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Web of Science收录中国学术期刊（/html/200506/96947.html提供，2005）英文刊名中文刊名出版社数据库ISSNACTA BIOCHIMICA ET BIOPHYSICA SINICA 生物化学与生物物理学报SHANGHAI INST BIOCHEMISTRY,ACADEMIA SINICASCIE 0582-9879ACTA BOTANICA SINICA 植物学报SCIENCE CHINA PRESS SCIE 1672-6650ACTA CHIMICA SINICA 化学学报SCIENCE CHINA PRESS SCI CDSCIE0567-7351ACTA GEOLOGICA SINICA-ENGLISH EDITION 地质学报（英文版）GEOLOGICAL SOC CHINA SCIE 1000-9515ACTA MATHEMATICA SCIENTIA 数学物理学报（英文版）KLUWER ACADEMIC PUBL SCIE 0252-9602ACTA MATHEMATICA SINICA-ENGLISH SERIES 数学学报（英文版）SPRINGER-VERLAG HEIDELBERG SCIE 1439-8516ACTA MECHANICA SINICA 力学学报（英文版）CHINESE JOURNAL MECHANICSPRESSSCI CDSCIE0567-7718ACTA MECHANICA SOLIDA SINICA 固体力学学报ACTA MECHANICA SOLIDASINICASCIE 0894-9166ACTA METALLURGICASINICA金属学报SCIENCE CHINA PRESS SCIE 0412-1961 ACTA OCEANOLOGICASINICACHINA OCEAN PRESS SCIE 0253-505X ACTA PETROLOGICASINICA岩石学报SCIENCE CHINA PRESS SCIE 1000-0569ACTA PHARMACOLOGICA SINICA 中国药理学报ACTA PHARMACOLOGICASINICASCI CDSCIE1671-4083ACTA PHYSICA SINICA 物理学报CHINESE PHYSICAL SOC SCI CDSCIE1000-3290ACTA PHYSICO-CHIMICA SINICA 物理化学学报PEKING UNIV PRESS SCIE 1000-6818ACTA PHYTOTAXONOMICA SINICA 植物分类学报SCIENCE CHINA PRESS SCIE 0529-1526ACTA POLYMERICASINICA高分子学报SCIENCE CHINA PRESS SCIE 1000-3304ADVANCES IN ATMOSPHERIC SCIENCES 大气科学进展（英文版）SCIENCE CHINA PRESS SCIE 0256-1530ALGEBRA COLLOQUIUM 代数集刊（英文版）SPRINGER-VERLAG SCIE 1005-3867APPLIED MATHEMATICS ANDMECHANICS-ENGLISH EDITION 应用数学与力学（英文版）SHANGHAI UNIV SCIE 0253-4827ARTS OF ASIA 亚洲艺术ARTS ASIA PUBLICATIONS LTD AHCI 0004-4083ASIAN JOURNAL OF ANDROLOGY 亚洲男性学杂志（英文版）SCIENCE CHINA PRESS SCIE 1008-682XBIOMEDICAL AND ENVIRONMENTAL SCIENCES 生物医学与环境科学（英文版）CHINESE ACAD PREVENTIVEMEDICINESCIE 0895-3988JOURNAL OF CENTRAL SOUTH UNIVERSITY OF TECHNOLOGY 中南工业大学学报（英文版）JOURNAL OF CENTRAL SOUTHUNIV TECHNOLOGYSCIE 1005-9784JOURNAL OF COMPUTATIONAL MATHEMATICS 计算数学（英文版）VSP BV SCIE 0254-9409JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY 计算机科学与技术学报（英文版）SCIENCE CHINA PRESS SCIE 1000-9000CELL RESEARCH 细胞研究SCIENCE CHINA PRESS SCI 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Rank ISSN Abbreviated JournalTitleFull Title Category Subcategory150001-4842ACCOUNTS CHEM RES ACCOUNTS OF CHEMICAL RESEARCH化学化学综合330001-5962ACTA MATH-DJURSHOLM ACTA MATHEMATICA数学数学370001-6322ACTA NEUROPATHOL ACTA NEUROPATHOLOGICA医学病理学580001-8732ADV PHYS ADVANCES IN PHYSICS物理物理：凝聚态物理680002-5100ALDRICHIM ACTA ALDRICHIMICA ACTA化学有机化学890002-9165AM J CLIN NUTR AMERICAN JOURNAL OF CLINICAL NUTRITION医学营养学940002-9297AM J HUM GENET AMERICAN JOURNAL OF HUMAN GENETICS生物遗传学1050002-953X AM J PSYCHIAT AMERICAN JOURNAL OF PSYCHIATRY医学精神病学1150003-0007 B AM METEOROL SOC BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIE地学气象与大气科学1320003-2700ANAL CHEM ANALYTICAL CHEMISTRY化学分析化学1380003-3472ANIM BEHAV ANIMAL BEHAVIOUR生物动物学1520003-4819ANN INTERN MED ANNALS OF INTERNAL MEDICINE医学医学：内科1530003-486X ANN MATH ANNALS OF MATHEMATICS数学数学1570003-4932ANN SURG ANNALS OF SURGERY医学外科1580003-4967ANN RHEUM DIS ANNALS OF THE RHEUMATIC DISEASES医学风湿病学1670003-6900APPL MECH REV Applied Mechanics Reviews物理力学2020004-5411J ACM JOURNAL OF THE ACM工程技术计算机：理论方法2110004-8038AUK AUK生物鸟类学2400006-3223BIOL PSYCHIAT BIOLOGICAL PSYCHIATRY医学精神病学2530006-4971BLOOD BLOOD医学血液学2610006-8950BRAIN BRAIN医学临床神经学2780007-1323BRIT J SURG BRITISH JOURNAL OF SURGERY医学外科2940007-9235CA-CANCER J CLIN CA-A CANCER JOURNAL FOR CLINICIANS医学肿瘤学3410009-2665CHEM REV CHEMICAL REVIEWS化学化学综合3590009-7322CIRCULATION CIRCULATION医学外周血管病3600009-7330CIRC RES CIRCULATION RESEARCH医学外周血管病3680009-9147CLIN CHEM CLINICAL CHEMISTRY医学医学实验技术3840010-3640COMMUN PUR APPL MATH COMMUNICATIONS ON PURE AND APPLIED MATHEMATIC数学数学3890010-4655COMPUT PHYS COMMUN COMPUTER PHYSICS COMMUNICATIONS物理计算机：跨学科应用3970010-8545COORDIN CHEM REV COORDINATION CHEMISTRY REVIEWS化学无机化学与核化学4150011-9164DESALINATION DESALINATION工程技术工程：化工4220012-1797DIABETES DIABETES医学内分泌学与代谢4350012-7094DUKE MATH J DUKE MATHEMATICAL JOURNAL数学数学4390012-8252EARTH-SCI REV EARTH-SCIENCE REVIEWS地学地球科学综合4410012-9615ECOL MONOGR ECOLOGICAL MONOGRAPHS环境科学生态学4430012-9682ECONOMETRICA ECONOMETRICA社会科学数学跨学科应用4470013-4651J ELECTROCHEM SOC JOURNAL OF THE ELECTROCHEMICAL SOCIETY工程技术材料科学：膜4530013-726X ENDOSCOPY ENDOSCOPY医学外科4910015-0282FERTIL STERIL FERTILITY AND STERILITY医学妇产科学5210016-5085GASTROENTEROLOGY GASTROENTEROLOGY医学胃肠肝病学5360016-7606GEOL SOC AM BULL GEOLOGICAL SOCIETY OF AMERICA BULLETIN地学地球科学综合5530017-5749GUT GUT医学胃肠肝病学5820018-9219P IEEE PROCEEDINGS OF THE IEEE工程技术工程：电子与电气6480020-7489INT J NURS STUD INTERNATIONAL JOURNAL OF NURSING STUDIES医学护理6590020-9910INVENT MATH INVENTIONES MATHEMATICAE数学数学6880021-8790J ANIM ECOL JOURNAL OF ANIMAL ECOLOGY环境科学动物学7260021-9738J CLIN INVEST JOURNAL OF CLINICAL INVESTIGATION医学医学：研究与实验7300021-9967J COMP NEUROL JOURNAL OF COMPARATIVE NEUROLOGY医学动物学7390022-0302J DAIRY SCI JOURNAL OF DAIRY SCIENCE农林科学奶制品与动物科学7410022-0345J DENT RES JOURNAL OF DENTAL RESEARCH医学牙科与口腔外科7420022-0396J DIFFER EQUATIONS JOURNAL OF DIFFERENTIAL EQUATIONS数学数学7570022-1007J EXP MED JOURNAL OF EXPERIMENTAL MEDICINE医学免疫学7860022-202X J INVEST DERMATOL JOURNAL OF INVESTIGATIVE DERMATOLOGY医学皮肤病学8040022-2623J MED CHEM JOURNAL OF MEDICINAL CHEMISTRY医学医药化学8170022-3050J NEUROL NEUROSUR PS JOURNAL OF NEUROLOGY NEUROSURGERY AND PSYCHIA医学精神病学8310022-3417J PATHOL JOURNAL OF PATHOLOGY医学病理学8330022-3476J PEDIATR-US JOURNAL OF PEDIATRICS医学小儿科8360022-3530J PETROL JOURNAL OF PETROLOGY地学地球化学与地球物理9170024-9297MACROMOLECULES MACROMOLECULES工程技术高分子科学MULTIDISCIPLINARY SCIENCES9990027-8424P NATL ACAD SCI USA PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENC10020028-0836NATURE NATURE综合性期刊综合性期刊10150028-3878NEUROLOGY NEUROLOGY医学临床神经学10200028-4793NEW ENGL J MED NEW ENGLAND JOURNAL OF MEDICINE医学医学：内科10400029-6554NURS OUTLOOK NURSING OUTLOOK医学护理10460029-7844OBSTET GYNECOL OBSTETRICS AND GYNECOLOGY医学妇产科学10840031-4005PEDIATRICS PEDIATRICS医学小儿科10940031-6997PHARMACOL REV PHARMACOLOGICAL REVIEWS医学药学11140031-9333PHYSIOL REV PHYSIOLOGICAL REVIEWS医学生理学11230032-079X PLANT SOIL PLANT AND SOIL农林科学农艺学11250032-0889PLANT PHYSIOL PLANT PHYSIOLOGY生物植物科学11550033-2909PSYCHOL BULL PSYCHOLOGICAL 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Investigation of moisture condensation on papermaking plant envelopes in high humidity environment by orthogonal analysis and CFD simulationGuangcai Gong *,Chunwen Xu,Junjun Jiao,Yuankun Liu,Sainan XieCollege of Civil Engineering,Hunan University,Changsha 410082,Chinaa r t i c l e i n f oArticle history:Received 10September 2010Received in revised form 30January 2011Accepted 31January 2011Keywords:Building envelopes Moisture condensationHigh humidity environment Papermaking plantOrthogonal experiment CFD simulationa b s t r a c tThe objective of this study is to investigate the problem of moisture condensation on papermaking plant envelopes in high humidity environment.In this study,orthogonal experiment method is combined with CFD simulation to explore how moisture condensation varies with governing factors,such as the thermal parameters of building envelopes,temperature and humidity distributions or ventilation and air distribution.The criteria used by our work to determine whether the condensation will occur on envelopes are to calculate the temperature differences between the inner surface and the air dew point near the envelopes.Speci fically,the temperature differences have a linear relationship with the gov-erning parameters,and a first-order linear regression equation is derived,which is validated by data from investigation and measurement.This research provides theoretical support and measurement data for solutions of the envelope condensation problems and anti-condensation design of HVAC systems in papermaking plants.Ó2011Elsevier Ltd.All rights reserved.1.IntroductionCondensation problems in papermaking plants can be traced to high emissions of heat and moisture from papermaking process,which makes the indoor environment hot and humid.Hot and humid environment has bad impact on the health,comfort and productivity of the building occupants [1e 3].In addition,moisture contributes to the deterioration of building materials and has an impact on HVAC systems and therefore on the whole building energy performance [4e 6].Surface condensation and extra mois-ture in the air increased the risk of developing microbial vegetation in the plants,which was bad for the quality of paper produced.The severe condensation problems occurring both in summer and winter in most Chinese papermaking plants make the owners of the plants ’and the building design community recognize the need for moisture control and for a better understanding of an available analysis method.One way of controlling indoor relative humidity amplitudes without adding energy costs to buildings is to use the moisture buff-ering capability of building materials of absorbing or releasing mois-ture from/to the adjacent environment [7].In recent times,several researchers have studied the use of various hygroscopic materials to moderate indoor humidity levels [8e 14]and demonstrated thebene fits from inside relative humidity variation control provide by hygroscopic materials [15,16].The recent project IEA Annex [17]contributed to a deeper understanding of that process.However,through the investigation of 9production lines in 5papermaking workshops in China during the last three years,it was found that different geometries and materials of enclosure did not have a signif-icant impact on the condensation problem under such huge moisture emission (0.004e 0.006kg/m 3s of water)all the year round.The moisture source of special occasions like papermaking plant is mainly from the production process,which is quite different from the dwellings discussed by Lucas [18].Materials with good moisture absorption and adsorption can provide a possibility to control the indoor humidity in a residential space,in which the moisture trans-port is governed by the air in filtration,rainwater leakage or the occupants [19].But in papermaking plants,large release of moisture throughout a year may cause the hygroscopic materials invalid.Therefore,this paper makes use of whole building simulation to predict the surface condensation based on the measurement data,neglecting modeling moisture transfer in building materials.As computing power increases,many numerical models are used for heat,air and moisture transfer simulation.In IEA/ECBCS Annex 41[17],numerical models have been used to simulate heat and moisture transfer between indoor air and hygroscopic mate-rials during transient changes in indoor humidity.Lucas [18]used CODYRUN,which is a multi-zone and multi-model software for simulation of building thermal environment,to determine the*Corresponding author.Tel.:þ8613973123865;fax:þ8673188823082.E-mail address:gcgong2000@ (G.Gong).Contents lists available at ScienceDirectBuilding and Environmentjournal homepage:www.elsev /locate/buildenv0360-1323/$e see front matter Ó2011Elsevier Ltd.All rights reserved.doi:10.1016/j.buildenv.2011.01.031Building and Environment 46(2011)1639e 1648characteristics of the air of the zones and the surface temperature.The numerical simulations were used to extrapolate the behavior of surface condensation of dwellings on unusual climatic sequences.Bellia and Minichiello [20]developed a simple evaluator of building envelope moisture condensation.Kunzel and Holm [21]simulated indoor temperature and humidity conditions including hygro-thermal interactions with the building envelopes in 2005.Belarbi and Qin [22]simulated coupled heat and moisture transfer in air-conditioned buildings.Aelenei and Henriques [23]analyzed the condensation risk on exterior surface of building envelopes.They studied on the external environment conditions for exterior surface condensation of buildings,and concluded that the convection and the moisture content of the ambient air played a key role in the occurrence of surface condensations on building facades.In the last two decades,computational fluid dynamics (CFD)has become an important prediction tool in the design and assessment of the indoor building environment.Numbers of applications [24e 27]with CFD models for various indoor environments have achieved considerable success.In this paper,orthogonal experi-ment method is combined with CFD simulation to explore how moisture condensation varies with governing factors.First,the basic information of the hot and humid papermaking plants in China was investigated,such as the geographical environment,local climate,plant characteristics and the performance ofpapermaking machinery.The envelope structures and thermal properties,plant ventilation,as well as heat and moisture distri-bution of the plants in both summer and winter,were also tested during the last 3years.Next,the characteristics of the above-mentioned factors were obtained through the analysis of the test data,which were employed to set the boundary conditions of the CFD model.By using the orthogonal method,18cases of numerical experiments including one measured case (CASE 6)were per-formed.By comparing the results between simulation of CASE 6and those of measurements,the two corresponded well with each other.After that,a linear regression equation was derived from the simulation results.In addition,major parameters by measurements were also substituted into the equation to verify its reliability.Finally,some important conclusions for HVAC design were proposed by the combination of full-scale measurement,CFD simulation,and statistical results.The goal of this paper is to provide a further understanding of how envelope condensation is associated with important under-lying variables and to assess probable locations of high condensation by knowing only the t e ,R ,C l /V ,f s ,t s ,and f p or through CFD simulation.Moreover,this work provides suggestions and guidance for the design community to optimize the design parameters of HVAC systems on special occasions like the papermaking plants.This study is also helpful for people in papermaking profession to regulate and control the performance of air-conditioning equipment.2.Condensation mechanismThis paper focuses on the condensation on inner surfaces of papermaking plant envelopes,especially in the wet department of the plant,around which the roof and walls condense more seri-ously than any other functional department.The characteristicsofFig.1.Condensation on the envelope of the envelope of Jianhui papermaking plant in Guangdong province.Fig.2.Moisture condensation criteria on inner surfaces of plant envelope.Table 1Factors and levels selected for orthogonal experiment.FactorsLevels 123t e ,temperature outside plant,C0510R ,thermal resistance of plant envelope,m 2K/W 0.40.7 1.0C l /V ,ratio of production and plant volume,104t/104m 3 1.0 1.5 2.0A f ,air flow patternBSTE BSTE&L BSTE&B f s ,volume of machinery-supplying air,104m 3/h 304050t s ,temperature of supplying air, C303540f p ,volume of machinery-exhausting air,104m 3/h5075100G.Gong et al./Building and Environment 46(2011)1639e 16481640condensation are re flected by the temperature differences between the building surface and the air dew point,with the moisture transfer in the materials being ignored.The probable condensation on walls may increase the thermal conductivity of building mate-rials and cause animalcule proliferation on moist surfaces as illus-trated in Fig.1,which may have bad in fluence on papermaking process.As soon as the saturated temperature is reached,the water vapor condenses into water and releases heat.q i t d ;(1)D t ¼q i Àt d 0;(2)where D t stands for the differences between the inner surface temperature (q i )and the air dew point temperature near the envelope (t d ).Temperature and humidity in papermaking plants were taken with temperature and humidity recorders at the height of 1.5m,3.0m,4.5m,6.0m etc.Condensation appears only when the temperature of inner surface q i decreases to the air dew point temperature t d ,as shown in Fig.2.In fact,if the papermaking machine is not working,there is no condensation observed on building surfaces.The severe condensation is caused by large emissions of heat and moisture during the papermaking process,rather than the one caused bymoisture transfer within the material itself.The criteria used by our work to determine whether the condensation will occur on enve-lopes are simple and easy to operate.For all the factors needed are easy to measure,particularly for the design community.Indoor environment tends to be complex and requires many parameters to properly characterize its state.Factors which affect the surface temperature and the air dew point can also affect the occurrence of moisture condensation.3.CFD method and orthogonal experimental design 3.1.Orthogonal experimental designOrthogonal experiment method is adopted to design the numerical experiments with signi ficant factors that in fluence D t .Then the simulation results are validated by investigation and measurement data.Orthogonal experiment design includes selec-tions of factors,levels and experiment schemes [28].According to the above analysis of envelope condensation and the measurement data from the investigation,seven factors are chosen for the numerical experiments,which are the temperature outside the plant t e ,thermal resistance of plant envelopes R ,ratio of paper production to the plant volume C l /V ,air flow patterns A f ,flow rate of machinery-supply air f s ,temperature of supply air t s and flow rate of machinery-exhaust air f p .The ratio of paper production to the plant volume indicates the moisture and heat dissipation capacity to some extent.The more levels the factors have,the more the experiments have to be conducted.Generally,fewer experiments should be done to achieve target for the sake of the economy and complexity of the experiments.Since the range of each factor is limited,the temperature outside the plant is in the range À3to 10( C),thermal resistance of plant envelope 0.4e 1.0(m 2K/W),ratio of paper production to the plant volume 1.0e 2.0(104t/104m 3),flow rate of machinery-supply air 30e 50(104m 3/h),temperature of supply air is 30e 40( C),flow rate of machinery-exhaust air is 50e 100(104m 3/h).Air flow patterns include Bottom Supply Top Exhaust (abbr.BSTE),Bottom Supply Top Exhaust with Lateral exhaust (abbr.BSTE&L)and Bottom Supply Top Exhaust with Bilateral exhaust (abbr.BSTE&B).Three levels are chosen for each factor based on measured values of papermaking plants in different regions and different climates,as shown in Table 1.If factors and levels are fully matched,the number of seven factor and three-level simulation experiments will be 37¼2187,which is too large to operate.As a result,experiment times should be reduced as possible as it can,in the premise of guaranteeing theTable 2L18(37)orthogonal array applied for numerical experiments.No.t eR C l /VA f f st sf pC m 2K/W 104t/104m 3e 104m 3/hC104m 3/h CASE100.4 1.0BSTE 303050CASE200.7 1.5BSTE&L 403575CASE30 1.0 2.0BSTE&B 5040100CASE450.4 1.0BSTE&L 4040100CASE550.7 1.5BSTE&B 503050CASE65 1.0 2.0BSTE 303575CASE7100.4 1.5BSTE 5035100CASE8100.7 2.0BSTE&L 304050CASE910 1.0 1.0BSTE&B 403075CASE1000.4 2.0BSTE&B 403550CASE1100.7 1.0BSTE 504075CASE120 1.0 1.5BSTE&L 3030100CASE1350.4 1.5BSTE&B 304075CASE1450.7 2.0BSTE 4030100CASE155 1.0 1.0BSTE&L 503550CASE16100.4 2.0BSTE&L 503075CASE17100.7 1.0BSTE&B 3035100CASE1810 1.01.5BSTE404050Fig.3.Geometric model of Yueyang papermaking plant.G.Gong et al./Building and Environment 46(2011)1639e 16481641results ’accuracy.In this case,orthogonal experiment is an effective way to solve this problem.And the orthogonal table is an essential tool for orthogonal design.The schedule of the orthogonal test is listed in Table 1,where the key parameters are selected as seven factors.And every factor has three levels to be optimized.D t is taken as the index point to evaluate the condensation performance under different factors and levels.Only eighteen numerical exper-iments are needed through the use of L 18(37)orthogonal table shown in Table 2.18cases of numerical experiments are performed,which consist one practical case of Yueyang papermaking plant (CASE 6),serving as a dual purpose of validating the numerical models as well as con firming the regression equation derived from numerical data.3.2.CFD simulationComputational fluid dynamics is used to model the plant temperature,humidity and velocity.A 200m Â28m Â16.9m plant model is used in this paper to simulate an actual papermaking plant in Yueyang,Hunan province.As shown in Fig.3,the total volume of the model is 94640m 3,which is exactly the same size with the one in Yueyang.This industrial papermaking plant is clustered into five parts based on their different functions:(1)wet department (200m !Z !160m),(2)front drying department (160m !Z !100m),(3)glue department (100m !Z !80m),(4)back drying department (80m !Z !60m),(5)completion department (60m !Z !0m).The governing equations (continuity,mass,momentum,energy and turbulence)are solved using the commercial code,Fluent.Astandard k e 3turbulence model is employed,and standard wall function is used for near-wall treatment with certain popularity and advantages.To avoid the prohibitively fine mesh and large number of nodes for low-Reynolds number modeling calculation in large space plants,the standard wall function which is commonly used in practical engineering especially in 3D problems,is applied in this paper with relatively coarse meshes near the wall.If the condensation rate,condensation intensity,mass transfer coef fi-cient,convective heat transfer coef ficient and wall shear stress are investigated in further study,the low-Reynolds number method with finer and more homogeneous grids in partial and sub-size regions is a better choice.However,this paper focuses on the macro-analysis of the condensation regions,the conformance of physical phenomena and the optimization of design parameters in papermaking plants.The y þvalue is controlled at 30<y þ<500for smooth walls in this paper as recommend by Franke et al.[29]for urban environment.The newly built plants,like Yueyang and Ningbo papermaking plants,all use color steel plates and glass windows as envelopes in the past investigations,which are very smooth and correspond to the boundary settings in the calculation.Because the values of heat flux measured by heat flux panels pasted on the internal plant surfaces did not fluctuate much for several hours,the walls and roofs are set with constant heat flux (21.683W/m 2)based on the measurement data.And the floor is considered as adiabatic boundary condition.There are 22bottom air supply inlets (3.5m Â0.4m)on the operation side and 8inlets (0.8m Â0.4m)on the machine side,16mechanical and 1natural exhausters (30m Â3m)installed on the ceilings,together with 12mechanical exhausters on the transmission side and 6mechanical exhausters on the operating side,as illustrated in Fig.3.The papermaking machine is considered as solid surfaces with heat and moisture emissions.The boundary conditions of moisture are used by only setting the magnitude of moisture source (0.004e 0.006kg/m 3s)released from production process in different departments.This value is much larger than other mois-ture sources,like air in filtration,rainwater leakage and the occu-pants,which are negligible in calculation.Moreover,it was found in the survey that if the papermaking machine was not working,there was no condensation observed on building surfaces.Three dimensional unstructured tetrahedron meshes of about 2.38million tetrahedron cells are used to carry out the calculation,which is shown in Fig.4.Grids near mechanical and natural exhausters,air supply inlets as well as papermaking machine are re fined.Minimum length and volume of mesh is 0.001m and 5.69Â10À5m 3,respectively.As we all know,too dense or too sparse mesh may cause large calculation errors.Therefore,we first divided the mesh roughly and simply for calculation on the basis of150155160165170175180parison of measurement and simulation values of temperature distribution at Y ¼3.0m and Y ¼6.0m on vertical plane X ¼16m in the wet department of CASE6.Fig.6.Comparison of measurement and simulation results of relative humidity at Y ¼3.0m and Y ¼6.0m on vertical plane X ¼16m in the wet department of CASE 6.Fig.4.Unstructured tetrahedron meshes on plane Z ¼160m.G.Gong et al./Building and Environment 46(2011)1639e 16481642experience.And then the results (of course these must be conver-gence results)are compared with the measured values.After appropriate encryption or reduction of the grids,it was calculated and compared with the measurement data and the previous simulated results again.If there are small differences between the measured and simulated results (5%),the grids at this range indi-cated credible and independent.Satisfactory agreement between the numerical results and the measurements is achieved after the repeated iterative process by means of the final mesh derivation used in this paper.The standard wall function method with accu-rate boundary condition settings and repeated independence test can get good results of the temperature distribution.4.Results and discussionsparison of measurement and simulation resultsThe 18cases selected through orthogonal experiment are calculated by computational fluid dynamics (CFD),through which the temperature,humidity and velocity distribution field can be predicted.Signi ficant strati fication of temperature and relative humidity along vertical direction at different height can be observed from Figs.5and 6.As shown in Fig.5,temperatures at height 6.0m are higher than those at 3.0m through measurement as well as simulation.So is the relative humidity.ThelargestFig.7.Simulated temperature distributions on inner surfaces of papermaking plant envelopes (q i).Fig.8.Simulated air dew point temperature distributions near the envelopes (t d ).G.Gong et al./Building and Environment 46(2011)1639e 16481643temperature differences between simulation and measurement in Fig.5are about 0.5 C.The agreements verify the accuracy of the simulation results of the thermal environment in papermaking plants,which are credible for further statistical analysis.4.2.Analysis of moisture condensation distributionThe simulated temperature distributions of CASE6on inner surfaces and near the envelopes are shown in Figs.7and 8,respectively.And the temperature differences between them are depicted in Fig.9.The inner surface temperature q i rises from 298.5K in wet department (200m !Z !160m)to the peak 301.5K in front drying department (160m !Z !100m),and then declines to 293.5K in completion department (60m !Z !0m),as shown in Fig.7.Apparently,a large amount of heat is released from the wet and the drying departments,which makes q i higher than that of the completion department.Likewise,large emissions of moisture from the wet department make t d higher than that of theotherFig.9.Temperature differences between inner surfaces and the air dew point near the envelopes (D t ).Table 3Orthogonal experiment results by range analysis.No.Factors Resultt e R C l /VA f f st s f pD t( C)(m 2K/W)(104t/104m 3)e(104m 3/h)( C)(104m 3/h)( C)CASE100.4 1.0BSTE 303050À3.42CASE200.7 1.5BSTE&L 403575À0.20CASE30 1.0 2.0BSTE&B 5040100 2.39CASE450.4 1.0BSTE&L 4040100 4.24CASE550.7 1.5BSTE&B 503050 4.24CASE65 1.0 2.0BSTE 303575À0.58CASE7100.4 1.5BSTE 5035100 5.28CASE8100.7 2.0BSTE&L 304050 5.68CASE910 1.0 1.0BSTE&B 403075 5.06CASE1000.4 2.0BSTE&B 403550 1.51CASE1100.7 1.0BSTE 5040758.31CASE120 1.0 1.5BSTE&L 3030100À5.15CASE1350.4 1.5BSTE&B 304075 1.11CASE1450.7 2.0BSTE 4030100À1.68CASE155 1.0 1.0BSTE&L 50355011.55CASE16100.4 2.0BSTE&L 503075 1.97CASE17100.7 1.0BSTE&B 3035100 5.21CASE1810 1.0 1.5BSTE 40405011.08K 1j /( C) 3.44010.69233.10818.990 2.850 1.02030.642K 2j /( C)18.88021.55816.36218.09020.01022.77015.672K 3j /( C)34.28024.3489.28819.51833.73832.80810.2901j =ð C Þ0.573 1.782 5.518 3.1650.4750.170 5.1072j =ð C Þ 3.147 3.593 2.727 3.015 3.335 3.795 2.6123j =ð C Þ 5.713 4.058 1.548 3.253 5.623 5.468 1.715R j /( C)5.1402.2763.6100.2385.1485.2983.392G.Gong et al./Building and Environment 46(2011)1639e 16481644departments.As shown in Fig.8,the regions with high air dew point temperatures (298e 302K)distributes around the wet department (200m !Z !160m).Fig.9displays the variations of D t from À0.8 C in the wet department to 25.2 C in the completion department.Therefore,surfaces around the wet department are easy to condense while it ’s not easy to find condensations on walls in drying and completion departments.In fact,inner surfaces around the wet departments were always observed moisture condensation in papermaking plants both in summers and winters,especially in those of north China.Condensed water droplets on inner surfaces accumulated themselves and flowed to corners or dropped on floors,machines and even on paper,which became unquali fied.4.3.Analysis of factors affecting moisture condensationThe temperature differences (D t )between inner surfaces and the dew point near the envelopes in wet departments (CASE1e CASE18)are derived from Tecplot post-processing software.The average temperature differences in wet departments of the 18cases are listed respectively in the result row of Table 3.The important seven factors affecting moisture condensation are also analyzed by statistical methods.4.3.1.Estimation of factors ’effect by range analysisRange analysis method is employed to check the relative importance of each factor by calculating the differences between the maximum and the minimum according to Eqs.(3)and (4).ij ¼1K ij;(3)R j ¼max n ij o Àmin n ij o;(4)where i signi fies different experimental levels of each factor,j the different factors,K ij the experimental results of factor j at level i ,and K ij the average of K ij .The calculated results are listed in Table 3.The relative in fluence of each factor on D t can be estimated by comparing the magnitude of R j .From Table 3,it can be concluded that the order of their in fluences on surface condensation is t s >f s >t e >C l /V >f p >R >A f .Relationships between D t and the seven factors are depicted in Figs.10e 16respectively.The results also suggest that the temperature differences are proportional to the outdoor temperature,thermal resistance,flow rate of machinery-supply air,as well as temperature of supply air,but inversely proportional to the ratio of the production to the plant volume as well as the flow rate of machinery-exhaust air.The application of the air flow pattern e Bottom Supply Top Exhaust with Lateral exhaust,may increase the risk of condensation,as shown in Fig.13.However,considering the initial investment,the Bottom Supply Top Exhaust is the best among the three patterns.Thus,the optimal combination of the seven factors to gain the least moisture condensation is t s 3,f s 3,t e 3,C l 1/V ,f p 1,R 3,A f 1.That is to say,the temperature of supply air should be set at 40 C,the flow rate of machinery-supply air 50Â104m 3/h,the temperature outside the plant 10 C,the ratio of paper production to the plant volume 1.0Â104t/104m 3,the flow rate of machinery-exhaust air 50Â104m 3/h,the thermal resistance of building envelope 1.0m 2K/W,and the air flow pattern of Bottom Supply Top Exhaust.4.3.2.Variance analysisVariance analysis is adopted to analyze the orthogonal experi-ment results and to determine the priority levels of impact factors.The total sum of deviation square (S T )and the sum of deviation square caused by j row (S j )are calculated by Eqs.(5)and (6)S T ¼Xn i ¼1ðy i Ày Þ2¼X n i ¼1y 2i Àny2(5)S j ¼r n X r i ¼1K 2ij À1n X ni ¼1y i2(6)The variance for each factor is calculated by Eq.(7)Fig.10.Relationship between D t and t e.Fig.11.Relationship between D t and R.Fig.12.Relationship between D t and C l /V.Fig.13.Relationship between D t and Air flow patterns.G.Gong et al./Building and Environment 46(2011)1639e 16481645j ¼S j =f j(7)where f j is the freedom de fined as the level number minus one.The ratio of variance is calculated by Eq.(8),where the denominator is the error variance.F j ¼S j =f j S e =f e ¼S jS ew F f j ;f e(8)The results computed by the above equations are listed in Table 4,to validate the signi ficance of each factor according to the F-distribution law F (a ,f 1,f 2),where f 1and f 2are the freedoms of the numerator and denominator in the ratio of variance respectively.It can be seen from Table 4that A (temperature outside the plant),E (flow rate of machinery-supply air),F (temperature of supply air)have signi ficant effects on condensation.Moreover,the signi ficance of each factor derived from variance analysis agrees well with that from previous range analysis.4.3.3.Multiple linear regression equationThe correlations between D t and the key factors are studied by regression analysis [30,31]based on numerical experiment data.The normal way to achieve the optimized regression equation is to use stepwise regression algorithm.The optimized regression equation includes all signi ficant variables to index Y ,excluding the insigni ficant ones.As the effect of air flow pattern on condensationis not as notable as the other 6factors,shown in Table 4,it is neglected in the following derivation.The probable equation between D t and the factors can be assumed as the linear form:D t ¼a þb 1t e þb 2R þb 3C l =V þb 4f s þb 5t sþb 6f p ;3w N ð0;s 2Þ(9)Table 5presents the calculated results of the coef ficients for each factor.Then a linear regression equation between D t and the factors is achieved,which can be written as:D t ¼À20:420þ0:514t e þ3:794R À3:610C l =Vþ0:257f s þ0:530t s À0:068f pð10ÞThe statistical signi ficance and validity of the derived regression equation are examined by test statistics.The R 0-squared,the coef-ficient of determination,is the proportion of variance independentFig.14.Relationship between D t and f s.Fig.15.Relationship between D t and t s.Fig.16.Relationship between D t and f p .Table 4Signi ficance of each factor by variance analysis.a j j jA(t e )79.259239.6309.039**B(R )17.36328.682 1.980C(C l /V )40.667220.334 4.638*D(A f )0.17420.0870.020E(f s )79.843239.9229.106**F(t s )88.026244.01310.039***G(f p )37.065218.533 4.227e D 17.5404 4.385F0F 0.1(2,4)¼4.32;F 0.05(2,4)¼6.94a“*”indicates the signi ficant degree of each factor;superscript “D ”means this factor has negligible effect on results.Table 5Coef ficients of the variables in the regression equation.Coef ficientsStd.error t Stat p -value Constant À20.420 3.551À5.7510.0001t e 0.5140.075 6.8710.0000R 3.794 1.247 3.0430.0112C l /V À3.6100.748À4.8260.0005f s 0.2570.037 6.8820.0000t s 0.5300.0757.0820.0000f pÀ0.0680.015À4.5340.0009Table 6Comparisons between the simulated and equation predicted values.No.Numerical value D t n ( C)Predicted value D t p ( C)Residuals Standard residuals CASE1À3.42À2.29À1.13À1.09CASE2À0.200.57À0.77À0.74CASE3 2.39 3.44À1.05À1.00CASE4 4.24 4.76À0.52À0.50CASE5 4.24 4.77À0.53À0.50CASE6À0.58À0.10À0.48À0.46CASE7 5.28 5.45À0.17À0.17CASE8 5.68 5.680.000.00CASE9 5.06 6.01À0.95À0.91CASE10 1.51À0.67 2.18 2.09CASE118.317.600.710.68CASE12À5.15À5.210.060.05CASE13 1.11 2.08À0.97À0.93CASE14À1.68À3.01 1.33 1.27CASE1511.5510.36 1.19 1.14CASE16 1.97 2.70À0.73À0.70CASE17 5.21 3.25 1.96 1.88CASE1811.0811.20À0.12À0.11G.Gong et al./Building and Environment 46(2011)1639e 16481646。

刊名简称刊名全称ISSN 大类名称复分大类分区是否为TOP期刊010年影响因子ANNU REV MAR SCI Annual Review of Mari 1941-1405地学1Y 15.000ATMOS CHEM PHYS ATMOSPHERIC CHEMISTRY 1680-7316地学1Y 5.309B AM METEOROL SOC BULLETIN OF THE AMERI 0003-0007地学1Y 5.078CLIM DYNAM CLIMATE DYNAMICS 0930-7575地学1Y 3.843CRYOSPHERE Cryosphere 1994-0416地学1Y 3.641EARTH PLANET SC LETT EARTH AND PLANETARY S 0012-821X 地学1Y 4.279EARTH-SCI REV EARTH-SCIENCE REVIEWS 0012-8252地学1Y 5.833GEOCHIM COSMOCHIM AC GEOCHIMICA ET COSMOCH 0016-7037地学1Y 4.101GEOLOGY GEOLOGY 0091-7613地学1Y 4.026GONDWANA RES GONDWANA RESEARCH 1342-937X 地学1Y 5.503J CLIMATE JOURNAL OF CLIMATE 0894-8755地学1Y 3.513J METAMORPH GEOL JOURNAL OF METAMORPHI 0263-4929地学1Y 3.418J PETROL JOURNAL OF PETROLOGY 0022-3530地学1Y 3.842NAT GEOSCI Nature Geoscience 1752-0894地学1Y 10.392PALEOCEANOGRAPHY PALEOCEANOGRAPHY 0883-8305地学1Y 4.030PRECAMBRIAN RES PRECAMBRIAN RESEARCH 0301-9268地学1Y 4.116QUATERNARY SCI REV QUATERNARY SCIENCE RE 0277-3791地学1Y 4.657REV GEOPHYS REVIEWS OF GEOPHYSICS 8755-1209地学1Y 9.538AM J 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Ad Hoc & Sensor Wireless Networks 工程技术1280-8571ADANSONIA ADANSONIA 生物1059-7123ADAPT BEHAV ADAPTIVE BEHAVIOR 工程技术0736-5829ADAPT PHYS ACT Q ADAPTED PHYSICAL ACTIVITY QUARTERLY 医学0306-4603ADDICT BEHAV ADDICTIVE BEHAVIORS 医学1355-6215ADDICT BIOL ADDICTION BIOLOGY 0965-2140ADDICTION ADDICTION医学0214-4840ADICCIONESAdiccionesSUBSTANCE ABUSE 0263-6174ADSORPT SCI TECHNO ADSORPTION SCIENCE & TECHNOLOGY 工程技术0929-5607ADSORPTION ADSORPTION-JOURNAL OF THE INTERNATIONALADSORPTION SOCIETY工程技术0065-2113ADV AGRON ADVANCES IN AGRONOMY农林科学0301-5556ADV ANAT EMBRYOL CADVANCES IN ANATOMY EMBRYOLOGY AND CELLBIOLOGY生物1072-4109ADV ANAT PATHOL ADVANCES IN ANATOMIC PATHOLOGY 医学1743-6753ADV APPL CERAM Advances in Applied Ceramics工程技术0188-7009ADV APPL CLIFFORD Advances in Applied Clifford Algebras 数学0196-8858ADV APPL MATH ADVANCES IN APPLIED MATHEMATICS数学2070-0733ADV APPL MATH MECHAdvances in Applied Mathematics andMechanicsMATHEMATICS,APPLIED 0065-2156ADV APPL MECH ADVANCES IN APPLIED MECHANICS 工程技术0065-2164ADV APPL 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INSECT PHYSIOLOGY生物0065-2881ADV MAR BIOL Advances in Marine BiologyMARINE &FRESHWATER BIOLOGY 0935-9648ADV MATERADVANCED MATERIALS 工程技术2196-7350ADV MATER INTERFAC Advanced Materials Interfaces 0882-7958ADV MATER PROCESS ADVANCED MATERIALS & PROCESSES工程技术1687-8434ADV MATER SCI ENGAdvances in Materials Science andEngineeringMATERIALS SCIENCE,MULTIDISCIPLINA RY 0001-8708ADV MATH ADVANCES IN MATHEMATICS 数学1930-5346ADV MATH COMMUNAdvances in Mathematics ofCommunications工程技术1687-9120ADV MATH PHYS Advances in Mathematical Physics 数学1687-8132ADV MECH ENG Advances in Mechanical Engineering 工程技术1896-1126ADV MED SCI-POLAND Advances in Medical Sciences 医学1687-9309ADV METEOROL Advances in Meteorology 地学天文0065-2911ADV MICROB PHYSIOL ADVANCES IN MICROBIAL PHYSIOLOGY生物2043-6254ADV NAT SCI-NANOSCAdvances in Natural Sciences-Nanoscience and Nanotechnology1536-0903ADV NEONAT CARE Advances in Neonatal Care 2191-9496ADV NONLINEAR ANAL Advances in Nonlinear Analysis 1536-1365ADV NONLINEAR STUD ADVANCED NONLINEAR STUDIES 数学0161-9268ADV NURS SCI ADVANCES IN NURSING SCIENCE医学2161-8313ADV NUTRAdvances in nutrition (Bethesda, Md.)医学2195-1071ADV OPT MATER Advanced Optical MaterialsMATERIALS SCIENCE,MULTIDISCIPLINA RY 1943-8206ADV OPT PHOTONICS Advances in Optics and Photonics OPTICS 0065-3055ADV ORGANOMET CHEM ADVANCES IN ORGANOMETALLIC CHEMISTRY 化学0065-308X ADV PARASIT ADVANCES IN PARASITOLOGY医学0001-8732ADV PHYSADVANCES IN PHYSICS物理0065-3160ADV PHYS ORG CHEM ADVANCES IN PHYSICAL ORGANIC CHEMISTRY 化学1043-4046ADV PHYSIOL EDUC ADVANCES IN PHYSIOLOGY EDUCATION 医学0065-3195ADV POLYM SCI ADVANCES IN POLYMER SCIENCE化学0730-6679ADV POLYM TECH ADVANCES IN POLYMER TECHNOLOGY 工程技术0921-8831ADV POWDER TECHNOL ADVANCED POWDER TECHNOLOGY工程技术1854-6250ADV PROD ENG MANAGAdvances in Production Engineering &Management0065-3276ADV QUANTUM CHEM ADVANCES IN QUANTUM CHEMISTRY 化学0169-1864ADV ROBOTICS ADVANCED ROBOTICS 工程技术2198-3844ADV SCI Advanced Science 1527-7941ADV SKIN WOUND CAR Advances in Skin & Wound Care DERMATOLOGY 0273-1177ADV SPACE RES ADVANCES IN SPACE RESEARCH地学天文1816-112X ADV STEEL CONSTR Advanced Steel Construction CONSTRUCTION &BUILDING TECHNOLOGY 1369-4332ADV STRUCT ENG ADVANCES IN STRUCTURAL ENGINEERING 工程技术0065-3454ADV STUD BEHAV ADVANCES IN THE STUDY OF BEHAVIOR 医学1615-4150ADV SYNTH CATAL ADVANCED SYNTHESIS & CATALYSIS 化学1095-0761ADV THEOR MATH PHY Advances in Theoretical and Mathematical Physics 物理0741-238X ADV THER ADVANCES IN THERAPY医学0972-5768ADV VIB ENGADVANCES IN VIBRATION ENGINEERINGENGINEERING,MECHANICAL 0309-1708ADV WATER RESOUR ADVANCES IN WATER RESOURCES 环境科学1875-9637AEOLIAN RESAeolian ResearchGEOGRAPHY,PHYSICAL 0001-9054AEQUATIONES MATH Aequationes Mathematicae MATHEMATICS,APPLIED 0393-5965AEROBIOLOGIA AEROBIOLOGIA环境科学0001-9240AERONAUT JAERONAUTICAL JOURNAL工程技术1680-8584AEROSOL AIR QUAL R Aerosol and air quality research ENVIRONMENTAL SCIENCES 0278-6826AEROSOL SCI TECH AEROSOL SCIENCE AND TECHNOLOGY 环境科学2375-6314AEROSP MED HUM PER Aerospace Medicine and 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History1562-7020AFR ZOOL AFRICAN ZOOLOGY 生物0161-9152AGE AGE 医学0002-0729AGE AGEING AGE AND AGEING医学1568-1637AGEING RES REV AGEING RESEARCH REVIEWS 医学0096-140X AGGRESSIVE BEHAV AGGRESSIVE BEHAVIOR 医学1474-9718AGING CELL AGING CELL生物1594-0667AGING CLIN EXP RESAGING CLINICAL AND EXPERIMENTALRESEARCH医学2152-5250AGING DIS Aging and Disease 1368-5538AGING MALE Aging Male 医学1360-7863AGING MENT HEALTH AGING & MENTAL HEALTH 医学1945-4589AGING-US Aging CELL BIOLOGY 0169-5150AGR ECON-BLACKWELL AGRICULTURAL ECONOMICS管理科学0139-570X AGR ECON-CZECHAgricultural Economics-ZemedelskaEkonomikaAGRICULTURAL ECONOMICS &POLICY 0167-8809AGR ECOSYST ENVIRO AGRICULTURE ECOSYSTEMS & ENVIRONMENT 环境科学1459-6067AGR FOOD SCI AGRICULTURAL AND FOOD SCIENCE农林科学1461-9555AGR FOREST ENTOMOL AGRICULTURAL AND FOREST ENTOMOLOGY 农林科学0168-1923AGR FOREST METEORO AGRICULTURAL AND FOREST METEOROLOGY 农林科学0002-1482AGR HIST AGRICULTURAL HISTORY农林科学0889-048X AGR HUM VALUES AGRICULTURE AND HUMAN VALUES 农林科学0308-521X AGR SYST AGRICULTURAL SYSTEMS 农林科学0378-3774AGR WATER MANAGE AGRICULTURAL WATER MANAGEMENT农林科学1663-7852AGRARFORSCH SCHWEI AGRARFORSCH SCHWEIZAGRICULTURE,MULTIDISCIPLINA RY0303-1853AGREKON AgrekonAGRICULTURAL ECONOMICS &POLICY 0742-4477AGRIBUSINESSAgribusiness农林科学1722-6996AGRO FOOD IND HI T AGRO FOOD INDUSTRY HI-TECH 工程技术0002-1857AGROCHIMICA AGROCHIMICA农林科学1405-3195AGROCIENCIA-MEXICO AGROCIENCIA 农林科学2168-3565AGROECOL SUST FOODAgroecology and Sustainable FoodSystemsAGRICULTURE,MULTIDISCIPLINA RY0167-4366AGROFOREST SYST AGROFORESTRY SYSTEMS农林科学0002-1962AGRON J AGRONOMY JOURNAL农林科学1774-0746AGRON SUSTAIN DEV Agronomy for Sustainable Development 农林科学0921-7126AI COMMUN AI COMMUNICATIONS工程技术0890-0604AI EDAM AI EDAM-ARTIFICIAL INTELLIGENCE FORENGINEERING DESIGN ANALYSIS AND MANUFAC工程技术0738-4602AI MAG AI MAGAZINE工程技术0001-1452AIAA J AIAA JOURNAL 工程技术0001-1541AICHE J AICHE JOURNAL 工程技术0269-9370AIDS AIDS 医学1087-2914AIDS PATIENT CARE AIDS PATIENT CARE AND STDS 医学0889-2229AIDS RES HUM RETRO AIDS RESEARCH AND HUMAN RETROVIRUSES医学1742-6405AIDS RES THER AIDS Research and Therapy INFECTIOUS DISEASES 1139-6121AIDS REV AIDS REVIEWS 医学2158-3226AIP ADVAIP AdvancesNANOSCIENCE &NANOTECHNOLOGY 1873-9318AIR QUAL ATMOS HLT Air Quality, Atmosphere and Health ENVIRONMENTAL SCIENCES 1748-8842AIRCR ENG AEROSP TAIRCRAFT ENGINEERING AND AEROSPACETECHNOLOGY工程技术1608-5906AJAR-AFR J AIDS RE AJAR-African Journal of AIDS Research 医学0341-051X AKTUEL RHEUMATOL AKTUELLE RHEUMATOLOGIE 医学0001-7868AKTUEL UROL AKTUELLE UROLOGIE医学0311-5518ALCHERINGA ALCHERINGA 地学0741-8329ALCOHOL ALCOHOL 医学0735-0414ALCOHOL ALCOHOLISM ALCOHOL AND ALCOHOLISM医学0145-6008ALCOHOL CLIN EXP RALCOHOLISM-CLINICAL AND EXPERIMENTALRESEARCH医学0002-5100ALDRICHIM ACTA ALDRICHIMICA ACTA化学1980-0436ALEA-LAT AM J PROB Latin American Journal of Probability and Mathematical Statistics STATISTICS &PROBABILITY 1226-2617ALGAE-SEOUL ALGAE2211-9264ALGAL RES Algal Research-Biomass Biofuels and BioproductsBIOTECHNOLOGY &APPLIEDMICROBIOLOGY 1005-3867ALGEBR COLLOQALGEBRA COLLOQUIUM数学1472-2739ALGEBR GEOM TOPOL Algebraic and Geometric Topology 数学0002-5232ALGEBR LOG+Algebra and Logic 数学1937-0652ALGEBR NUMBER THEO Algebra and Number TheoryMATHEMATICS1386-923X ALGEBR REPRESENT T ALGEBRAS AND REPRESENTATION THEORY数学0002-5240ALGEBR UNIVALGEBRA UNIVERSALIS 数学1748-7188ALGORITHM MOL BIOL Algorithms for Molecular Biology 生物0178-4617ALGORITHMICA ALGORITHMICA工程技术0269-2813ALIMENT PHARM THER ALIMENTARY PHARMACOLOGY & THERAPEUTICS 医学0971-4693ALLELOPATHY J ALLELOPATHY JOURNAL农林科学0301-0546ALLERGOL IMMUNOPAT ALLERGOLOGIA ET IMMUNOPATHOLOGIA 医学1323-8930ALLERGOL INT ALLERGOLOGY INTERNATIONAL 0344-5062ALLERGOLOGIE ALLERGOLOGIE 医学0105-4538ALLERGY ALLERGY医学1710-1484ALLERGY ASTHMA CL Allergy Asthma and Clinical Immunology2092-7355ALLERGY ASTHMA IMM The American Academy of Allergy Asthmaand ImmunologyALLERGY 1088-5412ALLERGY ASTHMA PRO ALLERGY AND ASTHMA PROCEEDINGS 医学0002-5852ALLG FORST JAGDZTG ALLGEMEINE FORST UND JAGDZEITUNG 农林科学1664-2201ALPINE BOT Alpine BotanyPLANT SCIENCES 1078-6791ALTERN THER HEALTHAlternative therapies in health and medicineINTEGRATIVE &COMPLEMENTARY MEDICINE 1868-596X ALTEX-ALTERN ANIMALTEX-ALTERNATIVES TO ANIMAL EXPERIMENTATIONMEDICINE,RESEARCH &EXPERIMENTAL 0893-0341ALZ DIS ASSOC DIS ALZHEIMER DISEASE & ASSOCIATED DISORDERS医学1552-5260ALZHEIMERS DEMENT Alzheimers & Dementia 医学1758-9193ALZHEIMERS RES THE Alzheimer\'s Research and Therapy 医学0002-7685AM BIOL TEACH The American Biology Teacher BIOLOGY 0002-7812AM CERAM SOC BULL AMERICAN CERAMIC SOCIETY BULLETIN 工程技术0002-838X AM FAM PHYSICIAN AMERICAN FAMILY PHYSICIAN 医学0002-8444AM FERN J AMERICAN FERN JOURNAL 生物0002-8703AM HEART J AMERICAN HEART JOURNAL医学0002-9092AM J AGR ECONAMERICAN JOURNAL OF AGRICULTURALECONOMICS管理科学1533-3175AM J ALZHEIMERS DIAmerican Journal of Alzheimer\'sDisease and other DementiasGERIATRICS &GERONTOLOGY 1059-0889AM J AUDIOLAmerican Journal of AudiologyAUDIOLOGY &SPEECH-LANGUAGE PATHOLOGY 1526-5161AM J BIOETHICS AMERICAN JOURNAL OF BIOETHICS 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期刊全称JCR 期刊简称ISSN所属小类所属小类(中文)小类分区Annual Review of Marine Science ANNU REV MA 1941-1405GEOCHEMIST 地球化学与地球1Annual Review of Marine Science ANNU REV MA 1941-1405OCEANOGRAP 海洋学1Annual Review of Marine Science ANNU REV MA 1941-1405MARINE & FR 海洋与淡水生物1ATMOSPHERIC CHEMISTRY AND PHYSICS A TMOS CHEM 1680-7316METEOROLOG 气象与大气科学1BULLETIN OF THE AMERICAN METEOROLO B AM METEOR 0003-0007METEOROLOG 气象与大气科学1CLIMATE DYNAMICS CLIM DYNAM 0930-7575METEOROLOG 气象与大气科学2EARTH AND PLANETARY SCIENCE LETTER EARTH PLANE 0012-821XGEOCHEMIST 地球化学与地球2EARTH-SCIENCE REVIEWS EARTH-SCI RE 0012-8252GEOSCIENCES 地球科学综合1Geochemical Perspectives GEOCHEM PER 2223-7755GEOCHEMIST 地球化学与地球1GEOCHIMICA ET COSMOCHIMICA ACTA GEOCHIM COS 0016-7037GEOCHEMIST 地球化学与地球2GEOLOGICAL SOCIETY OF AMERICA BULL GEOL SOC AM 0016-7606GEOSCIENCES 地球科学综合1GEOLOGY GEOLOGY 0091-7613GEOLOGY 地质学1Geoscientific Model Development GEOSCI MODE 1991-959XGEOSCIENCES 地球科学综合1GONDWANA RESEARCH GONDWANA R 1342-937XGEOSCIENCES 地球科学综合1Journal of Advances in Modeling 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10Advances in Meteorological Science and Technology 气象科技进展 13（6）- 2023收稿日期：2022年8月5日；修回日期：2023年1月10日第一作者：刘嘉慧敏（1989—），Email ：***************资助信息： 陕西省自然科学基础研究计划（2022JQ-279）；陕西省气象局秦岭和黄土高原生态环境气象重点实验室面上基金（2022Y-1）；陕西省自然科学基础研究计划（2021JQ-964）我国气温网格预报检验及客观订正方法研究进展刘嘉慧敏1, 2 潘留杰1, 2 戴昌明1, 2 胡启元1, 2 何林3 燕若彤4（1 陕西省气象台，西安 710014；2 秦岭和黄土高原生态环境气象重点实验室，西安 710044；3 陕西省气象信息中心，西安 710014；4 成都信息工程大学大气科学学院，成都 610225）摘要：中国气象局自2014年启动无缝隙精细化网格天气预报业务，高分辨率的智能网格预报已成为天气预报目前的主推业务和未来的发展方向。

近年来，随着数值模式统计后处理技术的飞速发展，气温网格预报质量稳步提升。

本文在总结现有气温网格预报精细化检验评估方法的基础上，系统梳理了单模式订正、多模式集成释用和大数据人工智能等数值模式释用技术在气温网格预报客观订正领域的最新进展，阐明了不同方法在气温网格预报领域的优势和劣势。

在当前人工智能、大数据、云计算等新型信息技术快速发展的背景下，未来气温网格预报需要吸纳更加多源的前沿研究成果，充分挖掘数值模式内在预报信息，使得预报向更加智慧化方向迈进。

关键词：网格预报，数值模式，检验评估，客观订正DOI：10.3969/j.issn.2095-1973.2023.06.002Research Progress on Objective Verification and Correction Methods for Grid Temperature ForecastLiu Jiahuimin 1, 2, Pan Liujie 1, 2, Dai Changming 1, 2, Hu Qiyuan 1, 2, He Lin 3, Yan Ruotong 4(1 Shaanxi Meteorological Observatory, Xi’an 710014; 2 Key Laboratory of Eco-Environment and Meteorology for the Qinling Mountains and Loess Plateau, Xi’an 710044; 3 Shaanxi Meteorological Information Center, Xi’an 710014;4 College of Atmospheric Sciences, Chengdu University of Information Technology, Chengdu 610225)Abstract: High-resolution intelligent grid forecast has become the main operational work and the development direction of future weather forecast since China Meteorological Administration launched the seamless fine grid weather forecast service in 2014. To date, with the rapid development of numerical model statistical post-processing technology, the quality of grid temperature forecast has been steadily improved. On the basis of summarizing the existing fine-scale testing and evaluation methods for grid temperature forecast, this paper systematically sorts out the latest progress of numerical model interpretation techniques, such as single model correction, multi-model integrated interpretation and big data artificial intelligence, in the field of objective correction of grid temperature forecast. The advantages and disadvantages of different methods in the field of grid temperature forecast are elucidated. In the context of the current rapid development of new information technologies such as artificial intelligence, big data, and cloud computing, grid temperature forecast needs to harness more cutting-edge research results from multiple sources, and fully utilize the inherent forecast information of numerical models for a smarter forecast in the future.Keywords: gridded forecasting, numerical model, verification and evaluation, objective correction0 引言近年来极端气温事件频发而引起的高温热浪、霜冻、寒潮等灾害性天气对社会经济发展的影响和威胁正引起各国政府的关注。