GA-Synthesized Training Framework for Adaptive Neuro-Fuzzy PID Control in High-Precision SPAD Thermal Management

GA-Synthesized Training Framework for Adaptive Neuro-Fuzzy PID Control in High-Precision SPAD Thermal Management

This study presents a hybrid adaptive control strategy that integrates genetic algorithm (GA) optimization with an adaptive neuro-fuzzy inference system (ANFIS) for precise thermal regulation of single-photon avalanche diodes (SPADs). To address the nonlinear and disturbance-sensitive dynamics of SP...

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Bibliographic Details
Main Authors: Mingjun Kuang, Qingwen Hou, Jindong Wang, Jianping Guo, Zhengjun Wei
Format: Article
Language:English
Published: MDPI AG 2025-07-01
Series:Machines
Subjects:
ANFIS-PID
genetic algorithm
hybrid adaptive control
single-photon avalanche diodes
thermal regulation
Online Access:https://www.mdpi.com/2075-1702/13/7/624
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