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基于LSTM的制酸风机出口压力软测量研究

陈本洲 谢家荣 王海阳 赵庆虚

云南冶金2025,Vol.54Issue(5):128-134,7.
云南冶金2025,Vol.54Issue(5):128-134,7.

基于LSTM的制酸风机出口压力软测量研究

Research on Soft Sensor Measurement of Acid Production Fan Outlet Pressure Based on LSTM

陈本洲 1谢家荣 1王海阳 1赵庆虚2

作者信息

  • 1. 易门铜业有限公司,云南 玉溪 651100
  • 2. 昆明冶金研究院有限公司,云南 昆明 650031||有色金属强化冶金新技术全国重点实验室,云南 昆明 650031
  • 折叠

摘要

Abstract

To address production issues caused by unstable outlet pressure of acid production fans(leading to flow fluctuations)during the conversion of SO2 from copper pyrometallurgy into sulfuric acid,a soft sensor model based on Long Short-Term Memory(LSTM)networks was constructed.Comparative analysis of model performance under different hyperparameter configurations was conducted,achieving high-precision prediction of the fan outlet pressure.The optimized LSTM model demonstrated a mean relative error of less than 5%on the test set,significantly enhancing measurement accuracy and real-time capability.

关键词

铜火法冶炼/风机出口压力/LSTM/软测量

Key words

copper pyrometallurgy/fan outlet pressure/LSTM/soft measurement

分类

信息技术与安全科学

引用本文复制引用

陈本洲,谢家荣,王海阳,赵庆虚..基于LSTM的制酸风机出口压力软测量研究[J].云南冶金,2025,54(5):128-134,7.

基金项目

云南省重大科技专项计划(202202AD080006) (202202AD080006)

云南冶金

1006-0308

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