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Massively Parallel Amplitude-only Optical Processing System for Machine Learning
Machine learning has become a driving force in modern technology. However, existing technology cannot keep up with its demand, due to limitations by capacitive charging of wires, system architecture that stores and handles data, and many more. Deep learning algorithms like, Convolution Neural Networks (CNN), extracts specific features of interest, using...
Published: 9/30/2024   |   Inventor(s): Mario Miscuglio, Volker Sorger
Keywords(s):  
Category(s): Technology Classifications > Computers Electronics & Software, Technology Classifications > Computers Electronics & Software > Artificial Intelligence, Technology Classifications > Computers Electronics & Software > Cloud Computing, Technology Classifications > Computers Electronics & Software > Computing Architecture, Technology Classifications > Computers Electronics & Software > Processing Chips
Efficient Floating-Point SRAM Compute-in-Memory by Harnessing Mantissa Addition
In the era of machine learning, particularly in the context of compute-in-memory (CIM) systems, has been rapidly evolving to meet the escalating demands of high computational efficiency and energy conservation. Existing SRAM CIM approaches have often focused on either fully digital or analog domains, leading to trade-offs between accuracy and energy...
Published: 7/30/2024   |   Inventor(s): Weidong Cao
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Category(s): Technology Classifications > Computers Electronics & Software, Technology Classifications > Computers Electronics & Software > Processing Chips, Technology Classifications > Computers Electronics & Software > Artificial Intelligence, Technology Classifications > Computers Electronics & Software > Cloud Computing, Technology Classifications > Computers Electronics & Software > Databases
Symmetry-Detecting Spiking Artificial Neural Network
Researchers at GW have developed a novel and efficient solution to detect symmetry lines and points within multidimensional spatial data that could be utilized in data processing and robotics. The solution can take the form of one or more artificial neural networks that can be configured to efficiently detect symmetry lines and points within multidimensional...
Published: 9/30/2024   |   Inventor(s): Jonathan George, Volker Sorger
Keywords(s):  
Category(s): Technology Classifications > Computers Electronics & Software > Cloud Computing, Technology Classifications > Computers Electronics & Software > Computing Architecture, Technology Classifications > Computers Electronics & Software > Robotics, Technology Classifications > Computers Electronics & Software > Artificial Intelligence
Hybrid Photonic Plasmonic Non-blocking Wide Spectrum WDM On-chip Router
Researchers at GW have developed a novel hybrid photonic plasmonic non-blocking wide spectrum WDM On-chip Router. The disclosed invention is highly energy efficient. For example, the design could be used as optical routers in optical networks with non-blocking routing strategy, femtojoule energy efficiency and ultra-high operating speed. Further, through...
Published: 7/30/2024   |   Inventor(s): Shuai Sun, Volker Sorger, Tarek El-Ghazawi, Vikram Narayana
Keywords(s):  
Category(s): Technology Classifications > Computers Electronics & Software > Sensors, Technology Classifications > Computers Electronics & Software > Computing Architecture, Technology Classifications > Computers Electronics & Software > Cloud Computing, Technology Classifications > Computers Electronics & Software > Databases, Technology Classifications > Computers Electronics & Software > Processing Chips
Background Traffic Management
Researchers at GW have developed a novel solution that serves to solve the problem of background traffic management in data communication systems. The solution has an enhanced performance in comparison to extant prior art. In data communication systems in computing products (with respect to storage traffic), given the increase in background traffic,...
Published: 7/30/2024   |   Inventor(s): Tian Lan, Moo-Ryong Ra, Rajesh Panta, Shijing Li
Keywords(s):  
Category(s): Technology Classifications > Computers Electronics & Software > Databases, Technology Classifications > Computers Electronics & Software > Cloud Computing
Residue Number System Adder and Multiplier based on Integrated Nanophotonics
Researchers at GW have developed a novel, cost-effective, and energy-efficient residue number system (RNS) adder and multiplier that is based on integrated nanophotonics. The disclosed invention utilizes multiplication-accumulation computation (MAC) operations that can use one summand/multiplicand repetitively millions of times. In other words, aspects...
Published: 7/30/2024   |   Inventor(s): Volker Sorger, Tarek El-Ghazawi, Shuai Sun, Jiaxin Peng
Keywords(s):  
Category(s): Technology Classifications > Computers Electronics & Software > Cloud Computing, Technology Classifications > Computers Electronics & Software > Artificial Intelligence
Reuse-trap: Re-purposing Cache Reuse Distance to Defend against Side Channel Leakage
Researchers at GW have developed a novel solution that serves to capture the activity of an adversary in a cache timing channel. The novel solution can detect advanced attack variants of cache timing channel which can evade the detection of the existing technology by mimicking activities of benign applications and obfuscating mutual eviction patterns....
Published: 7/30/2024   |   Inventor(s): Guru Venkataramani, Milos Doroslovacki, Hongyu Fang
Keywords(s):  
Category(s): Technology Classifications > Computers Electronics & Software > Cloud Computing, Technology Classifications > Computers Electronics & Software > Cybersecurity, Technology Classifications > Computers Electronics & Software > Computing Architecture
System for Predicting Cloud Service Level Agreement Performance & Trustworthiness
Researchers at The George Washington University are developing a system and method for applying statistical and machine learning models to calculate and rank cloud service provider (CSP) trustworthiness levels and predict cloud computing service performance and availability compliance against industry standards based cloud service level agreements (SLAs). Considering...
Published: 7/30/2024   |   Inventor(s): Robert Maeser
Keywords(s):  
Category(s): Technology Classifications > Computers Electronics & Software > Cloud Computing