A Lightweight Peripheral Design for RRAM-based LUTs
Resistive random-access memory (RRAM) has garnered increasing interest due to its compact structure size, low energy requirements, and non-volatility. Recently, RRAM crossbars have shown potential for implementing lookup tables (LUTs) for reconfigurable logic. However, due to its analog properties, RRAM suffers from extensive peripherals, such as analog-to-digital converters (ADCs). In this paper, we tackle this problem by combining signal amplification, logic disjunction, and conversion to the digital domain in a single compact gate. As a result, the proposed RRAM-based LUT (R-LUT) design reduces the area per LUT by a factor of four and the peripheral overhead by more than six times. It is also almost three times smaller than an SRAM-based LUT implemented in the same technology. At the same time, it achieves a competitive access frequency of more than 3 GHz while consuming less than 240 fJ per inference, improving all major aspects of state-of-the-art R-LUT designs.
Authors
- Saleh Mulhem (ORCID: https://orcid.org/0000-0001-7380-5270)
- Christoph Hübner (ORCID: https://orcid.org/0009-0003-0690-9231)
- Mladen Bereković (ORCID: https://orcid.org/0000-0003-1911-756X)
- Rainer Buchty (ORCID: https://orcid.org/0009-0004-9413-2078)
- Philipp Grothe (ORCID: https://orcid.org/0009-0003-0703-9397)
Publication Details
- Published
- 2025-05-25
- DOI
- https://doi.org/10.1109/iscas56072.2025.11043944
- Primary Topic
- Advanced Neural Network Applications
- Type
- article
- Field-Weighted Citation Impact
- 0.00