A Fast-Transient One-Shot Droop Recovery Digital LDO With Reinforcement-Learning Droop Compensation for D2D Interfaces
  • Song, Minkyu
  • Hwang, Yunbeom
  • Jung, Seok-Won
  • Lee, Taeho
  • Moon, Seokhyeon
  • ... Park, Jun-Eun
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초록

This letter presents a digital low-dropout regulator (DLDO) featuring a one-shot voltage droop recovery and an ultrafast settling time of 8 ns, achieved through reinforcement-learning-based self-adaptive compensation (RL-SAC). The RL-SAC performs real-time background learning to identify the optimal current required to compensate for a given voltage droop. By iteratively learning the voltage droop, the RL-SAC enables the one-shot droop recovery, ensuring instant stabilization of the output voltage. A prototype was fabricated in a 40 nm CMOS process with an on-chip output capacitor of 100 pF. The prototype supports an input voltage VIN range from 0.4 to 0.9 V. Measurement results demonstrated a droop settling time of 8 ns and a voltage droop of 145 mV against a load current step of 102 mA/ns at VIN of 0.8 V and VOUT of 0.75 V. © 1986-2012 IEEE.

키워드

asynchronousChiplet systemevent-drivenfast transient responselow-dropout regulator (LDO)one-shot droop recoveryreinforcement-learning-based self-adaptive compensation (RL-SAC)
제목
A Fast-Transient One-Shot Droop Recovery Digital LDO With Reinforcement-Learning Droop Compensation for D2D Interfaces
저자
Song, MinkyuHwang, YunbeomJung, Seok-WonLee, TaehoMoon, SeokhyeonPark, Jun-Eun
DOI
10.1109/TPEL.2025.3574347
발행일
2025-10
유형
Article
저널명
IEEE Transactions on Power Electronics
40
10
페이지
14253 ~ 14258