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Influence of Different Vortex Generators on Heat Transfer in Direct Air-Cooled Condensers 被引量:17
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作者 ZHOU Guobing YANG Laishun 《中国电机工程学报》 EI CSCD 北大核心 2012年第5期I0001-I0020,共20页
通过数值模拟研究了矩形小翼、三角小翼、梯形小翼、柱面梯形翼、柱面三角翼和柱面矩形翼等6种涡流发生器分别安装于直接空冷凝汽器单排蛇形翅片扁管中的压降和换热性能。Re数在600~1800范围内,涡流发生器采用相同高宽比、尾高、攻角以... 通过数值模拟研究了矩形小翼、三角小翼、梯形小翼、柱面梯形翼、柱面三角翼和柱面矩形翼等6种涡流发生器分别安装于直接空冷凝汽器单排蛇形翅片扁管中的压降和换热性能。Re数在600~1800范围内,涡流发生器采用相同高宽比、尾高、攻角以及安装位置。结果表明:矩形小翼的换热及压降增大最多,Re=1729时,相比平直翅片分别增加了14.27%和18.32%。Re=1 729时,柱面梯形翼的压力损失比矩形小翼少4.7%,换热低1.5%。当以(j/j0)/(f/f0)1/3作为综合换热性能评价标准时,柱面梯形翼的综合换热性能最好。另外,考察了柱面梯形翼倾角的影响(0°、6°、12°、20°、24°和26°),相同工况下,倾角为12°的柱面梯形翼换热最好(较平直翅片增强4.29%~14.1%)、压降最小(增大7.5%~12.8%)且综合换热性能最好。柱面梯形翼因其迎流面积与斜边长度的匹配以及流线型柱面,具有良好的强化传热效果以及较小的压降。 展开更多
关键词 直接空冷凝汽器 涡发生器 传热 涡流发生器 风冷冷凝器 空气冷却 化学工业 热交换器
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Effects of Using Wind Guiding Nets to Improve Prevailing Ambient Wind on Direct Air-cooled Condensers 被引量:1
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作者 YANG Jianguo LIU Da ZHANG Zhaoying JU Xiaoli 《中国电机工程学报》 EI CSCD 北大核心 2012年第2期I0001-I0020,共20页
关键词 直接空冷凝汽器 环境风场 风网 入口流量 冷凝器风扇 质量流率 倒灌风 空气
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Influence of thermal flow field of cooling tower on recirculation ratio of a direct air-cooled system for a power plant
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作者 Zhao Wanli Liu Peiqing 《Engineering Sciences》 EI 2008年第4期64-70,共7页
In order to get thermal flow field of direct air-cooled system,the hot water was supplied to the model of direct air-cooled condenser(ACC). The particle image velocimetery (PIV) experiments were carried out to get the... In order to get thermal flow field of direct air-cooled system,the hot water was supplied to the model of direct air-cooled condenser(ACC). The particle image velocimetery (PIV) experiments were carried out to get thermal flow field of a ACC under different conditions in low velocity wind tunnel,at the same time,the recirculation ratio at cooling tower was measured,so the relationship between flow field characteristics and recirculation ratio of cooling tower can be discussed. From the results we can see that the flow field configuration around cooling tower has great effects on average recirculation ratio under cooling tower. The eddy formed around cooling tower is a key reason that recirculation produces. The eddy intensity relates to velocity magnitude and direction angle,and the configuration of eddy lies on the geometry size of cooling tower. So changing the flow field configuration around cooling tower reasonably can decrease recirculation ratio under cooling tower,and heat dispel effect of ACC can also be improved. 展开更多
关键词 直接空冷系统 冷却塔 流量场 再循环 电厂 比例 流场特性 冷却冷凝器
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Transient Heat Transfer Study of Direct Contact Condensation of Steam in Spray Cooling Water 被引量:2
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作者 Yiping Wang Yunfa Hu +1 位作者 Qunwu Huang Yong Cui 《Transactions of Tianjin University》 EI CAS 2018年第2期131-143,共13页
We conducted a transient experimental investigation of steam–water direct contact condensation in the absence of noncondensible gas in a laboratory-scale column with the inner diameter of 325 mm and the height of 104... We conducted a transient experimental investigation of steam–water direct contact condensation in the absence of noncondensible gas in a laboratory-scale column with the inner diameter of 325 mm and the height of 1045 mm. We applied a new analysis method for the steam state equation to analyze the molar quantity change in steam over the course of the experiment and determined the transient steam variation. We also investigated the influence of flow rates and temperatures ofcooling water on the efficiency ofsteam condensation. Our experimental results show that appropriate increasing of the cooling water flow rate can significantly accelerate the steam condensation. We achieved a rapid increase in the total volumetric heat transfer coefficient by increasing the flow rate of cooling water, which indicated a higher thermal convection between the steam and the cooling water with higher flow rates. We found that the temperature ofcooling water did not play an important role on steam condensation. This method was confirmed to be effective for rapid recovering ofsteam. 展开更多
关键词 direct contact condensATION STEAM SPRAY cooling water Transient HEAT TRANSFER performance STEAM state equation VOLUMETRIC HEAT TRANSFER coeffi cient
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Numerical Simulation of Direct-contact Condensation from a Supersonic Steam Jet in Subcooled Water 被引量:13
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作者 Ajmal Shah Imran Rafiq Chughtai Mansoor Hameed Inayat 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2010年第4期577-587,共11页
直接接触的冷凝作用的现象,在驾驶的蒸气使用喷气注射者,核反应堆紧急情况核心冷却系统和直接接触的热 exchangers,被在使过冷的水里为蒸气的直接接触的冷凝作用介绍一个热平衡模型计算地调查。介绍的冷凝作用模型是在接口的双方上... 直接接触的冷凝作用的现象,在驾驶的蒸气使用喷气注射者,核反应堆紧急情况核心冷却系统和直接接触的热 exchangers,被在使过冷的水里为蒸气的直接接触的冷凝作用介绍一个热平衡模型计算地调查。介绍的冷凝作用模型是在接口的双方上照顾热转移过程并且使用一条可变蒸气水泡直径的二个抵抗模型。在使过冷的水坦克的超声的蒸气喷气的注射用 Euler-Euler 多相的流动模型被模仿流畅与冷凝作用模型一起的 6.3 代码合并了。模拟与出版试验性的数据和相当好的同意相比的计算液体动力学(CFD ) 的调查结果被观察在之间二,因此验证冷凝作用模型。为羽毛从 2.73-7.33 改变的蒸气的无尺寸的穿入长度的 CFD 模拟的结果,当冷凝作用热转移系数从 0.75-0.917 MW 汯敹桴牥?晬湯 ? 变化时 ???? 琠楲敭潳汹?? 展开更多
关键词 蒸汽凝结水 直接接触式 超音速射流 蒸汽驱动 数值模拟 过冷 计算流体动力学 热平衡模型
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Enhancement of freshwater production of the seawater greenhouse condenser 被引量:1
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作者 Tahani K BAIT SUWAILAM Abdulrahim M AL-ISMAILI +2 位作者 Nasser A AL-AZRI L H Janitha JEEWANTHA Hemesiri KOTAGAMA 《Journal of Arid Land》 SCIE CSCD 2021年第4期397-412,共16页
Seawater greenhouse(SWGH)is a technology established to overcome issues related to open field cultivation in arid areas,such as the high ambient temperature and the shortage of freshwater.It adopts the humidification-... Seawater greenhouse(SWGH)is a technology established to overcome issues related to open field cultivation in arid areas,such as the high ambient temperature and the shortage of freshwater.It adopts the humidification-dehumidification concept where evaporated moisture from a saline water source is condensed to produce freshwater within the greenhouse body.Various condenser designs are adopted to increase freshwater production in order to meet the irrigation demand.The aim of this study was to experimentally investigate the practicality of using the packed-type direct contact condenser in the SWGH to produce more freshwater at low costs,simple design and high efficiency,and to explore the impact of the manipulating six operational variables(inlet air temperature of the humidifier,air mass flowrate of the humidifier,inlet water temperature of the humidifier,water mass flowrate of the humidifier,inlet water temperature of the dehumidifier and water mass flowrate of the dehumidifier)on freshwater condensation rate.For this purpose,a direct contact condenser was designed and manufactured.Sixty-four full factorial experiments were conducted to study the effect of the six operational variables.Each variable was operated at two levels(high and low flowrate),and each experiment lasted for 10 min and followed by a 30-min waiting time.Results showed that freshwater production varied between 0.257 and 2.590 L for every 10 min.When using Minitab statistical software to investigate the significant variables that contributed to the maximum freshwater production,it was found that the inlet air temperature of the humidifier had the greatest influence,followed by the inlet water temperature of the humidifier;the former had a negative impact while the latter had a positive impact on freshwater production.The response optimizer tool revealed that the optimal combination of variables contributed to maximize freshwater production when all variables were in the high mode and the inlet air temperature of the humidifier was in the low mode.The comparison between the old plastic condenser and the new proposed direct contact condenser showed that the latter can produce 75.9 times more freshwater at the same condenser volume. 展开更多
关键词 seawater greenhouse HUMIDIFICATION-DEHUMIDIFICATION direct contact condenser freshwater production water desalination
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Thermodynamic Simulation of CCP in Air-Cooled Heat Pump Unit with HFCs and CO<sub>2</sub>Trans-Critical 被引量:1
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作者 Feihu Chen Shuguang Liao Guangcai Gong 《Journal of Power and Energy Engineering》 2018年第9期141-164,共24页
The exergy analysis and finite time thermodynamic methods had been employed to analyze the compound condensation process (CCP). It was based on the air-cooling heat pump unit. The cooling capacity of the chiller unit ... The exergy analysis and finite time thermodynamic methods had been employed to analyze the compound condensation process (CCP). It was based on the air-cooling heat pump unit. The cooling capacity of the chiller unit is about 1 kW, and the work refrigerant is R22/R407C/R410A/CO2. The MATLAB/SIMULINK software was employed to build the simulation model. The thermodynamic simulation model is significant for the optimization of parameters of the unit, such as condensation and evaporation temperature and mass flow of the sanitary hot water and size of hot water storage tank. The COP of the CCP of R410A system is about 3% - 5% higher than the CCP of the R22 system, while CCP of the R407C system is a little lower than the CCP of R22 system. And the CCP of CO2 trans-critical system has advantage in the hot supply mode. The simulation method provided a theoretical reference for developing the production of CCP with substitute refrigerant R407C/R410A/CO2. 展开更多
关键词 air-cooled Heat Pump Unit Compound condensation Process (CCP) EXERGY Analysis Method Sanitary Hot Water MATLAB/SIMULINK Software Fluorine Substitute REFRIGERANT R407C/R410A Natural REFRIGERANT CO2
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The Experimental Investigation of Recirculation of Air-Cooled System for a Large Power Plant
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作者 Wanli Zhao Qiyue Wang Peiqing Liu 《Energy and Power Engineering》 2010年第4期291-297,共7页
The paper introduces thermal buoyancy effects to experimental investigation of wind tunnel simulation on direct air-cooled condenser for a large power plant. In order to get thermal flow field of air-cooled tower, PIV... The paper introduces thermal buoyancy effects to experimental investigation of wind tunnel simulation on direct air-cooled condenser for a large power plant. In order to get thermal flow field of air-cooled tower, PIV experiments are carried out and recirculation ratio of each condition is calculated. Results show that the thermal flow field of the cooling tower has great influence on the recirculation under the cooling tower. Ameliorating the thermal flow field of the cooling tower can reduce the recirculation under the cooling tower and improve the efficiency of air-cooled condenser also. 展开更多
关键词 direct air-cooled condenser Thermal Flow Field Recirculation PIV EXPERIMENT Power PLANT
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Research and Demonstration of Direct Air-Cooling System for 600-MW Fossil-Fired Power Plants
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作者 Zhang Xiaolu 1 , Wang Jianping 2 , Hu Zhenling 3 1. China Power Investment Corporation 2. China Power Engineering Consulting Group Corporation 3. Harbin Air Conditioning Co., Ltd., 《Electricity》 2011年第4期46-51,共6页
Given the distribution feature of resources such as coal and water, the requirements for the development of Chinese power industry, and the fact of monopoly by foreign companies, it is very necessary and significant t... Given the distribution feature of resources such as coal and water, the requirements for the development of Chinese power industry, and the fact of monopoly by foreign companies, it is very necessary and significant to independently research and develop air-cooling technologies. Through experimental research, simulative calculation, process and equipment development, field tests and a demonstration project, the design and operation technologies for air-cooling system are grasped and relevant key equipment is developed. The results of the demonstration project show that the technical indicators for the air-cooling system have met or exceeded the design requirements. Part of the research results have been incorporated into the relevant national design standards. The technologies developed have been applied to more than 23 sets of thermal power units of or above 600 MW in China. 展开更多
关键词 thermal power generating unit air-cooling direct air-cooling project demonstration
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基于对称分量法的调相机定子故障特征分析
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作者 谷兵 蒋琛 +3 位作者 黄思遥 蔚超 王伟 程明 《电力工程技术》 北大核心 2024年第2期210-217,共8页
传统同步调相机定子绕组匝间短路故障机理分析方法通常认为电机定子电流接近三相对称,并以此为基础建立同步调相机故障电流的数学表征。但是,一旦发生定子绕组匝间短路故障,同步调相机三相定子电流的对称性将遭到破坏,使得传统故障机理... 传统同步调相机定子绕组匝间短路故障机理分析方法通常认为电机定子电流接近三相对称,并以此为基础建立同步调相机故障电流的数学表征。但是,一旦发生定子绕组匝间短路故障,同步调相机三相定子电流的对称性将遭到破坏,使得传统故障机理分析方法所建立的数学表征无法准确反映电机内部电气量的变化。文中通过引入对称分量法,建立故障后同步调相机瞬时有功/无功功率的数学模型,提出利用瞬时有功/无功功率中的2次谐波进行定子绕组匝间短路故障诊断。仿真和实验的结果表明:相较于利用定子电流3次谐波与基波幅值之比诊断故障的传统方法,文中方法在轻微故障状态下能提高至少7倍的诊断灵敏度,更易完成早期故障诊断。同时,所提方法中的故障特征量不受同步调相机工况和故障位置的影响,具有强鲁棒性。 展开更多
关键词 同步调相机 定子绕组匝间短路 对称分量法 瞬时功率 故障诊断 特高压直流输电系统
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光热电站主机直接空冷系统优化探讨
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作者 高志广 王进军 +1 位作者 曹淇 雁川 《电力勘测设计》 2024年第4期48-52,90,共6页
光热发电是一种比较有发展前景的可再生能源发电形式,具有良好的储能和调峰能力。受制于水资源条件,目前我国光热电站的主机冷却系统多采用直接空冷系统。直接空冷系统配置对机组经济性和盈利能力均会产生较大影响。在总结和分析光热电... 光热发电是一种比较有发展前景的可再生能源发电形式,具有良好的储能和调峰能力。受制于水资源条件,目前我国光热电站的主机冷却系统多采用直接空冷系统。直接空冷系统配置对机组经济性和盈利能力均会产生较大影响。在总结和分析光热电站投资构成及运行特点的前提下,依托某案例工程进行直接空冷系统优化计算和分析。对光热电站直接空冷系统气象数据选取与处理、以及电价敏感性分析进行初步探讨。由于上网电价及成本电价普遍较高,与常规火电厂直接空冷系统相比较,光热电站直接空冷系统配置倾向于初始温差(ITD)值较低、风速较小、空冷凝汽器面积较大的方案。 展开更多
关键词 光热电站 直接空冷系统 敏感性分析
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基于网络的DIRECT X接口编程实现多媒体图像解压缩传输
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作者 丘威 黄建妮 《广东自动化与信息工程》 2003年第2期29-31,共3页
本文介绍了图像压缩技术原理及JPEG、MPEG图像压缩格式的解压缩实现,利用微软的DIRECT X接口编程实现网上进行多媒体图像数据的传输,并且本系统可进一步扩展为网上的视频点播(VOD)。
关键词 多媒体 图像解压缩传输 图像处理 计算机 JPEG MPEG directX 接口编程 图像编码
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一电厂消除脱硫系统白烟技术经济比较
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作者 高河亮 潘振艳 《能源与节能》 2024年第4期123-126,284,共5页
为了消除燃煤电站烟囱的白烟现象,按照烟气直接加热和烟气先冷凝再加热两种方案针对一工程进行了烟囱消除白烟的初步工程方案设计,并进行了烟囱消除白烟的技术经济比较和分析。结果表明,烟气先冷凝再加热的消除烟囱白烟的方案具有明显... 为了消除燃煤电站烟囱的白烟现象,按照烟气直接加热和烟气先冷凝再加热两种方案针对一工程进行了烟囱消除白烟的初步工程方案设计,并进行了烟囱消除白烟的技术经济比较和分析。结果表明,烟气先冷凝再加热的消除烟囱白烟的方案具有明显的技术经济优势。 展开更多
关键词 烟羽 排放温度 技术经济比较 烟气直接加热 烟气先冷凝再加热
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直接空冷机组尖峰冷却系统冷却倍率优化
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作者 徐正 孟海 耿欣 《山西电力》 2024年第1期51-55,共5页
为了提高燃煤直接空冷机组尖峰冷却系统的经济性,提出了尖峰冷却系统冷却倍率优化计算的方法;在参照EPC招标文件要求的基础上确定了尖峰冷却系统的凝汽量,并重点探讨了带表面式凝汽器的尖峰冷却系统的最优冷却倍率。研究表明,“表面式... 为了提高燃煤直接空冷机组尖峰冷却系统的经济性,提出了尖峰冷却系统冷却倍率优化计算的方法;在参照EPC招标文件要求的基础上确定了尖峰冷却系统的凝汽量,并重点探讨了带表面式凝汽器的尖峰冷却系统的最优冷却倍率。研究表明,“表面式凝汽器+机力塔+循环泵”的尖峰冷却系统在设计凝汽量、设计温度35℃下的最佳冷却倍率为35倍,随着环境温度的降低,对应温度下的最佳冷却倍率增大;600 MW超临界直接空冷发电机组,尖冷凝汽量280 t/h时,扣除水资源费用后,年收益为886.92万元。 展开更多
关键词 尖峰冷却 干湿联合 直接空冷 冷却倍率 表面式凝汽器
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Measures against the adverse impact of natural wind on air-cooled condensers in power plant 被引量:22
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作者 YANG LiJun,DU XiaoZe & YANG YongPing Key Laboratory of Condition Monitoring and Control for Power Plant Equipment of Ministry of Education of China,North China Electric Power University,Beijing 102206,China 《Science China(Technological Sciences)》 SCIE EI CAS 2010年第5期1320-1327,共8页
The natural wind plays disadvantageous roles in the operation of air-cooled steam condensers in power plant.It is of use to take various measures against the adverse effect of wind for the performance improvement of a... The natural wind plays disadvantageous roles in the operation of air-cooled steam condensers in power plant.It is of use to take various measures against the adverse effect of wind for the performance improvement of air-cooled condensers.Based on representative 2×600 MW direct air-cooled power plant,three ways that can arrange and optimize the flow field of cooling air thus enhance the heat transfer of air-cooled condensers were proposed.The physical and mathematical models of air-cooled condensers with various flow leading measures were presented and the flow and temperature fields of cooling air were obtained by CFD simulation.The back pressures of turbine were calculated for different measures on the basis of the heat transfer model of air-cooled condensers.The results show that the performance of air-cooled condensers is improved thus the back pressure of turbine is lowered to some extent by taking measures against the adverse impact of natural wind. 展开更多
关键词 air-cooled condenser WIND SPEED and direction flow and heat TRANSFER BACK pressure power PLANT
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Influences of Lateral Double-Layered Deflectors on Cooling Performance of Air-Cooled Condenser 被引量:1
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作者 HUANG Wenhui HUANG Xianwei +1 位作者 YANG Lijun DU Xiaoze 《Journal of Thermal Science》 SCIE EI CAS CSCD 2021年第6期2164-2177,共14页
The cooling performance of air-cooled condenser(ACC)is susceptible to adverse impacts of ambient winds.In this work,three kinds of lateral double-layered deflectors installed under the ACC platform are proposed to wea... The cooling performance of air-cooled condenser(ACC)is susceptible to adverse impacts of ambient winds.In this work,three kinds of lateral double-layered deflectors installed under the ACC platform are proposed to weaken the unfavorable effects of cross winds.Through CFD simulation methods,the main parameters of thermo-flow performances of a 2×660 MW direct dry cooling system are obtained,by which it can be concluded that the deflectors can effectively reduce the inlet air temperatures while enhance the mass flow rates of upwind fans due to the guiding effect,especially at high wind speeds,while the improvement of cooling capacity of ACCs in the 0°wind direction is weak.The inclined-vertical deflectors are superior to others in performance improvement of ACCs for all cases,which can reduce the turbine back pressure by 12.15%when the wind speed is 12 m/s,so they can be applied to the performance enhancement of ACCs under windy conditions in practical engineering. 展开更多
关键词 air-cooled condenser lateral double-layered deflectors cooling capacity turbine back pressure wind speed and direction
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Performance Assessment of Air-Cooled Steam Condenser with Guide Vane Cascade 被引量:1
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作者 ZHANG Xuelei LI Yunpeng CHEN Haiping 《Journal of Thermal Science》 SCIE EI CAS CSCD 2019年第5期993-1003,共11页
Ambient wind has an unfavourable impact on air-cooled steam condenser(ACSC) performance. A new measure to improve ACSC performance is proposed by setting a diffusion type guide vane cascade beneath the ACSC platform. ... Ambient wind has an unfavourable impact on air-cooled steam condenser(ACSC) performance. A new measure to improve ACSC performance is proposed by setting a diffusion type guide vane cascade beneath the ACSC platform. The numerical models are developed to illustrate the effects of diffusion type guide vane cascade on ACSC performance. The simulation results show that this vane cascade can cause the increases in coolant flows across almost all fans due to its diffusion function and lower flow resistance. Meanwhile, the guide vane cascade also decreases the fan inlet temperatures because of the uniform flow field around the condenser cells. Comparing with the case without guide device, the overall heat transfer efficiency is increased by 11.2% for guide vane cascade case under the condition of 9 m/s. The heat transfer efficiency firstly enhances and then decreases with decreasing stagger angle of guide vane under a certain wind speed. The optimum stagger angle corresponding to the maximum heat transfer efficiency is about 65.5°. The heat transfer efficiency always enhances as increasing vane cascade height, and a vane cascade with 20 m to 30 m height may be suitable to the ACSC as considering the cost. 展开更多
关键词 air-cooled steam condenser AMBIENT WIND guide VANE CASCADE heat TRANSFER
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Numerical investigation on the cluster effect of an array of axial flow fans for air-cooled condensers in a power plant 被引量:6
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作者 YANG LiJun DU XiaoZe ZHANG Hui YANG YongPing 《Chinese Science Bulletin》 SCIE EI CAS 2011年第21期2272-2280,共9页
The aerodynamic behavior of tens of axial flow fans incorporated with air-cooled condensers in a power plant is different from that of an individual fan.Investigation of the aerodynamic characteristics of axial flow f... The aerodynamic behavior of tens of axial flow fans incorporated with air-cooled condensers in a power plant is different from that of an individual fan.Investigation of the aerodynamic characteristics of axial flow fan array benefits its design optimization and running regulation.Based on a representative 2600 MW direct-dry cooling power plant,the flow rate of each fan and the overall flow rate of the fan array are obtained in the absence of ambient wind and at various wind speeds and directions,using CFD simulation.The cluster factor of each fan and the average cluster factor of the fan array are calculated and analyzed.Results show that the cluster factors are different from each other and that the cluster effect with ambient wind is significantly different from the cluster effect with no wind.The fan at the periphery of the array or upwind of the ambient wind generally has a small cluster factor.The average cluster factor of the array decreases with the increasing wind speeds and also varies widely with wind direction.The cluster effect of the axial flow fan array can be applied to optimize the design and operation of air-cooled condensers in a power plant. 展开更多
关键词 风冷冷凝器 集群效应 轴流风机 阵列 电厂 数值研究 空气动力学特性 空气动力特性
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Application of machine learning to develop a real-time air-cooled condenser monitoring platform using thermofluid simulation data 被引量:1
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作者 Rashid A.Haffejee Ryno Laubscher 《Energy and AI》 2021年第1期151-166,共16页
A data-driven surrogate model is proposed for a 64-cell air-cooled condenser system at a power plant.The surro-gate model was developed using thermofluid simulation data from an existing detailed 1-D thermofluid netwo... A data-driven surrogate model is proposed for a 64-cell air-cooled condenser system at a power plant.The surro-gate model was developed using thermofluid simulation data from an existing detailed 1-D thermofluid network simulation model.The thermofluid network model requires a minimum of 20 min to solve for a single set of in-puts.With operating conditions fluctuating constantly,performance predictions are required in shorter intervals,leading to the development of a surrogate model.Simulation data covered three operating scopes across a range of ambient air temperatures,inlet steam mass flow rates,number of operating cells,and wind speeds.The surrogate model uses multi-layer perceptron deep neural networks in the form of a binary classifier network to avoid ex-trapolation from the simulation dataset,and a regression network to provide performance predictions,including the steady-state backpressure,heat rejections,air mass flowrates,and fan motor powers on a system level.The integrated surrogate model had an average relative error of 0.3%on the test set,while the binary classifier had a 99.85%classification accuracy,indicating sufficient generalisation.The surrogate model was validated using site-data covering 10 days of operation for the case-study ACC system,providing backpressure predictions for all 1967 input samples within a few seconds of compute time.Approximately 93.5%of backpressure predictions were within±6%of the recorded backpressures,indicating sufficient accuracy of the surrogate model with a significant decrease in compute time. 展开更多
关键词 COOLING air-cooled condensers Data-driven surrogate modelling Thermofluid network modelling Neural networks Multilayer perceptron networks
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Near-zone Direct and Indirect Topographic Effects Based on the Rectangular Prism and Surface Element
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作者 Jian MA Ziqing WEI +2 位作者 Zhenghui YANG Xiaogang LIU Jianfeng JI 《Journal of Geodesy and Geoinformation Science》 2019年第3期8-17,共10页
Helmert’s second method of condensation is an effective method for terrain reduction in the geoid and quasi-geoid determinations. Condensing the masses outside the geoid to a surface layer on the geoid produces sever... Helmert’s second method of condensation is an effective method for terrain reduction in the geoid and quasi-geoid determinations. Condensing the masses outside the geoid to a surface layer on the geoid produces several forms of topographic effects: direct effect on gravity, secondary indirect effect on gravity and indirect effects on the (quasi-) geoid, respectively. To strike a balance between computation accuracy and numerical efficiency, the global integration region of topographic effects is usually divided into near zone and far zone. We focus on the computation of near-zone topographic effects, which are functions of actual topographic masses and condensed masses. Since there have already been mature formulas for gravitational attraction and potential of actual topographic masses using rectangular prism model, we put forward surface element model for condensed masses. Afterwards, the formulas for near-zone direct and indirect effects are obtained easily by combining the rectangular prism model and surface element model. To overcome the planar approximation errors involved with the new formulas for near-zone topographic effects, the Earth’s curvature can be taken into account. It is recommended to apply the formulas based on the rectangular prism and surface element considering the Earth’s curvature to calculate near-zone topographic effects for high-accuracy demand to determine geoid and quasi-geoid. 展开更多
关键词 helmert's second method of condensation direct EFFECT indirect EFFECT rectangular PRISM SURFACE ELEMENT
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