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KNOWLEDGE TRANSFER-BASED MODELING METHOD FOR BLAST FURNACE GAS SCHEDULING SYSTEMS

机译:高炉煤气调度系统的基于知识转移的建模方法

摘要

A knowledge transfer-based modeling method for blast furnace gas scheduling systems, firstly, building energy body models of all stages of energy generation, transmission, consumption, storage and conversion based on pipe network structures of gas systems, and extracting common structure features of different gas systems based on the energy models; secondly, designing a data distribution feature-based membership function transfer method, learning mapping relations between data of the different gas systems according to distribution features of the data, and then transferring membership functions; thirdly, proposing a feature-based fuzzy rule transfer method, mapping rule structures of different systems to adjacent low-dimensional features, and realizing rule transfer in a rule reconstruction mode; and finally, designing a scheduling data-based knowledge transfer adjustment strategy, inputting actual scheduling data of blast furnace gas systems into the models, and adjusting corresponding rule parameters by taking a minimum deviation of an output scheduling scheme as a goal.
机译:一种基于知识转移的高炉煤气调度系统建模方法,首先,基于煤气系统的管网结构,建立能量产生,传递,消耗,存储和转换各个阶段的能量模型,提取不同结构的共同结构特征。基于能源模型的燃气系统;其次,设计了一种基于数据分布特征的隶属度函数传递方法,根据数据的分布特征学习不同燃气系统的数据之间的映射关系,然后传递隶属度函数。第三,提出一种基于特征的模糊规则传递方法,将不同系统的规则结构映射到相邻的低维特征,并以规则重构的方式实现规则传递。最后,设计了基于排程数据的知识转移调整策略,将高炉煤气系统的实际排程数据输入模型中,并以输出排程方案的最小偏差为目标来调整相应的规则参数。

著录项

  • 公开/公告号US2020219027A1

    专利类型

  • 公开/公告日2020-07-09

    原文格式PDF

  • 申请/专利权人 DALIAN UNIVERSITY OF TECHNOLOGY;

    申请/专利号US201816624780

  • 发明设计人 ZHENG LV;JUN ZHAO;YING LIU;WEI WANG;

    申请日2018-06-15

  • 分类号G06Q10/06;G06N5/02;H02J3;G06K9/62;G06F16/28;G06F17/16;

  • 国家 US

  • 入库时间 2022-08-21 11:20:07

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