7 citations · 13 across the 9 of their papers we have counts for
9 papers
Neuromorphic Circuits with Spiking Astrocytes for Increased Energy Efficiency, Fault Tolerance, and Memory Capacitance
Aybars Yunusoglu, Dexter Le, Murat Isik +2
In the rapidly advancing field of neuromorphic computing, integrating biologically-inspired models like the Leaky Integrate-and-Fire Astrocyte (LIFA) into spiking neural networks (…
A Review of Memory Wall for Neuromorphic Computing
Dexter Le, Baran Arig, Murat Isik +2
This paper reviews memory technologies used in Field-Programmable Gate Arrays (FPGAs) for neuromorphic computing, a brain-inspired approach transforming artificial intelligence wit…
Battery State of Health Estimation Using LLM Framework
Aybars Yunusoglu, Dexter Le, Karn Tiwari +2
Battery health monitoring is critical for the efficient and reliable operation of electric vehicles (EVs). This study introduces a transformer-based framework for estimating the St…
HPCNeuroNet: A Neuromorphic Approach Merging SNN Temporal Dynamics with Transformer Attention for FPGA-based Particle Physics
Murat Isik, Hiruna Vishwamith, Jonathan Naoukin +1
This paper presents the innovative HPCNeuroNet model, a pioneering fusion of Spiking Neural Networks (SNNs), Transformers, and high-performance computing tailored for particle phys…
Multimodal LLM for Intelligent Transportation Systems
Dexter Le, Aybars Yunusoglu, Karn Tiwari +2
In the evolving landscape of transportation systems, integrating Large Language Models (LLMs) offers a promising frontier for advancing intelligent decision-making across various a…
NeuroVM: Dynamic Neuromorphic Hardware Virtualization
Murat Isik, Jonathan Naoukin, I. Can Dikmen
This paper introduces a novel approach in neuromorphic computing, integrating heterogeneous hardware nodes into a unified, massively parallel architecture. Our system transcends tr…
Accelerating Sensor Fusion in Neuromorphic Computing: A Case Study on Loihi-2
Murat Isik, Karn Tiwari, Muhammed Burak Eryilmaz +1
In our study, we utilized Intel's Loihi-2 neuromorphic chip to enhance sensor fusion in fields like robotics and autonomous systems, focusing on datasets such as AIODrive, Oxford R…
Exploring Liquid Neural Networks on Loihi-2
Wiktoria Agata Pawlak, Murat Isik, Dexter Le +1
This study investigates the realm of liquid neural networks (LNNs) and their deployment on neuromorphic hardware platforms. It provides an in-depth analysis of Liquid State Machine…
A Survey Examining Neuromorphic Architecture in Space and Challenges from Radiation
Jonathan Naoukin, Murat Isik, Karn Tiwari
Inspired by the human brain's structure and function, neuromorphic computing has emerged as a promising approach for developing energy-efficient and powerful computing systems. Neu…