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基于BP-SVM模糊信息粒化掺烧煤泥 循环流化床经济性建模

张维 高明明 洪烽 李艺欣

中国电机工程学报2018,Vol.38Issue(4):1093-1100,后插14,9.
中国电机工程学报2018,Vol.38Issue(4):1093-1100,后插14,9.DOI:10.13334/j.0258-8013.pcsee.170432

基于BP-SVM模糊信息粒化掺烧煤泥 循环流化床经济性建模

Energy Cost Modeling for Circulating Fluidized Bed Boiler Mix-burning Coal Slime Based on BP-SVM and Fuzzy Information Granulation

张维 1高明明 1洪烽 1李艺欣2

作者信息

  • 1. 新能源电力系统国家重点实验室(华北电力大学),北京市昌平区 102206
  • 2. 中国电力工程顾问集团华北电力设计院有限公司,北京市西城区 100011
  • 折叠

摘要

Abstract

The circulating fluidized bed (CFB) technology is the best treatment method for comprehensive industrial utilization of coal slime, and mix-burning coal slime is also an important means to improve energy saving of circulating fluidized bed unit. On the basis of the 300MW CFB steady-state operating data, back propagation (BP) algorithm was applied to choose the input variables of the model; The net coal consumption rate after fuzzy information granulation was the output training samples of the BP-FIG-SVM model; SVM was used to build the BP-FIG-SVM model which described the relationship between actual operating condition parameters and the energy cost. The energy cost forecasting model of unit is set up based on actual operation data, and the model is the basis of optimizing energy cost of circulating fluidized bed boiler mix-burning coal slime.

关键词

循环流化床/供电煤耗/BP神经网络/模糊信息粒化/改进网格搜索法

Key words

circulating fluidized bed (CFB)/net coal consumption rate/BP neural network/fuzzy information granulation/improved grid search method

分类

能源科技

引用本文复制引用

张维,高明明,洪烽,李艺欣..基于BP-SVM模糊信息粒化掺烧煤泥 循环流化床经济性建模[J].中国电机工程学报,2018,38(4):1093-1100,后插14,9.

基金项目

国家重点研发计划(2016YFB0600205) (2016YFB0600205)

中央高校基本科研业务费专项资金项目(2015ZZD15, 2016MS28, 2017XS072). Project Supported by the National Key Research and Development Program (2016YFB0600205) (2015ZZD15, 2016MS28, 2017XS072)

Project Supported by the Fundamental Research Funds for the Central Universities Fund (2015ZZD15, 2016MS28, 2017XS072). (2015ZZD15, 2016MS28, 2017XS072)

中国电机工程学报

OA北大核心CSCDCSTPCD

0258-8013

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