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https://dspace.iiti.ac.in/handle/123456789/15066
Title: | HOAA: Hybrid Overestimating Approximate Adder for Enhanced Performance Processing Engine |
Authors: | Kokane, Omkar Sati, Prabhat Lokhande, Mukul Vishvakarma, Santosh Kumar |
Keywords: | Activation Function (AF);etc;Plus One Adder(P1A);Processing Engine (PE);Ripple Carry Adder(RCA);Subtractor |
Issue Date: | 2024 |
Publisher: | Institute of Electrical and Electronics Engineers Inc. |
Citation: | Kokane, O., Sati, P., Lokhande, M., & Vishvakarma, S. K. (2024). HOAA: Hybrid Overestimating Approximate Adder for Enhanced Performance Processing Engine. 2024 28th International Symposium on VLSI Design and Test, VDAT 2024. Scopus. https://doi.org/10.1109/VDAT63601.2024.10705729 |
Abstract: | This paper presents the Hybrid Overestimating Approximate Adder designed to enhance the performance in processing engines, specifically focused on edge-AI applications. A novel Plus One Adder design is proposed as an incremental adder in the RCA chain, incorporating a Full Adder with an excess-1 alongside inputs A, B, and Cin. The design approximates outputs to 2-bit values to reduce hardware complexity and improve resource efficiency. The Plus One Adder is integrated into a dynamically reconfigurable HOAA, allowing runtime interchangeability between accurate and approximate overestimation modes. The proposed design is demonstrated for multiple applications, such as Two's complement subtraction and Rounding-to-even, and the Configurable Activation function, which are critical components of the Processing engine. Our approach shows a 21% improvement in area efficiency and a 33% reduction in power consumption, compared to state-of-the-art designs with minimal accuracy loss. Thus, the proposed HOAA could be a promising solution for resource-constrained environments, offering ideal trade-offs between hardware efficiency vs computational accuracy. © 2024 IEEE. |
URI: | https://doi.org/10.1109/VDAT63601.2024.10705729 https://dspace.iiti.ac.in/handle/123456789/15066 |
ISBN: | 979-8350380101 |
Type of Material: | Conference Paper |
Appears in Collections: | Department of Electrical Engineering |
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