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一种面向存算一体的具有片上自校准的三级流水线读出电路

陈建涛 乔洋 虞致国 顾晓峰

测试科学与仪器2026,Vol.17Issue(3):446-458,13.
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测试科学与仪器2026,Vol.17Issue(3):446-458,13.DOI:10.62756/jmsi.1674-8042.2026038

一种面向存算一体的具有片上自校准的三级流水线读出电路

A three-stage pipeline readout circuit with on-chip self-calibration for computing-in-memory

陈建涛 1乔洋 1虞致国 1顾晓峰1

作者信息

  • 1. 江苏省MEMS传感器与专用集成电路制造技术重点实验室,江南大学 集成电路学院,江苏 无锡 214401
  • 折叠

摘要

Abstract

This paper presents a high-precision three-stage pipeline readout circuit for computing-in-memory(CIM)architectures with on-chip self-calibration.The proposed readout circuit addresses the challenges of precision errors in analog computing and enhances computing throughput.A current subtraction error calibration is proposed to effectively compensate for current mirror mismatches,ensuring accurate bypass current by employing negative feedback and capacitor storage.In addition,a resistance variation calibration is proposed to suppress the non-linearity of current-to-voltage conversion circuits with ADC-assisted offset detection.Furthermore,a three-stage pipeline scheme is proposed to enhance computing throughput by parallel processing.Simulated in a 55 nm process,the proposed current subtraction error calibration improves the precision of adjacent column current subtraction by 58.3%compared to the case without calibration.Moreover,the computing throughput of the proposed readout circuit reaches 1 908 giga operations per second(GOPS).Under 8-bit weight input and 8-bit output quantization,the proposed readout circuit demonstrates significant improvements in inference accuracy on MNIST,CIFAR-10,and ImageNet datasets by 7.6%,6.6%,and 8.9%,respectively.

关键词

存内计算/读出电路/片上自校准/流水线架构/电流失配校准

Key words

computing-in-memory(CIM)/readout circuit/on-chip self-calibration/pipeline architecture/current error calibration

引用本文复制引用

陈建涛,乔洋,虞致国,顾晓峰..一种面向存算一体的具有片上自校准的三级流水线读出电路[J].测试科学与仪器,2026,17(3):446-458,13.

基金项目

This work was supported by Key Research Project of Jiangsu Province(No.BE2023019-3). (No.BE2023019-3)

测试科学与仪器

1674-8042

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