|
OALib Journal期刊
ISSN: 2333-9721
费用：99美元
|
|
|
|
采用燃烧系统模型预测锅炉效率和nox排放浓度
, PP. 65-69
Keywords: 锅炉,燃烧系统,bp神经网络,遗传算法,ga？bp神经网络,锅炉效率,nox排放浓度
Abstract:
以某电厂燃煤锅炉燃烧调整试验数据为基础，运用bp神经网络建立锅炉效率与nox排放浓度的双目标锅炉燃烧系统模型，并用遗传算法优化bp神经网络的权值和阈值产生优化型ga？bp神经网络模型。通过对2种模型预测误差的比较表明，ga？bp神经网络模型的锅炉效率平均预测误差由6%降至3.4%，nox排放浓度平均预测误差由0.1%降至0.04%，泛化能力相对于bp神经网络模型大大增强，可适用于建立锅炉燃烧优化系统。
| [1] | 史峰,王小川,郁磊,等.matlab中文论坛.matlab神经网络30个案例分析[m].北京.北京航空航天大学出版社,2010.shifeng,wangxiaochuan,yulei,etal.thirtycasesstudyonthematlabneutralnetwork[m].beijing:beihanguniversitypress,2010(inchinese).
|
| [2] | 朱凯，王正林.精通matlab神经网络[m].北京.电子工业出版社,2010.zhukai,wangzhenglin.beproficientinmatlabneutralnetwork[m].beijing:publishinghouseofelectronicsindustry,2010(inchinese).
|
| [3] | 王学栋,辛洪昌,栾涛,等.330mw机组锅炉燃烧调整对nox排放浓度影响的试验研究[j].电站系统工程,2007,23(3):7-10.wangxuedong,xinhongchang,luantao,etal.researchandtestoninfluenceofboilercombustionadjustingonnoxemissionof330mwunit[j].2007,23(3):7-10.
|
| [4] | 吕玉坤,彭鑫.300mw燃煤锅炉nox排放特性试验研究[j].华北电力大学学报,2010,37(5):78-82.luyukun,pengxin.experimentalstudyonthecharacteristicsofnoxemissionwith300mwcoal-firedboiler[j].journalofnorthchinaelectricpoweruniversity(naturalscienceedition),2010,37(5):78-82.
|
| [5] | 李红利,张晓彤，兰立柱，等.基于遗传算法的rbf神经网络的优化设计方法[j].计算机仿真,2003,20(11):67-69.lihongli,zhangxiaotong,lanlizhu,etal.aoptimumdesignofrbfneuralnetworksbasedongeneticalgorithms[j].computersimulation,2003,20(11):67-69.
|
| [6] | 孟艳,潘宏侠.pso聚类和梯度算法结合的rbf神经网络优化[j].自动化仪表(工学版),2011,32(2):6-8.mengyan,panhongxia.optimizationofrbfneuralnetworkbasedoncombinationofpsoclusteringandgradientalgorithms[j].processautomationinstrumentation,2011,32(2):6-8.
|
| [7] | 岑可法,姚强,骆仲涣，等.燃烧理论与污染控制[m].北京.机械工业出版社,2004.cenkefa,yaoqiang,luozhongyang,etal.combustiontheoryandpollutioncontrol[m].beijing:machineryindustrypress,2004(inchinese).
|
| [8] | 王银坤,王学奇,肖明清,等.基于演化思想的rbf神经网络优化设计[j].计算机工程与应用,2007(1):94-95,124.wangyinkun,wangxueqi,xiaomingqing,etal.optimizationofrbfneuralnetworkbasedonevolvementideology[j].computerengineeringandapplications,2007(1):94-95,124.
|
| [9] | 彭鑫.电站燃煤锅炉热效率和nox排放混合建模与优化研究[d].保定:华北电力大学,2011.pengxin.hybridmodelingandoptimizationofthermalefficiencyandemissionforcoalfiredboilerinpowerplants[d].baoding:northchinaelectricpoweruniversity,2011(inchinese).
|
| [10] | chujizheng,shiehshyanshu.constrainedoptimizationofcombustioninasimulatedcoal-firedboilerusingartificialneuralnetworkmodelandinformationanalysis[j].fuel,2003,82(2):693-703.
|
| [11] | 赵欢,王培红,陆璐.电站锅炉热效率与nox排放响应特性建模方法[j].中国电机工程学报,2008,28(32):96-100.zhaohuan,wangpeihong,lulu.responsecharacteristicsmodelingofefficiencyandnoxemissionforpowerstationboiler[j].proceedingsofthecsee,2008,28(32):96-100.
|
| [12] | 尉庆国，刘汉涛，苏铁熊.混煤硫释放的bp神经网络模型预测[j].煤炭转化，2010,33(2)：39-42.weiqingguo,liuhantao,sutiexiong.studyonbpneuralnetworkinthepredictionmodelofblendedcoalsulfurreleasing[j].coalconversion,2010,33(2):39-42.
|
Full-Text
|
|
Contact Us
service@oalib.com QQ:3279437679 
WhatsApp +8615387084133
|
|
