Vasuki Narasimha Swamy

Title: Innovations of Vasuki Narasimha Swamy

Introduction

Vasuki Narasimha Swamy is an accomplished inventor based in San Francisco, CA. He has made significant contributions to the field of technology, particularly in connection management and resource management for wireless networks. With a total of three patents to his name, his work is at the forefront of innovation in the industry.

Latest Patents

One of his latest patents is titled "Graph neural network and reinforcement learning techniques for connection management." This patent provides connection management techniques based on graph neural networks (GNN) and deep reinforcement learning (DRL) to optimize user association and load balancing. The invention considers a graph structure of a communication network for the GNN architecture, utilizing DRL to learn parameters of the GNN algorithm. The connection management is defined as a combinatorial graph optimization problem, where the DRL mechanism learns weights of the GNN for optimal user connections. This technique also considers local network features to enhance decision-making for balancing network traffic load while maximizing throughput. Implementations are provided based on edge computing frameworks, including the Open RAN (O-RAN) architecture.

Another notable patent is "Reinforcement learning (RL) and graph neural network (GNN)-based resource management for wireless access networks." This invention involves a computing node that implements an RL management entity in a next-generation wireless network. It includes a network interface card (NIC) and processing circuitry that generates network measurements for various network functions. The functions are organized as a multi-level hierarchy of machine learning models. The control signaling from these models is decoded, and a plurality of reward functions is generated for training the models based on the control signaling.

Career Highlights

Vasuki Narasimha Swamy is currently employed at Intel Corporation, where he continues to push the boundaries of technology through his innovative work. His expertise in graph neural networks and reinforcement learning has positioned him as a key player in the development of advanced network management solutions.

Collaborations

He has collaborated with notable colleagues, including Hosein Nikopour and Oner Orhan, to further enhance the impact of his inventions in the field.

Conclusion

Vasuki Narasimha Swamy's contributions to technology through his patents reflect his dedication to innovation and excellence. His work in connection management and resource management is paving the way for advancements in wireless networks.