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A System Behavioral Approach to Big Data-driven Nonlinear Process Control

A System Behavioral Approach to Big Data-driven Nonlinear Process Control
大数据驱动的非线性过程控制的系统行为方法
批准号:
DP210101978
负责人:
Prof Jie Bao
金额:
$31.5万
依托单位国家:
澳大利亚
项目类别:
Discovery Projects
财政年份:
2021
资助国家:
澳大利亚
项目状态:
已结题
起止时间:
2021-01-01 至 2023-12-31

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中文摘要
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英文摘要
This project aims to develop a novel process control approach that utilises big process data to improve the cost-effectiveness of industrial processes. Existing monitoring systems in the industry have been collecting a tremendous amount of process operation data but little effort has been made to use the big process data to enhance process operations. Based on the system behavioural approach and dissipativity theory, integrated with machine learning techniques, this project expects to develop a novel framework for data-driven control using big process data. The outcomes are expected to benefit the Australian process industry, where many processes are controlled by inadequate logic controllers, by improving their operational efficiency.
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Big Data-based Distributed Control using a Behavioural Systems Framework
  • 批准号:
    DP240100300
  • 项目类别:
    Discovery Projects
  • 资助金额:
    $29.85万
  • 财政年份:
    2024
  • 负责人:
    Prof Jie Bao
  • 依托单位:
Data-based Control of Process Feature Dynamics through Latent Behaviours
  • 批准号:
    DP220100355
  • 项目类别:
    Discovery Projects
  • 资助金额:
    $29.13万
  • 财政年份:
    2022
  • 负责人:
    Prof Jie Bao
  • 依托单位:
ARC Research Hub for Integrated Energy Storage Solutions
  • 批准号:
    IH180100020
  • 项目类别:
    Industrial Transformation Research Hubs
  • 资助金额:
    $212.66万
  • 财政年份:
    2019
  • 负责人:
    Prof Jie Bao
  • 依托单位:
Distributed nonlinear control based on differential dissipativity
  • 批准号:
    DP180101717
  • 项目类别:
    Discovery Projects
  • 资助金额:
    $26.79万
  • 财政年份:
    2018
  • 负责人:
    Prof Jie Bao
  • 依托单位:
国内基金
海外基金
Behavioral Insights on Cooperation in Social Dilemmas
  • 批准号:
    --
  • 项目类别:
    外国优秀青年学者研究基金项目
  • 资助金额:
    --
  • 批准年份:
    2024
  • 负责人:
    LIEN,Jaimie Wei-Hung
  • 依托单位: