Using a SystemC Based Design and Simulation System for Hyperdimensional Computing with Multi-Level-Cell Look-Up-Tables with ReRAM

Seiler B, Reuben JR, Fey D (2025)

Publication Type: Conference contribution

Publication year: 2025

Publisher: Institute of Electrical and Electronics Engineers Inc.

Pages Range: 1254-1259

Conference Proceedings Title: Conference Proceedings - 2025 IEEE International Conference on Metrology for eXtended Reality, Artificial Intelligence and Neural Engineering, MetroXRAINE 2025

Event location: Ancona IT

ISBN: 9798331502799

DOI: 10.1109/MetroXRAINE66377.2025.11340078

Abstract

In the paper, we present three topics addressing the distribution and the support of neuromorphic applications using memristive devices. First, we present a design and simulation system for memristive architectures, working on the system-level that allows a flexible and powerful handling of memristive devices for crossbar based memristive architectures, written in SystemC. Using SystemC allows much faster simulation times compared to other solutions, e.g. in Verilog-A and allows a hardware/software co-design with memristive devices on multiple levels of abstraction. This is demonstrated in the second topic of our paper, namely the design of a hyperdimensional computing (HDC) system using ReRAM technology. In addition, and this considers the third topic of our paper, addressing an architectural aspect, is the use of multi-level cell ReRAMs in look-up-tables (LUTs) for the realization of the necessary Boolean logic in an HDC system. Everything is modeled in our SystemC based design system and the area-saving use of MLC based LUTs compared to e.g. SRAM based LUTs is impressively shown.

Authors with CRIS profile

John Reuben Prabahar Lehrstuhl für Informatik 3 (Rechnerarchitektur) Dietmar Fey Lehrstuhl für Informatik 3 (Rechnerarchitektur)

How to cite

APA:

Seiler, B., Reuben, J.R., & Fey, D. (2025). Using a SystemC Based Design and Simulation System for Hyperdimensional Computing with Multi-Level-Cell Look-Up-Tables with ReRAM. In Conference Proceedings - 2025 IEEE International Conference on Metrology for eXtended Reality, Artificial Intelligence and Neural Engineering, MetroXRAINE 2025 (pp. 1254-1259). Ancona, IT: Institute of Electrical and Electronics Engineers Inc..

MLA:

Seiler, Benjamin, John Reuben Reuben, and Dietmar Fey. "Using a SystemC Based Design and Simulation System for Hyperdimensional Computing with Multi-Level-Cell Look-Up-Tables with ReRAM." Proceedings of the 4th IEEE International Conference on Metrology for eXtended Reality, Artificial Intelligence and Neural Engineering, MetroXRAINE 2025, Ancona Institute of Electrical and Electronics Engineers Inc., 2025. 1254-1259.

BibTeX: Download