Neuromorphic and Ising Computing using Emerging Non-Volatile Memory Devices for Edge Applications: Wireless Communication and Robotics

Both neuromorphic computing and Ising machines are emerging computing paradigms that involve device-circuit-system-algorithm co-design and are targeted towards edge applications owing to the high-speed and lowenergy advantages they offer. Here, we discuss three works we have carried out related to neuromorphic and Ising computing with a focus on edge applications: The first design is carried out at the device level, the second at a circuit level, and the third at an algorithm level. But all designs utilize emerging non-volatile memory (NVM) devices.

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Published
2025-06-22
DOI
https://doi.org/10.1109/drc66027.2025.11105754
Primary Topic
Advanced Memory and Neural Computing
Type
article
Field-Weighted Citation Impact
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article

Neuromorphic and Ising Computing using Emerging Non-Volatile Memory Devices for Edge Applications: Wireless Communication and Robotics

Shreyam Chatterjee, Debanjan Bhowmik, P. K. Muduli, Abhinaba Ghosh et al.
Advanced Memory and Neural Computing
article

Neuromorphic and Ising Computing using Emerging Non-Volatile Memory Devices for Edge Applications: Wireless Communication and Robotics

Shreyam Chatterjee, Debanjan Bhowmik, P. K. Muduli, Abhinaba Ghosh, Ram Singh Yadav, Harsh Kumar Jadia
article en

Abstract

Both neuromorphic computing and Ising machines are emerging computing paradigms that involve device-circuit-system-algorithm co-design and are targeted towards edge applications owing to the high-speed and lowenergy advantages they offer. Here, we discuss three works we have carried out related to neuromorphic and Ising computing with a focus on edge applications: The first design is carried out at the device level, the second at a circuit level, and the third at an algorithm level. But all designs utilize emerging non-volatile memory (NVM) devices.

Indian Institute of Technology Bombay (IN), Indian Institute of Technology Delhi (IN)
Openalex Percentile: Top 81%
Advanced Memory and Neural Computing
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