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Intelligent switching expert system for delayed coking unit based on iterative learning strategy

机译:基于迭代学习策略的延迟焦​​化装置智能切换专家系统

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摘要

Delayed coking is the most effective process to decarbonize and demetallize heavy petroleum residues. However, it relies much on the field engineers' experiences and expertise in practice for operating the controllers effectively and compatibly in delayed coking. This study establishes a knowledge database of intelligent switching expert system by analyzing the on-site data and operator's experiences. A feed-forward control strategy based on iterative learning is introduced to erase disturbances arising from switching operation. The intelligent switching expert system (1SES) proposed here is guaranteed to be converged by introducing a convergence factor. The effectiveness and maneuverability of the ISES are proved by the simulation results on Shadow Plant Simulation Platform.
机译:延迟焦化是使重石油残留物脱碳和脱金属的最有效方法。但是,它在很大程度上取决于现场工程师的经验和专业知识,才能在延迟焦化过程中有效且兼容地操作控制器。通过分析现场数据和操作人员的经验,建立智能开关专家系统的知识库。引入了基于迭代学习的前馈控制策略,以消除开关操作引起的干扰。通过引入收敛因子,可以保证此处提出的智能交换专家系统(1SES)收敛。在Shadow Plant Simulation平台上的仿真结果证明了ISES的有效性和可操作性。

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  • 来源
    《Expert Systems with Application》 |2011年第7期|p.9023-9029|共7页
  • 作者单位

    Institute of Process Control and Engineering. Department of Automation, Tsinghua University, Beijing 100084, China;

    Institute of Process Control and Engineering. Department of Automation, Tsinghua University, Beijing 100084, China;

    Institute of Process Control and Engineering. Department of Automation, Tsinghua University, Beijing 100084, China;

    Institute of Process Control and Engineering. Department of Automation, Tsinghua University, Beijing 100084, China;

    Center for Forecasting Science (CEFS), Chinese Academy of Sciences, Academy of Mathematics and Systems Science, Beijing 100080, China;

    Institute of Process Control and Engineering. Department of Automation, Tsinghua University, Beijing 100084, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    iterative learning; expert system; delayed coking; intelligent control;

    机译:迭代学习;专业系统;延迟焦化;智能控制;

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