OALib Journal期刊
ISSN: 2333-9721
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基于elman神经网络的汽轮机组热力性能在线计算
, PP. 62-67
Keywords: 汽轮机组,热力性能,在线监测,elman神经网络,矩阵方程
Abstract:
为实现汽轮机组性能在线监测,建立了汽轮机组热力性能计算的elman神经网络模型,以某330mw汽轮机组为例检验该方法,并与机组矩阵方程计算方法进行对比。结果表明:本文所建立的elman神经网络模型能够反映输入参数与输出参数之间的非线性关系,同时具有训练时间短、计算速度快、结构可调整等特点,计算得到的汽轮机组热力性能参数的平均相对误差小于1%,是一种行之有效的在线计算方法。
References
[1] | 郭民臣,魏楠,杨勇平.热耗变换系数、抽汽效率与主循环效率[j].中国电机工程学报,2001,21(10):83-87.guominchen,weinan,yangyongping.heatratetransformationcoefficient,extractionsteamefficiencyandmaincycleefficiency[j].proceedingsofthecsee,2001,21(10):83-87.
|
[2] | 郭江龙,张树芳,宋之平,等.定热量等效热降法的数学基础及其矩阵分析模型[j].中国电机工程学报,2004,24(3):210-215.guojianglong,zhangshufang,songzhiping,etal.themathematicfundamentalofconstant-heatequivalentheatdropmethodanditsmodelformatrixanalysis[j].proceedingsofthecsee,2004,24(3):210-215.
|
[3] | 郭仲德,张树芳.定热量等效热降的改进计算模型[j].汽轮机技术,2011,53(1):27-28,80.guozhongde,zhangshufang.theimprovedcalculationmodelofconstant-heatequivalentheatdropmethod[j].turbinetechnology,2011,53(1):27-28,80.
|
[4] | 韩中合,闫丽涛,史志杰.各级抽汽等效热降的简捷算法[j].华北电力大学学报,2010,37(2):59-62.hanzhonghe,yanlitao,shizhijie.theimprovedcalculationmodelofconstant-heatbriefcalculatingmethodofeachextractionsteamequivalentheatdrop[j].journalofnorthchinaelectricpoweruniversity,2010,37(2):59-62.
|
[5] | 郑体宽.热力发电厂[m].北京:中国电力出版社,2000:18-33.zhengtikuan.thermalpowerplant[m].beijing:chinaelectricpowerpress,2000:18-33(inchinese).
|
[6] | 杜光程,廖立,张东欧,等.基于bp神经网络的厂煤耗在线仿真[j].计算机仿真,2011,28(4):313-315,344.duguangcheng,liaoli,zhangdongou,etal.on-linesimulationofcoalconsumptionforpowerplantbasedonbpneuralnetwork[j].computersimulation,2011,28(4):313-315,344.
|
[7] | 张靠社,杨剑.基于elman神经网络的短期风电功率预测[j].电网与清洁能源,2012,28(12):87-91.zhangkaoshe,yangjian.short-termwindpowerforecastingbasedontheelmanneuralnetwork[j].powersystemandcleanenergy,2012,28(12):87-91.
|
[8] | 宫唤春,吴义虎.基于elman神经网络的汽轮机排汽焓在线预测计算[j].热力透平,2007,36(4):241-244.gonghuangchun,wuyihu.onlinepredictingandcalculatingofsteamturbineexhaustenthalpybasedonelmanneuralnetwork[j].thermalturbine,2007,36(4):241-244.
|
[9] | 张利平,王铁生.基于免疫原理的rbf神经网络模型在汽轮机排汽焓计算中的应用[j].汽轮机技术,2008,50(5):347-349.zhangliping,wangtiesheng.calculationofsteamturbine'sexhaustenthalpybyusingtheimmuneradialbasisfunctionnetwork[j].turbinetechnology,2008,50(5):347-349.
|
[10] | 王建国,赵帅,王广雨.提高汽轮机排汽焓在线预测精度的ga-elman神经网络算法[j].热力发电,2014,43(10):90-94.wangjianguo,zhaoshuai,wangguangyu.aga-elmanneuralnetworkalgorithmwhichcanimproveonlinepredictionaccuracyofexhaustforsteamturbines[j].thermalpowergeneration,2014,43(10):90-94.
|
[11] | 郭民臣,魏楠,刘文毅."自由路径法则"在电厂热力系统分析中的应用[j].中国电机工程学报,2002,22(4):122-126.guominchen,weinan,liuwenyi.theapplicationof"freepathrule"inpowerplantthermodynamicsystemanalysis[j].proceedingsofthecsee,2002,22(4):122-126.
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