|
OALib Journal期刊
ISSN: 2333-9721
费用：99美元
|
|
|
|
基于布谷鸟算法与bp神经网络的煤灰变形温度预测
, PP. 1423-1430
Keywords: 煤灰,灰变形温度,bp神经网络,布谷鸟算法,添加剂,配煤
Abstract:
？以120种煤样为数据基础,采用布谷鸟算法(cs)优化bp(backpropagation)神经网络,建立了csbp模型对单煤、煤掺添加剂和配煤等3类样本的煤灰变形温度(dt)样本进行预测。模型以煤灰化学成分及其组合参数等13个变量作为输入量,以变形温度(dt)作为输出量。csbp模型预测结果与bp神经网络模型预测结果进行对比发现,无论是单煤、煤掺添加剂还是配煤,csbp模型较bp模型对煤灰变形温度(dt)的预测都更加精准,平均相对误差分别达到了3.11%、4.08%和4.22%。另外,对比3类样本预测结果发现,无论是csbp模型还是bp模型,相比单煤预测而言,煤掺添加剂及配煤的预测误差都有明显的增加。
| [1] | 徐志明,赵永萍,文孝强,程鹏,袁帅.一种预测煤灰变形温度的新方法[j].中国电机工程学报,2011,31(17):38-43.(xuzhi-ming,zhaoyong-ping,wenxiao-qiang,chengpeng,yuanshuai.anewmethodtopredictdeformationtemperatureofcoalash[j].proceedingsofthecsee,2011,31(17):38-43.)
|
| [2] | loljasa,haxhih,martindj.correlationsinthepropertiesofalbaniancoals[j].fuel,2002,81(9):1095-1100.
|
| [3] | grayvr.predictionofashfusiontemperaturefromashcompositionforsomenewzealandcoals[j].fuel,1987,66(9):1230-1239.
|
| [4] | loljasa,haxhih,dhimitrir,drushkus,maljaa.correlationbetweenashfusiontemperaturesandchemicalcompositioninalbaniancoalashes[j].fuel,2002,81(17):2257-2261.
|
| [5] | 黄镇宇,李燕,赵京,周志军,周俊虎,岑可法.不同灰成分的低熔点煤灰熔融性调控机理研究[j].燃料化学学报,2012,40(9):1038-1043.(huangzhen-yu,liyan,zhaojing,zhouzhi-jun,zhoujun-hu,cenke-fa.ashfusionregulationmechanismofcoalwithlowmeltingpointanddifferentashcompositions[j].journaloffuelchemistryandtechnology,2012,40(9):1038-1043.)
|
| [6] | winegartnerec,rhodesbt.anempiricalstudyoftherelationofchemicalpropertiestoashfusiontemperatures[j].jenggasturbinespower,1975,97(3):395-403.
|
| [7] | 许洁,刘霞,李德侠,周志杰,王辅臣,于广锁.煤灰流动温度预测模型的研究[j].燃料化学学报,2012,40(12):1415-1421.(xujie,liuxia,lide-xia,zhouzhi-jie,wangfu-chen,yuguang-suo.predictionmodelforflowtemperatureofcoalash[j].journaloffuelchemistryandtechnology,2012,40(12):1415-1421.)
|
| [8] | özbayoglug,evrenözbayoglum.anewapproachforthepredictionofashfusiontemperatures:acasestudyusingturkishlignites[j].fuel,2006,85(4):545-552.
|
| [9] | liuyp,wumg,qianjx.predictingcoalashfusiontemperaturebasedonitschemicalcompositionusingaco-bpneuralnetwork[j].thermochimacta,2007,454(1):64-68.
|
| [10] | 王春林,周昊,李国能,邱坤赞,岑可法.基于支持向量机与遗传算法的灰熔点预测[j].中国电机工程学报,2007,27(8):11-15.(wangchun-lin,zhouhao,liguo-neng,qiukun-zan,cenke-fa.combiningsupportvectormachineandgeneticalgorithmtopredictashfusiontemperature[j].proceedingsofthecsee,2007,27(8):11-15.)
|
| [11] | qiujr,lif,zhengy,zhengcg,zhouhc.theinfluencesofmineralbehaviouronblendedcoalashfusioncharacteristics[j].fuel,1999,78(8):963-969.
|
| [12] | 禹立坚,黄镇宇,程军,潘华引,周俊虎,岑可法.配煤燃烧过程中煤灰熔融性研究[j].燃料化学学报,2009,37(2):139-144.(yuli-jian,huangzhen-yu,chengjun,panhua-yin,zhoujun-hu,cenke-fa.studyonthecoalashfusibilityduringblendingcoalcombusition[j].journaloffuelchemistryandtechnology,2009,37(2):139-144.)
|
| [13] | 马岩,黄镇宇,唐慧儒,王智化,周俊虎,岑可法.准东煤灰化过程中的矿物演变及矿物添加剂对其灰熔融特性的影响[j].燃料化学学报,2014,42(1):20-25.(mayan,huangzhen-yu,tanghui-ru,wangzhi-hua,zhoujun-hu,cenke-fa.mineralconversionofzhundongcoalduringashingprocessandtheeffectofmineraladditivesonitsashfusioncharacteristics[j].journaloffuelchemistryandtechnology,2014,42(1):20-25.)
|
| [14] | 赵京.改善燃煤结渣以及燃烧特性的研究[d].浙江大学,2011.(zhaojing.theresearchonpreventingslaggingandimprovementcombustioncharacteristicsofcoal[d].zhejianguniversity,2011).
|
| [15] | sextonrs,dorseyre.reliableclassificationusingneuralnetworks:ageneticalgorithmandbackpropagationcomparison[j].decissupportsyst,2000,30(1):11-22.
|
| [16] | yangxs,debs.cuckoosearchvialévyflights[c].nature&biologicallyinspiredcomputing,worldcongresson.ieee,2009:210-214.
|
| [17] | 王众,贾陈喜,孙悦华.中杜鹃寄生繁殖及雏鸟生长一例[j].动物学杂志,2004,39(1):103-105.(wangzhong,jiachen-xi,sunyue-hua.parasitizedbreedingandnestlingsgrowthinorientalcuckoo[j].chinesejournalofzoology,2004,39(1):103-105.)
|
| [18] | viswanathangm,afanasyevv,buldyrevsv,murphy,ej,prince,pa,stanley,he.lévyflightsearchpatternsofwanderingalbatrosses[j].nature,1996,381(6581):413-415.
|
| [19] | viswanathangm,afanasyevv,buldyrevsv,murphy,ej,prince,pa,stanley,he.lévyflightsinrandomsearches[j].physicaa:statmechappl,2000,282(1):1-12.
|
| [20] | 李煜,马良.新型元启发式布谷鸟搜索算法[j].系统工程,2012,30(8):64-69.(liyu,maliang.anewmetaheuristiccuckoosearchalgorithm[j].systemsengineering,2012,30(8):64-69.)
|
| [21] | valiane,mohannas,tavakolis.improvedcuckoosearchalgorithmforfeedforwardneuralnetworktraining[j].intjartifintellappl,2011,2(3):36-43.
|
| [22] | 赵晓辉.基于矿物质赋存形态与转变过程的炉内灰渣沉积研究[d].浙江大学,2007.(zhaoxiao-hui.studyonashdepositioninboilerbasedonmodesofoccurrenceandtransformationofmineralmatters[d].zhejianguniversity,2007.)
|
| [23] | 卢丹.不同预处理方法对煤结渣影响的实验研究[d].浙江大学,2010.(ludan.astudyondifferentpretreatmentmethodsforpreventingcoalslagging[d].zhejianguniversity,2010.)
|
Full-Text
|
|
Contact Us
service@oalib.com QQ:3279437679 
WhatsApp +8615387084133
|
|
