) Summary figure of ML-driven technologies to improve underwater acoustic communication for a variety of applications. These technologies enhance image and video transmission while adapting for underwater conditions that may interfere with signal transmission. B.) Schematic for integration of JSCC, ASVTuw, and Doppler effect compensation technologies...
Published: 4/10/2025   |   Inventor(s): Dario Pompili, Yung-Ting Hsieh
Keywords(s):  
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Physical Sciences & Engineering, Technology Classifications > Software & Algorithms
ASVTUW: ADAPTIVE SCALABLE VIDEO TRANSMISSION IN UNDERWATER ACOUSTIC MULTICAST NETWORKS
​ A.) Summary figure of ML-driven technologies to improve underwater acoustic communication for a variety of applications. These technologies enhance image and video transmission while adapting for underwater conditions that may interfere with signal transmission. B.) Schematic for integration of JSCC, ASVTuw, and Doppler effect compensation technologies...
Published: 4/10/2025   |   Inventor(s): Dario Pompili, Zhuoran Qi
Keywords(s):  
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Physical Sciences & Engineering, Technology Classifications > Software & Algorithms
Machine Learning-Driven Solutions for Enhanced Underwater Communication
​ A.) Summary figure of ML-driven technologies to improve underwater acoustic communication for a variety of applications. These technologies enhance image and video transmission while adapting for underwater conditions that may interfere with signal transmission. B.) Schematic for integration of JSCC, ASVTuw, and Doppler effect compensation technologies...
Published: 4/10/2025   |   Inventor(s): Dario Pompili, Muhammad Khizar Anjum
Keywords(s):  
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Physical Sciences & Engineering, Technology Classifications > Software & Algorithms
Privacy Friendly Federated Missing Data Processing for Improved ML and Downstream Analysis
​ Cafe not only outperforms local and standard federated models but also surpasses centralized models that have full access to all the data, which is both surprising and groundbreaking. Invention Summary: Decentralized machine learning (ML) models, such as Federated Learning (FL), often face limitations due to incomplete data in distributed...
Published: 2/6/2025   |   Inventor(s): Sitao Min, Jaideep Vaidya, Hafiz Asif, Xinyue Wang
Keywords(s):  
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Software & Algorithms
Accelerated Image Reconstruction (MRI)
Comparison of the adaptive unrolled method's effectiveness against two other contemporary deep unrolling techniques (M1 and M2). M1 produces a blurry reconstruction, M2 results in a clear but structurally inaccurate output. In contrast, the adaptive unrolling method achieves reconstruction that closely matches the Ground Truth in both sharpness...
Published: 12/17/2024   |   Inventor(s): Bingyu Xin, Dimitris Metaxas
Keywords(s):  
Category(s): Technology Classifications > Diagnostics, Technology Classifications > Medical Imaging, Technology Classifications > Software & Algorithms, Technology Classifications > Software & Copyright, Technology Classifications > Artificial Intelligence & Machine Learning
PRISM: Precise Identification of Species of the Microbiome
​ Invention Summary: The human microbiome plays a critical role in health and disease, influencing conditions such as cardiovascular disease, cancer, and autoimmune disorders. However, analysis of microbial genetics data has struggled to overcome the effects of false positive and false negative data. Computational methods are further constrained...
Published: 12/17/2024   |   Inventor(s): Bassel Ghaddar, Subhajyoti De
Keywords(s):  
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Cancer, Technology Classifications > Diagnostics, Technology Classifications > Healthcare & Life Sciences, Technology Classifications > Software & Algorithms
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