Design of a low-power Digital-to-Pulse Converter (DPC) for in-memory-computing applications

被引:1
作者
Humood, Khaled [1 ]
Pan, Yihan [1 ]
Wang, Shiwei [1 ]
Serb, Alexander [1 ]
Prodromakis, Themis [1 ]
机构
[1] Univ Edinburgh, Inst Integrated Micro & Nano Syst, Ctr Elect Frontiers, Old Coll,Sch Engn, Edinburgh EH8 9YL, Scotland
基金
英国工程与自然科学研究理事会;
关键词
Digital; Time; Encoding; Converter; Low-power; Digital-Pulse-Converter; Data-converter; ANALOG CONVERTER; CMOS; ADC;
D O I
10.1016/j.mejo.2024.106420
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Data converters such as analog-to-digital converters (ADCs), digital-to-analog converters (DACs), digital-to-time converters (DTCs), time-to-digital converters (TDCs), among others, are considered some of the most essential blocks in the field of integrated circuit design. In this work, we introduce a novel type of data converter known as the Digital-to-Pulse converter (DPC) and present its novel analog flow circuit implementation. The DPC system is a critical component in emerging artificial neural network accelerators and in-memory computing systems. The DPC system presented in this study offers two distinct operating modes. The first mode is the generation of a single pulse with a width that is modulated by the digital input. The second mode is an n-bit digital to discrete pulse converter, where the number of generated pulses is directly related to the value of the digital input. The proposed DPC system offers designers a high level of flexibility in shaping the characteristics of the output pulses, including the number of pulses, pulse width, and pulse amplitude. This empowers designers to accommodate different application requirements and scenarios effectively. The proposed circuit has been verified and tested using Virtuoso Cadence circuit tools in 180 nm CMOS technology with post-layout simulation and analysis. The results indicate a significant enhancement in average power consumption (similar to 12x), layout area (similar to 5x), and latency (similar to 1.4x) with the proposed system compared to the digital Register Transfer Level (RTL) implementation under a power supply of 1.8V and a clock frequency of 1 GHz in the Application Specific Integrated Circuits (ASIC) flow. This demonstrates the suitability of the proposed system for low-power and high-speed applications.
引用
收藏
页数:6
相关论文
共 19 条
[1]   A fully integrated reprogrammable memristor-CMOS system for efficient multiply-accumulate operations [J].
Cai, Fuxi ;
Correll, Justin M. ;
Lee, Seung Hwan ;
Lim, Yong ;
Bothra, Vishishtha ;
Zhang, Zhengya ;
Flynn, Michael P. ;
Lu, Wei D. .
NATURE ELECTRONICS, 2019, 2 (07) :290-299
[2]  
Haghparast M, 2011, Design of a nanometric reversible 4-bit binary counter with parallel load
[3]  
Humood K., 2023, 2023 30 IEEE INT C E, P1, DOI [10.1109/ICECS58634.2023.10382888, DOI 10.1109/ICECS58634.2023.10382888]
[4]   On-chip tunable Memristor-based flash-ADC converter for artificial intelligence applications [J].
Humood, Khaled ;
Mohammad, Baker ;
Abunahla, Heba ;
Azzam, Anas .
IET CIRCUITS DEVICES & SYSTEMS, 2020, 14 (01) :107-114
[5]   A four-megabit compute-in-memory macro with eight-bit precision based on CMOS and resistive random-access memory for AI edge devices [J].
Hung, Je-Min ;
Xue, Cheng-Xin ;
Kao, Hui-Yao ;
Huang, Yen-Hsiang ;
Chang, Fu-Chun ;
Huang, Sheng-Po ;
Liu, Ta-Wei ;
Jhang, Chuan-Jia ;
Su, Chin-, I ;
Khwa, Win-San ;
Lo, Chung-Chuan ;
Liu, Ren-Shuo ;
Hsieh, Chih-Cheng ;
Tang, Kea-Tiong ;
Ho, Mon-Shu ;
Chou, Chung-Cheng ;
Chih, Yu-Der ;
Chang, Tsung-Yung Jonathan ;
Chang, Meng-Fan .
NATURE ELECTRONICS, 2021, 4 (12) :921-+
[6]   ENNA: An Efficient Neural Network Accelerator Design Based on ADC-Free Compute-In-Memory Subarrays [J].
Jiang, Hongwu ;
Huang, Shanshi ;
Li, Wantong ;
Yu, Shimeng .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2023, 70 (01) :353-363
[7]  
Kim JH, 1998, IEEE T CIRCUITS-II, V45, P1605, DOI 10.1109/82.746683
[8]   A 7-bit 3.8-GS/s 2-Way Time-Interleaved 4-bit/Cycle SAR ADC 16x Time-Domain Interpolation in 28-nm CMOS [J].
Li, Dengquan ;
Zhao, Xin ;
Shen, Yi ;
Liu, Shubin ;
Zhu, Zhangming .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2023, 70 (09) :3557-3566
[9]   Delay-Line-Based Analog-to-Digital Converters [J].
Li, Guansheng ;
Tousi, Yahya M. ;
Hassibi, Arjang ;
Afshari, Ehsan .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2009, 56 (06) :464-468
[10]  
Lin HB, 2016, 2016 IEEE INTERNATIONAL SYMPOSIUM ON RADIO-FREQUENCY INTEGRATION TECHNOLOGY (RFIT)