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Integrated Behavior of Carbon and Copper Alloy Heat Sink Under Different Heat Loads and Cooling Conditions 被引量:1
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作者 李化 李建刚 +1 位作者 陈俊浚 胡建生 《Plasma Science and Technology》 SCIE EI CAS CSCD 2005年第4期2923-2925,共3页
An actively water-cooled limiter has been designed for the long pulse operation of an HT-7 device, by adopting an integrated structure-doped graphite and a copper alloy heat sink with a super carbon sheet serving as a... An actively water-cooled limiter has been designed for the long pulse operation of an HT-7 device, by adopting an integrated structure-doped graphite and a copper alloy heat sink with a super carbon sheet serving as a compliant layer between them. The behaviors of the integrated structure were evaluated in an electron beam facility under different heat loads and cooling conditions. The surface temperature and bulk temperature distribution were carefully measured by optical pyrometers and thermocouples under a steady state heat flux of 1 to 5 MW/m^2 and a water flow rate of 3 m^3/h, 4.5 m^3/h and 6 m^3/h, respectively. It was found that the surface temperature increased rapidly with the heat flux rising, but decreased only slightly with the water flow rate rising. The surface temperature reached approximately 1200℃ at 5 MW/m^2 of heat flux and 6 m^3/h of water flow. The primary experimental results indicate that the integrated design meets the requirements for the heat expelling capacity of the HT-7 device. A set of numerical simulations was also completed, whose outcome was in good accord with the experimental results. 展开更多
关键词 HT-7 tokamak carbon and copper alloy heat sink heat loads cooling conditions numerical simulation
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Fast Algorithm for Prediction of Airfoil Anti-icing Heat Load 被引量:2
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作者 Xueqin Bu Rui Yang +2 位作者 Jia Yu Xiaobin Shen Guiping Lin 《Energy and Power Engineering》 2013年第4期493-497,共5页
Many flight and icing conditions should be considered in order to design an efficient ice protection system to prevent ice accretion on the aircraft surface. The anti-icing heat load is the basic knowledge for the des... Many flight and icing conditions should be considered in order to design an efficient ice protection system to prevent ice accretion on the aircraft surface. The anti-icing heat load is the basic knowledge for the design of a thermal anti-icing system. In order to help the design of the thermal anti-icing system and save the design time, a fast and efficiency method for prediction the anti-icing heat load is investigated. The computation fluid dynamics (CFD) solver and the Messinger model are applied to obtain the snapshots. Examples for the calculation of the anti-icing heat load using the proper orthogonal decomposition (POD) method are presented and compared with the CFD simulation results. It is shown that the heat loads predicted by POD method are in agreement with the CFD computation results. Moreover, it is obviously to see that the POD method is time-saving and can meet the requirement of real-time prediction. 展开更多
关键词 ANTI-ICING heat load PROPER ORTHOGONAL DECOMPOSITION
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Heat Load Prediction of Building Rooms Using Only the Whole Building Data via Heat Allocation Approach 被引量:1
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作者 TAN Xin WANG Yahui +3 位作者 SUN Guoxin WU Linfeng YU Qihui YU Yongheng 《Journal of Thermal Science》 2025年第3期953-969,共17页
The next-generation heating systems,crucial for rational heat distribution and refined management,rely heavily on accurate zone-specific heat load predictions.This paper introduces a method for rapid zone-specific hea... The next-generation heating systems,crucial for rational heat distribution and refined management,rely heavily on accurate zone-specific heat load predictions.This paper introduces a method for rapid zone-specific heat load prediction based on heat consumption allocation and data-driven techniques.The approach involves predicting the overall heat load of the building and then redistributing the total heat according to a heat consumption matrix.This eliminates the need for real-time data collection from each room,resulting in cost savings on hardware and improved computational efficiency.The overall building heat load data is obtained through a data-driven algorithm,while the heat consumption matrix is constructed through energy software simulation analysis.Using Building 2 in the Baotou Industrial Park,China,as a case study,the paper analyzes the differences between actual measurements and room estimates.Experimental results indicate an average error of 7.02%for the proposed estimation method.Although not achieving high precision(>95%)in heat load prediction,this level of accuracy is deemed sufficient to meet the requirements of feedforward control. 展开更多
关键词 heat load forecasting separate rooms heat allocation building energy consumption simulation
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Two-layer Data-driven Robust Scheduling for Industrial Heat Loads
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作者 Chuanshen Wu Yue Zhou Jianzhong Wu 《Journal of Modern Power Systems and Clean Energy》 2025年第1期265-275,共11页
This paper establishes a two-layer data-driven robust scheduling method to deal with the significant computational complexity and uncertainties in scheduling industrial heat loads.First,a two-layer deterministic sched... This paper establishes a two-layer data-driven robust scheduling method to deal with the significant computational complexity and uncertainties in scheduling industrial heat loads.First,a two-layer deterministic scheduling model is proposed to address the computational burden of utilizing flexibility from a large number of bitumen tanks(BTs).The key feature of this model is the capability to reduce the number of control variables through analyzing and modeling the clustered temperature transfer of BTs.Second,to tackle the uncertainties in the scheduling problem,historical data regarding BTs are collected and analyzed,and a data-driven piecewise linear Kernelbased support vector clustering technique is employed to construct the uncertainty set with convex boundaries and adjustable conservatism,based on which robust optimization can be conducted.The case results indicate that the proposed method enables the utilization of flexibility in BTs,improving the level of onsite photovoltaic consumption and reducing the aggregated load fluctuation. 展开更多
关键词 Bitumen tank demand response industrial heat load robust optimization SCHEDULING UNCERTAINTY
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Trajectory generation of heat load test based on gauss pseudospectral method 被引量:6
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作者 ZHANG YuanLong LIU LuHua +1 位作者 TANG GuoJian BAO WeiMin 《Science China(Technological Sciences)》 SCIE EI CAS CSCD 2018年第2期273-284,共12页
A new trajectory generation for heat load test is proposed based on gauss pseudospectral method within limit range. Firstly,with multiple path constraints and flight task requirements taken into consideration, heat lo... A new trajectory generation for heat load test is proposed based on gauss pseudospectral method within limit range. Firstly,with multiple path constraints and flight task requirements taken into consideration, heat load parameters are introduced into the dynamics equations. In order to solve the problem of generating such a trajectory within limit range rapidly, the dynamics equations have been normalized by Earth related parameters. Secondly, since the gauss pseudospectral method is just employed to solve the discrete nonlinear programming problem, transformations are developed, which can relate the Lagrange multipliers of the discrete nonlinear programming problem to the costates of the continuous optimal control problem. In addtion, another approach of trajectory generation by tracking the given heat rate is also presented. Finally, simulation results with common aero vehicle(CAV-H) show that the trajectories obtained by both methods can well perform the heat load test with high stagnation heating rate and the large total aeroheating amount; meanwhile, gauss pseudospectral method is better than the compared one in the given range. Furthermore, the 3-D trajectory states and control variables, angle of attack and bank, which are generated by gauss pseudospectral method, can change smoothly. 展开更多
关键词 glide vehicle trajectory generation heat load test gauss pseudospectral method
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Heat load of a GaAs photocathode in an SRF electron gun
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作者 王尔东 Jrg Kewisch +7 位作者 Ilan Ben-Zvi Andrew Burrill Trivini Rao 吴琼 Animesh Jain Ramesh Gupta Doug Holmes 赵夔 《Chinese Physics C》 SCIE CAS CSCD 2011年第4期387-391,共5页
A great deal of effort has been made over the last decades to develop a better polarized electron source for high energy physics. Several laboratories operate DC guns with a gallium arsenide photocathode, which yield ... A great deal of effort has been made over the last decades to develop a better polarized electron source for high energy physics. Several laboratories operate DC guns with a gallium arsenide photocathode, which yield a highly polarized electron beam. However, the beam’s emittance might well be improved by using a superconducting radio frequency (SRF) electron gun, which delivers beams of a higher brightness than that from DC guns because the field gradient at the cathode is higher. SRF guns with metal and CsTe cathodes have been tested successfully. To produce polarized electrons, a Gallium-Arsenide photo-cathode must be used: an experiment to do so in a superconducting RF gun is under way at BNL. Since a bulk gallium arsenide (GaAs) photocathode is normal conducting, a problem arises from the heat load stemming from the cathode. We present our measurements of the electrical resistance of GaAs at cryogenic temperatures, a prediction of the heat load and verification by measuring the quality factor of the gun with and without the cathode at 2 K. We simulate heat generation and flow from the GaAs cathode using the ANSYS program. By following the findings with the heat load model, we designed and fabricated a new cathode holder (plug) to decrease the heat load from GaAs. 展开更多
关键词 SRF gun GaAs photocathode heat load 2 K test
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Reducing Heat-Load in Buildings through the Use of Solar Screens: Case Study of Bookshop House, Lagos
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作者 Adebamowo Michael Godwin John Oginni Adeyemi 《Journal of Civil Engineering and Architecture》 2012年第10期1435-1443,共9页
Technology advancement has ensured a better means of livelihood essentially in certain parts of West Africa, specifically Nigeria, where the climate is predominantly hot in most parts throughout the year. Air-conditio... Technology advancement has ensured a better means of livelihood essentially in certain parts of West Africa, specifically Nigeria, where the climate is predominantly hot in most parts throughout the year. Air-conditioning has reduced the harshness of indoor discomforts to the barest minimum. It is no more uncommon to find it regularly in use in most homes and offices. Currently, the economy has the centrality of its power supply hinged on generator plants. The enigma of the current situation is how this alternative problem has catastrophic after effects on the environment. This and many more add up to the greatest of all the threats now evading our environment and the world -- Global warming. The threat of Global warming is real and the need to find less environmentally destructive sources of energy cannot be overemphasized. This paper is a contribution towards energy saving in buildings through the reduction of solar radiation incident on buildings. Sustainable Building calls for an integrated planning approach for operating buildings economically, substantially reducing their impact on the environment by reducing energy/power consumption, amongst others, and enhancing the well-being of their inhabitants. Only buildings that reconcile all of the above factors are fit for the future. A case study of the CMS (Catholic Mission School) Book Shop house in Lagos was carried out. The methodology involved the use of a solar chart and shadow angle protractor to determine the overheated periods represented by the shading masks and data collected. From this analysis, it was decided to accept the use of external sun shading and preliminary designs and specifications were prepared by the architects. The use of external solar screens made a saving of up to 75% of the energy input which would otherwise have been required by air-conditioning. 展开更多
关键词 heat load BUILDINGS solar screens energy savings shading masks
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Investigation on automated loading of dynamic 3D heat source during welding simulation 被引量:3
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作者 胡广旭 董志波 +2 位作者 魏艳红 宋奎晶 占小红 《China Welding》 EI CAS 2011年第2期41-45,共5页
Since loading complexand dynamic heat source is a difficult job during welding simulation process, methods are studied to add the load automatically. Firstly, an expert module for selecting welding heat source model i... Since loading complexand dynamic heat source is a difficult job during welding simulation process, methods are studied to add the load automatically. Firstly, an expert module for selecting welding heat source model is founded based on simulation knowledge and experienc Secondly, a method named as "High order routine" is presented, which creates subroutines of 3D dynamic heat source m'od, el for user. Then an automated tool is presented to load the welding heat source boundary based on Marc software. The tool uses Marc command file to robustly achieve the process. At last, an electron beam welding heat model is presented to express the "toading method. 展开更多
关键词 heat source. automated loading electron beam welding high order routine
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Investigation on automated loading of dynamic 3D heat source model for welding simulation 被引量:3
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作者 Hu Guangxu Yang Xingya +1 位作者 Yu Xingbin Wei Yanhong 《China Welding》 CAS 2022年第3期48-52,共5页
Since programing complex and dynamic heat source model for welding simulation is a complex job,the parametric methods are studied in this paper.Firstly,an overall flow to achieve automatically modeling welding was int... Since programing complex and dynamic heat source model for welding simulation is a complex job,the parametric methods are studied in this paper.Firstly,an overall flow to achieve automatically modeling welding was introduced.Secondly,an expert module rule for selecting welding heat source model was founded,which is based on simulation knowledge and experiences.Thirdly,a modularity routine method was investigated using writing with C++programing,which automatically creates subroutines of 3D dynamic heat source model for user.To realize the dynamic weld path,the local weld path coordinate system was moved in the global coordinate system and it is used to model the direction of weld gun,welding path and welding pose.The weld path data file was prepared by the automatic tool for the welding heat source subroutines.All above functions were integrated in the user interface and the connection with architecture was introduced.At last,a laser beam welding heat source modeling was automatically modeled and the weld pool geometry was compared with the reported literature.It demonstrated that the automated tool is valid for welding simulation.Since modeling became convenient for welding simulation using the tool proposed,it could be easy and useful for welding engineers to acquire the needed information. 展开更多
关键词 welding heat source welding simulation 3D dynamic heat source model automated loading of heat source
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Comparison of Acoustic Emission Characteristics for C/SiC Composite Component Under Combination of Heating and Mechanical Loading
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作者 Zhi-Yong Tan Chang-Wan Min +2 位作者 Hong-Wei Wu Yu-Hai Qian Mei-Shuan Li 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 2017年第10期992-998,共7页
The acoustic emission(AE) characteristics of C/SiC composite component under various conditions were compared, with the purpose of identifying the possible damage and failure mechanism. During the process of the sin... The acoustic emission(AE) characteristics of C/SiC composite component under various conditions were compared, with the purpose of identifying the possible damage and failure mechanism. During the process of the single mechanical loading, the highest amplitude of the AE signal was less than 85 dB and the main damage forms of matrix cracking and interface debonding were involved. For the heating process, high-energy AE signals with an amplitude more than 85 dB were detected and fiber fracture mechanism was determined as well due to the thermal stress caused by the mismatch of the thermal expansion coefficient between the reinforced fiber and matrix. During the combination process of the heating and mechanical loading, it was concluded that the degree of damage was much severer than the simple superposition of damage produced by the individual mechanical loading and the individual heating process. 展开更多
关键词 C/SiC composite Damage and failure heatING Mechanical loading Acoustic emission
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Direction Dependence of Savings on Cooling and Heating Loads by Energy Efficient Windows
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作者 Kazuki Yoshimura 《Journal of Energy and Power Engineering》 2014年第12期2012-2016,共5页
The energy saving performance of energy efficient windows has strong dependence on window direction. Transmitted insolation level definitely affected the cooling and heating load. Simple simulation on the decrement of... The energy saving performance of energy efficient windows has strong dependence on window direction. Transmitted insolation level definitely affected the cooling and heating load. Simple simulation on the decrement of cooling load and the increment of heating load of a shading window compared with those of a transparent window show the prospect of energy saving effect clearly.From southeastward to southwestward, shading window even enlarges total heating and cooling loads when the thermal transmission is the same. However, if the shading coefficient of window is switched between summer and winter, total cooling and heating load can be reduced. This result clarifies the importance of "smart window". 展开更多
关键词 Cooling load heating load shading coefficient U-vaLue.
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Value analysis of district heating system with gas-fired peak load boiler in secondary network
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作者 郑雪晶 穆振英 《Journal of Central South University》 SCIE EI CAS 2009年第S1期178-182,共5页
In district heating(DH) system with gas-fired peak load regulating boiler in the secondary network,by prolonging run time of base load plants under rated condition,the mean energy efficiency could be increased. The fu... In district heating(DH) system with gas-fired peak load regulating boiler in the secondary network,by prolonging run time of base load plants under rated condition,the mean energy efficiency could be increased. The fuels of the system,including coal and gas,would cause different environmental impacts. Meanwhile,the reliability of the heating networks would be changed because the peak load regulating boiler could work as a standby heat source. A model for assessment of heating system was established by value analysis to optimize this kind of system. Energy consumption,greenhouse gas emission,pollution emission and system reliability were selected as functional assessment indexes in the model. Weights of each function were determined by analytical hierarchy process (AHP) and experts consultation. Life cycle cost was used as the cost in the model. A real case as an example was discussed to obtain the optimal base load ratio. The result shows that the optimal base load ratio of the case is 0.77. 展开更多
关键词 DISTRICT heatING VALUE analysis base load RATIO SECONDARY network
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Research on Load Characteristic of Electrothermal Film Heating Community
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作者 Lei Yang Tianzong Liu +2 位作者 Xiaoguang Wang Jin He Xiaobo Song 《Energy and Power Engineering》 2017年第4期155-161,共7页
In this paper, a case study of an electrothermal film heating community in Tianjin is carried out, in which the winter load characteristic and electricity use law are analyzed. In this community, every household insta... In this paper, a case study of an electrothermal film heating community in Tianjin is carried out, in which the winter load characteristic and electricity use law are analyzed. In this community, every household installs two watt-hour meters, one of which is only used to measure the electrothermal heating power, so the interference factors are eliminated. The main factors influencing the residents’ power consumption are summarized, and a method for estimating the thermal load of the residents is given. The conclusions can provide important reference to generalize the electric heating technology. 展开更多
关键词 load CHARACTERISTIC ELECTROTHERMAL FILM heatING
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Effect of heating-rate on failure temperature of pre-loaded brass H62
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作者 陈斌 彭向和 +1 位作者 范镜泓 孙士涛 《中国有色金属学会会刊:英文版》 CSCD 2007年第A01期228-231,共4页
The response and failure of brass H62 specimens subjected to different levels of pre-loaded stresses and heating rates were investigated using a Gleeble-1500 thermal-mechanical material testing system. The metallograp... The response and failure of brass H62 specimens subjected to different levels of pre-loaded stresses and heating rates were investigated using a Gleeble-1500 thermal-mechanical material testing system. The metallographs of the tested material were also observed and analyzed. It is found that the increase of either pre-loaded stress or heating-rate decreases the failure temperature. Metallographic analysis shows that high heating-rate may cause stronger local thermal inconsistency(LTI) and remarkably increase the microdefects in the material,which may markedly degrade the macroscopic mechanical properties of the material. 展开更多
关键词 黄铜 加热铝 金属材料 微观结构
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Heating load interval forecasting approach based on support vector regression and error estimation
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作者 张永明 于德亮 齐维贵 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2011年第4期94-98,共5页
As the existing heating load forecasting methods are almostly point forecasting,an interval forecasting approach based on Support Vector Regression (SVR) and interval estimation of relative error is proposed in this p... As the existing heating load forecasting methods are almostly point forecasting,an interval forecasting approach based on Support Vector Regression (SVR) and interval estimation of relative error is proposed in this paper.The forecasting output can be defined as energy saving control setting value of heating supply substation;meanwhile,it can also provide a practical basis for heating dispatching and peak load regulating operation.By means of the proposed approach,SVR model is used to point forecasting and the error interval can be gained by using nonparametric kernel estimation to the forecast error,which avoid the distributional assumptions.Combining the point forecasting results and error interval,the forecast confidence interval is obtained.Finally,the proposed model is performed through simulations by applying it to the data from a heating supply network in Harbin,and the results show that the method can meet the demands of energy saving control and heating dispatching. 展开更多
关键词 heating supply energy-saving load forecasting support vector regression nonparametric kernel estimation confidence interval
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基于特征融合的供热系统预测调控效果研究
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作者 孙春华 于沛霖 +3 位作者 曹姗姗 夏国强 刘依婷 郭海娇 《河北工业大学学报》 2026年第1期69-78,共10页
为提高热负荷预测的精度,提升基于负荷预测的供热系统调控效果,提出一种基于特征融合的供热系统预测调控方法。首先,采用偏自相关函数(partial autocorrelation function,PACF)、Pearson相关系数和最大信息系数(maximum information coe... 为提高热负荷预测的精度,提升基于负荷预测的供热系统调控效果,提出一种基于特征融合的供热系统预测调控方法。首先,采用偏自相关函数(partial autocorrelation function,PACF)、Pearson相关系数和最大信息系数(maximum information coefficient,MIC)相结合的特征选择方法来确定预测模型的基本特征;然后,使用线性回归融合、指数融合和主成分分析融合对基本特征进行融合,应用递归MLR预测确定最佳融合方法,进一步对比在最佳融合策略下递归MLR、PSO-SVR、CNN和XGBoost中效果最优的预测方法;最后,将辨识出的融合方法和预测模型方法用于实际热力站调控。结果显示,基于线性回归融合的XGboost预测方法效果最好,可以提升训练精度并减少计算时间,同时可以有效指导调控,节热率达到4%以上。 展开更多
关键词 热负荷预测 特征融合 特征选择 预测模型方法 供热系统调控
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Performance Evaluation Methods for Multi-stream Plate-Fin Heat Exchanger
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作者 Li Jun Wang Yu +2 位作者 Jiang Yanlong Shi Hong Zheng Wenyuan 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2017年第5期553-560,共8页
Mathematical model of cross type multi-stream plate-fin heat exchanger is established.Meanwhile,mean square error of accumulative heat load is normalized by dimensionless,and the equations of temperature-difference un... Mathematical model of cross type multi-stream plate-fin heat exchanger is established.Meanwhile,mean square error of accumulative heat load is normalized by dimensionless,and the equations of temperature-difference uniformity factor are improved.Evaluation factors above and performance of heat exchanger are compared and analyzed by taking aircraft three-stream condenser as an example.The results demonstrate that the mean square error of accumulative heat load is common result of total heat load and excess heat load between passages.So it can be influenced by passage arrangement,flow inlet parameters as well as flow patterns.Dimensionless parameter of mean square error of accumulative heat load can reflect the influence of passage arrangement to heat exchange performance and will not change dramatically with the variation of flow inlet parameters and flow patterns.Temperature-difference uniformity factor is influenced by passage arrangement and flow patterns.It remains basically unchanged under a certain range of flow inlet parameters. 展开更多
关键词 multi-stream plate-fin heat exchanger mean square error of accumulative heat load temperature-difference uniformity factor performance evaluation
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Research on Energy-Saving Performance of Intermittent Heating for Rooms in Hot Summer&ColdWinter Zone
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作者 Guoqing Yu Nan Fang +1 位作者 Dingke Hu Wei Zhao 《Energy Engineering》 EI 2023年第7期1563-1582,共20页
In the hot summer&cold winter zone in China,intermittent heating space for rooms is widely used.However,in comparison with continuous space heating,the energy-saving performance of intermittent space heating has n... In the hot summer&cold winter zone in China,intermittent heating space for rooms is widely used.However,in comparison with continuous space heating,the energy-saving performance of intermittent space heating has not been sufficiently investigated.This paper studied the factors influencing the energy performance of intermittent heating for the representativeoffice inhot summer&coldwinter zone.Basedon theheatbalancemethod,adynamic thermalmodel of the intermittent heating roomwas built and tested by experiments.And then,it analyzed the total space heating load,the amount of energy saving and energy saving ratio of the intermittent heating under different preheating hours,occupation hours,required roomtemperatures,air change rates,overall heat transfer coefficients(U-value)of windows and wall materials.If the adjacent rooms were not heated,for a typical room occupied about 10 h a day,the energy-saving ratio of intermittent heating was about 30%compared with continuous heating.But the preheating power was higher than two times of continuous heating.The results also indicated that the occupation hours had a significant effect on energy saving amount and ratio,it should be noted that the energy saving ratio by intermittent heating was much lower than the unoccupied period ratio.Relative to other factors,the heating temperatures,room air change rates and U-value of windows,and room envelope materials had little effect on energy efficiency.If the adjacent rooms were heated in the same manner as the roomin question,the energy-saving ratio of the total load of intermittent heating was heavily reduced to 8.46%. 展开更多
关键词 Intermittent heating space heat load continuous heating hot summer&cold winter zone energy saving ratio
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A New Simplified Transient Theory for Heating and Cooling Loads
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作者 Tatsuhiro Yamamoto 《Journal of Building Material Science》 2025年第3期220-232,共13页
This paper introduces a thermodynamically grounded framework that replaces conventional energy-centric building simulation with a heat-based reconstruction method,enabling the use of standard-year weather data without... This paper introduces a thermodynamically grounded framework that replaces conventional energy-centric building simulation with a heat-based reconstruction method,enabling the use of standard-year weather data without bespoke weather files.High-accuracy predictive models are developed to estimate seasonal heating and cooling loads and to derive convective heat transfer coefficients for transitional seasons.Models are calibrated against extended AMeDAS records for Kurume,Fukuoka Prefecture,demonstrating improved capture of local climatic variability compared with standard practice.Methodologically,the study establishes time-series regression relationships linking outdoor air temperature,incident solar radiation,and wind speed to instantaneous thermal demand and surface convective rates.These empirical relations feed a reconstruction algorithm that adjusts simulation outputs to standardized climatic conditions by rescaling heat flows and convective parameters rather than altering meteorological inputs.Results indicate that reframing simulation inputs in terms of heat enhances reliability and transferability of performance predictions and reduces uncertainty associated with variable weather.The paper examines essential assumptions affecting applicability,including the assumed linearity of convective correlations,representativeness of the reference building envelope,and the use of virtual walls for parameter identification.It further proposes a novel procedure to compute a physical adjustment coefficient for the convective heat transfer coefficient,addressing a parameter gap in macro-scale models while acknowledging challenges for conventional comparative validation.The authors recommend future work on automated calibration routines and on extending the method to tropical and arid climates to broaden applicability and support foundational reform of building energy simulation. 展开更多
关键词 Energy Simulation Computational Fluid Dynamics Numerical Analysis heat load
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基于机器学习的区域供热系统负荷短期预测模型优化
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作者 韩超 《绿色建造与智能建筑》 2026年第1期120-122,共3页
在“双碳”战略与供热智慧化转型加速的背景下,区域供热系统面临负荷变化剧烈、控制精度不足、能耗偏高等问题,传统预测方法难以支撑高频动态调节需求。本文基于机器学习构建区域供热系统短期负荷预测模型,结合室温数据采集、特征构建... 在“双碳”战略与供热智慧化转型加速的背景下,区域供热系统面临负荷变化剧烈、控制精度不足、能耗偏高等问题,传统预测方法难以支撑高频动态调节需求。本文基于机器学习构建区域供热系统短期负荷预测模型,结合室温数据采集、特征构建、深度学习建模与AI决策机部署,形成完整的预测优化路径,实现对换热站运行的精准引导。 展开更多
关键词 区域供热系统 负荷短期预测 机器学习 温度采集 AI决策模型
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