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Cooling High Power Dissipating Artificial Intelligence (AI) Chips Using Refrigerant
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作者 Waheeb Mukatash Hussameddine Kabbani +4 位作者 Jochem Marc Massalt Matthew Moscoso Merari Mejia Robles Tyler Yang Charlie Nino 《Journal of Electronics Cooling and Thermal Control》 2024年第2期35-49,共15页
High power dissipating artificial intelligence (AI) chips require significant cooling to operate at maximum performance. Current trends regarding the integration of AI, as well as the power/cooling demands of high-per... High power dissipating artificial intelligence (AI) chips require significant cooling to operate at maximum performance. Current trends regarding the integration of AI, as well as the power/cooling demands of high-performing server systems pose an immense thermal challenge for cooling. The use of refrigerants as a direct-to-chip cooling method is investigated as a potential cooling solution for cooling AI chips. Using a vapor compression refrigeration system (VCRS), the coolant temperature will be sub-ambient thereby increasing the total cooling capacity. Coupled with the implementation of a direct-to-chip boiler, using refrigerants to cool AI server systems can materialize as a potential solution for current AI server cooling demands. In this study, a comparison of 8 different refrigerants: R-134a, R-153a, R-717, R-508B, R-22, R-12, R-410a, and R-1234yf is analyzed for optimal performance. A control theoretical VCRS model is created to assess variable refrigerants under the same operational conditions. From this model, the coefficient of performance (COP), required mass flow rate of refrigerant, work required by the compressor, and overall heat transfer coefficient is determined for all 8 refrigerants. Lastly, a comprehensive analysis is provided to determine the most optimal refrigerants for cooling applications. R-717, commonly known as Ammonia, was found to have the highest COP value thus proving to be the optimal refrigerant for cooling AI chips and high-performing server applications. 展开更多
关键词 Artificial Intelligence Thermal control Server Systems Vapor Compression Refrigeration Cycle Server cooling
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Opti mization and Model of Laminar Cooling Control Systemfor Hot Strip Mills 被引量:22
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作者 XIE Hai-bo LIU Xiang-hua +1 位作者 WANG Guo-dong ZHANG Zhong-ping 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2006年第1期18-22,共5页
The structure of laminar cooling control system for hot rolling was introduced and the control mode, cooling strategy, segment tracking and model recalculation were analyzed. The parameters of air/water cooling models... The structure of laminar cooling control system for hot rolling was introduced and the control mode, cooling strategy, segment tracking and model recalculation were analyzed. The parameters of air/water cooling models were optimized by regressing the data gathering in situ, and satisfactory effect was obtained. The coiling temperature can be controlled within ±15℃. 展开更多
关键词 hot rolled strip laminar cooling control system model parameter optimization
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A study on controlled cooling process for making bainitic ductile iron 被引量:4
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作者 Y.H.Jiang R.Zhou D.H.Lu 《China Foundry》 SCIE CAS 2004年第S1期29-31,共3页
In the present research, TTT curve of bainitic ductile iron under the condition of controlled cooling was generated. The cooling rate of grinding ball and its temperature distribution were also measured at the same ti... In the present research, TTT curve of bainitic ductile iron under the condition of controlled cooling was generated. The cooling rate of grinding ball and its temperature distribution were also measured at the same time. It can be concluded that the bainitic zone of TTT curve is separated from the pearlitic zone. As compared to the water-quenching condition, more even cooling rate and temperature distribution can be achieved in the controlled cooling process. The controlled cooling can keep away from pearlitic zone in the high temperature cooling stage and produce similar results to the process of traditional isothermal cooling with a low cooling rate in the low temperature cooling stage. 展开更多
关键词 controlled cooling grinding ball ductile iron bainitic ductile iron austenite-ferrite ductile iron BAINITE
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Mathematical model for the thermal process of controlled cooling of wires and its numerical simulation 被引量:3
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作者 HongxiangZhu XiaohongHao +2 位作者 ZhiWen YaogenZhang HuqiuChen 《Journal of University of Science and Technology Beijing》 CSCD 2004年第6期505-510,共6页
The mathematical model for the thermal process of billets rolling has beenestablished, including transporting in air and temperature-holding cover, descaling withhigh-pressure water, and the process of rolling and coo... The mathematical model for the thermal process of billets rolling has beenestablished, including transporting in air and temperature-holding cover, descaling withhigh-pressure water, and the process of rolling and cooling in water box. The calculated data by themodel have been compared with the measured data and the results show that the model is right andcreditable. Based on the model, the main thermal characters of rolling line have been simulated andthe influence of all the parameters on the temperature of rolling has been analyzed. 展开更多
关键词 WIRE controlled cooling mathematical model numerical simulation
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GRAIN REFINEMENT OF MICROALLYED STEEL THROUGH HEAVY HOT DEFORMATION AND CONTROLLED COOLING 被引量:2
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作者 H. R. Hou, Q. Y. Liu, Q. A. Chen and H. Dong Division of Structural Materials, Central Iron & Steel Research Institute, Beijing 100081, China 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 2000年第2期508-513,共6页
Heavy deformation and controlled cooling is one of the most effective effective ways for grain refinement in HSIA steels. In this paper, experimental specimens are prepared with a commercial linepipe steel grade X65, ... Heavy deformation and controlled cooling is one of the most effective effective ways for grain refinement in HSIA steels. In this paper, experimental specimens are prepared with a commercial linepipe steel grade X65, and the chemical compositions are (wt% ): Fe-0.094C-1.42Mn-0. 29Si-0. 045Nb-0. 008Ti. After heavy deformation with 80% reduction in non-recrystallization range of austenite, and at controlled cooling rates from 2K/s to 64K/s, the grain sizes vary from 9.55μm to 1.06μm.It is shown by the results that a linear relationship still remains between the yield strength and reciprocal of square root of ferrite grain size as grain size is refined to 1m.The ultra-fine grains might be dynam- ically formed through the deformation-induced transformation when reduction is large enough.The grain sizes decrease when the cooling rates increase.When the cooling rates increase over 10K/s, the grain sizes are rarely changed. The particles distribute on grain boundaries, sub-grain boundaries, deformed bands and within the ferrite grains. 展开更多
关键词 microalloyed steel grain refinement heavy deformation controlled cooling
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EFFECT OF THE CONTROLLED ROLLING CONTROLLED COOLING ON STRENGTH AND DUCTILITY OF THE BAINITE MICRO ALLOYED ENGINEERING STEEL 被引量:2
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作者 Z. Li, G. D. Wang,X. H. Liu and C. Y. Ma The State Key Lab. of Rolling Technology and Automation, Northeastern Univarsity, Shenyang 110006 China 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 2000年第2期421-427,共7页
The continuous cooling transformation of hot deformation austenite austenite of test steel and the effect of different processing schedules of controlled rolling and controlled cooling on the strength and ductility ha... The continuous cooling transformation of hot deformation austenite austenite of test steel and the effect of different processing schedules of controlled rolling and controlled cooling on the strength and ductility have been studied. The theory and the experiment base are presented for controlled rolling and controlled cooling of the SBL micro alloyed engineering steel. 展开更多
关键词 micro alloyed engineering steel controlled rolling and controlled cooling strength and ductility BAINITE
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Controlled Rolling and Cooling Process for Low Carbon Cold Forging Steel 被引量:4
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作者 李壮 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2010年第1期89-93,共5页
Effect of controlled rolling and cooling process on the mechanical properties of low carbon cold forging steel was investigated for different processing parameters of a laboratory hot rolling mill. The results show th... Effect of controlled rolling and cooling process on the mechanical properties of low carbon cold forging steel was investigated for different processing parameters of a laboratory hot rolling mill. The results show that the specimens with fast cooling after hot rolling exhibit very good mechanical properties, and the improvement of the mechanical properties can be attributed mainly to the ferrite-grain refinement. The mechanical properties increase with decreasing final cooling temperature within the range from 670 ℃ to 570 ℃ due to the finer interlamellar spacing of pearlite colony. The specimen with fast cooling after low temperature rolling shows the highest values of the mechanical properties. The effect of the ferrite grain size on the mechanical properties was greater than that of pearlite morphology in the present study. The mechanical properties of specimens by controlled rolling and cooling process without thermal treatment were greatly superior to that of the same specimens by the conventional rolling, and their tensile strength reached 490 MPa grade even in the case of low temperature rolling without controlled rolling. It might be expected to realize the substitution medium-carbon by low-carbon for 490 MPa grade cold forging steel with controlled rolling and cooling process. 展开更多
关键词 controlled rolling and cooling process low carbon cold forging steel fast cooling low temperature rolling the ferrite-grain refineme
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Computer simulation on the controlled cooling of 82B high-speed rod 被引量:1
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作者 Jinqiao Xu Yazheng Liu Shumei Zhou 《Journal of University of Science and Technology Beijing》 CSCD 2008年第3期330-334,共5页
A modified temperature-phase transformation field coupled nonlinear mathematical model was made and used in computer simulation on the controlled cooling of 82B high-speed rods. The surface temperature history and vol... A modified temperature-phase transformation field coupled nonlinear mathematical model was made and used in computer simulation on the controlled cooling of 82B high-speed rods. The surface temperature history and volume fraction of pearlite as well as the phase transformation history were simulated by using the finite element software Marc/Mentat. The simulated results were compared with the actual measurement and the agreement is good which can validate the presented computational models. 展开更多
关键词 high-speed steel controlled cooling phase transformation computer simulation
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Application of Cooling Water in Controlled Runout Table Cooling on Hot Strip Mill 被引量:2
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作者 LIUZheng-dong IVSamarasekera 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2004年第3期15-23,共9页
The controlled runout table cooling is essential in determining the final mechanical properties and flatness of steel strip.The heat of a hot steel strip is mainly extracted by cooling water during runout.In order to ... The controlled runout table cooling is essential in determining the final mechanical properties and flatness of steel strip.The heat of a hot steel strip is mainly extracted by cooling water during runout.In order to study the heat transfer by water jet impingement boiling during runout,apilot facility was constructed at the University of British Columbia.On this pilot facility,the water jet impingement tests were carried out under various cooling conditions to investigate the effect of processing parameters,such as cooling water temperature,water jet impingement velocity,initial strip temperature,water flow rate,water nozzle diameter and array of water nozzles,on the heat transfer of heated strip.The results obtained contribute to the optimization of cooling water during runout. 展开更多
关键词 cooling water controlled runout table hot strip mill
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The control system for water-cooled DCMS in SSRF 被引量:1
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作者 贾文红 马世伟 郑丽芳 《Nuclear Science and Techniques》 SCIE CAS CSCD 2015年第2期22-26,共5页
A monochromator is important to a beamline for desired monochromatic light. There are three water-cooled double crystal monochromators(DCMs) commissioned in the phase-I beamlines of Shanghai Synchrotron Radiation Faci... A monochromator is important to a beamline for desired monochromatic light. There are three water-cooled double crystal monochromators(DCMs) commissioned in the phase-I beamlines of Shanghai Synchrotron Radiation Facility(SSRF). In this paper, the mechanical principle of the DCMs is introduced. A control system for the monochromator based on the standard architecture for SSRF beamlines is described. To achieve the control requirement precisely, the hardware includes VME(Versa Module Eurocard)-based controller for stepper motors, RS-232-based controllers for micropositioning and piezoelectric actuators. The software is developed with EPICS(Experimental Physics and Industrial Control System) package. Test results have revealed the stability and reliability of the system. 展开更多
关键词 工业控制系统 SSRF DCMS 水冷 双晶单色器 同步辐射装置 RS-232 VERSA
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Soft-Sensing Method of Water Temperature Measurement for Controlled Cooling System
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作者 CAIXiao-hui ZHANGDian-hua +2 位作者 WANGGuo-dong LIUXiang-hua FANLei 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2003年第4期71-74,共4页
Aiming at the water temperature measuring problem for controlled cooling system of rolling plant,a new water temperature measuring method based on soft-sensing method with a water temperature model of on-line self cor... Aiming at the water temperature measuring problem for controlled cooling system of rolling plant,a new water temperature measuring method based on soft-sensing method with a water temperature model of on-line self correction parameter was built.A water temperature compensation factor model was also built to improve coiling temperature control precision.It was proved that the model meets production requirements.The soft-sensing technique has extensive applications in the field of metal forming. 展开更多
关键词 soft-sensing controlled cooling water temperature model correction model
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Application of difference arithmetic in the continuous annealing process line cooling control at Baosteel
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作者 Lin Lijun 《Baosteel Technical Research》 CAS 2008年第4期35-38,共4页
Some of the main cooling processes and equipment that are currently being used in the continuous annealing process line (CAPL) at Baosteel are introduced, as well as their cooling control model techniques, the model... Some of the main cooling processes and equipment that are currently being used in the continuous annealing process line (CAPL) at Baosteel are introduced, as well as their cooling control model techniques, the modeling principium and their application results. With charts indicating the control trends in real processes, the powerful adjusting ability of the control models with process variable differences and their excellent control precision are shown in this study. 展开更多
关键词 roll quench gas jet cooling DIFFERENCE control gain heat transfer coefficient
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Element Tracking Strategies for Hot Strip Laminar Cooling Control 被引量:3
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作者 HANBin ZHANGZhong-ping +1 位作者 LIUXiang-hua WANGGuo-dong 《Journal of Iron and Steel Research International》 SCIE CAS CSCD 2005年第3期18-21,27,共5页
Feedforward control is the core to control function in the cooling process of hot strip. One of the most important tasks in feedforward control is to determine the arrival time of the strip at various locations on the... Feedforward control is the core to control function in the cooling process of hot strip. One of the most important tasks in feedforward control is to determine the arrival time of the strip at various locations on the runout table for effective control. Based on the principles of element tracking and tracking strategies for variable rolling speed and constant rolling speed, a simple diagonal tracking method for an existing hot strip mill was proposed and tested. The test results show that the proposed strategies are effective for improving tracking control. 展开更多
关键词 laminar cooling hot strip element tracking coiling temperature control
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Maxi mumprinciple for the optimal control of an ablation-transpiration cooling system with free final time and phase constraints 被引量:1
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作者 Bing SUN Baozhu GUO 《控制理论与应用(英文版)》 EI 2005年第2期101-109,共9页
This paper is concerned with an optimal control problem of an abhtion-transpiration cooling control system with Stefan-Signorini boundary condition. As the continuation of the authors'previous paper, the Dubovits Rii... This paper is concerned with an optimal control problem of an abhtion-transpiration cooling control system with Stefan-Signorini boundary condition. As the continuation of the authors'previous paper, the Dubovits Rii-Milyutin fimctional approach is again adopted in investigation of the Pontryagin' s maximun principle of the system. The necessary optimality condition is presented for the problem with free final horizon and phase constraints. 展开更多
关键词 Ablation-transpiration cooling process Stefan-Signofini problem Optimal control Maximum principle
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Modeling and Simulation of Evaporative Cooling System in Controlled Environment Greenhouse
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作者 Faten Hosney Fahmy Hanaa Mohamed Farghally +1 位作者 Ninet Mohamed Ahmed A. A. Nafeh 《Smart Grid and Renewable Energy》 2012年第1期67-71,共5页
Greenhouses are used for the main purpose of improving the environmental conditions in which plants are grown. There are many parameters can affect the growing of plants inside greenhouse, such as air temperature and ... Greenhouses are used for the main purpose of improving the environmental conditions in which plants are grown. There are many parameters can affect the growing of plants inside greenhouse, such as air temperature and relative humidity. The adjustment of these parameters is achieved by selecting appropriate control actions. This work proposes a controlling technique for greenhouse indoor temperature and relative humidity. The proposed greenhouse cooling system temperature controller is designed to adjust the air volume flow rate in pad-fan cooling system to fix the greenhouse indoor temperature at 20?C and 70% relative humidity. The designed control technique is realized to ensure the required and continuous operation of the greenhouse. Moreover, this work present, a complete mathematical modeling and simulation of cooling system is introduced. In addition, a computer model based on MATLAB SIMULINK software has been used to predict the temperature and relative humidity profiles inside the greenhouse. The results are realized the requirements of the greenhouse cooling system environment. 展开更多
关键词 Pad-Fan EVAPORATIVE coolING System PI controlLER and GREENHOUSE
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The Analysis and Numerical Simulation of Dynamical Functions of the Transpiration Cooling Control System with Surface Ablation
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作者 Xu Yanhou Wu Guangyu(Department of Modern Mechanics,University of Science & Technology of China, Hefei, 230026)Gong Guanghui(Graduate School of USTC, Beijing, 100039)Yang Xueshi(P.O.Box 142-206, Beijing, 100854) 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1994年第1期44-52,共9页
This problem is a nonlinear control system with variable-domain distributed parameter. In this paper, the numerical simulation of the dynamic functions has been carried out by transforming this problem to a fixed-dom... This problem is a nonlinear control system with variable-domain distributed parameter. In this paper, the numerical simulation of the dynamic functions has been carried out by transforming this problem to a fixed-domain initial-boundary value problem, and the numerical results are obtained: (1) Thedistribution of temperature rises, the ablation amount and velocity of the thermal shield vary with the time; (2) The maximum ablating velocity, the time of the ablation beginning and ending related to thetranspiration quantity. This method succeeds in overcoming the difficulty brought up by variable domain.On the other hand, the critical transpiration quantity for the surface to start ablating, the maximum ablating velocity and time of the ablation ending are obtained theoretically. 展开更多
关键词 Ablation Transpiration cooling Variable domain Distributed parameter control NumericalSimulation
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Model control technologies of dynamic secondary cooling and soft reduction for slab continuous casting
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作者 ZHANG Qunliang GUO Zhaohui 《Baosteel Technical Research》 CAS 2012年第3期61-64,共4页
Dynamic model control technologies of secondary cooling and soft reduction of Baosteel are introduced. Model principle and control system architecture are summarized, as well as functions and features. Finally, applic... Dynamic model control technologies of secondary cooling and soft reduction of Baosteel are introduced. Model principle and control system architecture are summarized, as well as functions and features. Finally, applications of model technologies are discussed. The self-developed dynamic secondary cooling model and the dynamic soft reduction model have been applied on several casting machines inside and outside Baosteel, desired control effects were achieved with good stability and reliability. Temperature measurement results verified the correctness of model. 展开更多
关键词 slab casting secondary cooling soft reduction dynamic model control
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Hydrogen Humidity Control in Water-hydrogen Inner Cooled Generatorand Refrigerating Hydrogen Moisture Removal Device
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作者 Sun Shixiong Yao Zhongan(Waiqaoqiao Power Plant) 《Electricity》 1998年第3期20-22,共3页
关键词 Hydrogen Humidity control in Water-hydrogen Inner cooled Generatorand Refrigerating Hydrogen Moisture Removal Device
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热轧H型钢不同冷却方式的温度场研究及优化
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作者 肖金福 白宇 +1 位作者 张宏亮 王卫卫 《山西冶金》 CAS 2024年第7期38-40,43,共4页
轧后对H型钢进行控制冷却,既能提高强度,又可以节约能源。为了改善热轧H型钢轧后冷却温度场,采用有限元数值模拟不同控冷工艺下的热轧H型钢温度场,并通过差别冷却方式获得相对均匀的温度场。结果表明,针对性地对H型钢圆角加强冷却后,H... 轧后对H型钢进行控制冷却,既能提高强度,又可以节约能源。为了改善热轧H型钢轧后冷却温度场,采用有限元数值模拟不同控冷工艺下的热轧H型钢温度场,并通过差别冷却方式获得相对均匀的温度场。结果表明,针对性地对H型钢圆角加强冷却后,H型钢断面整体温度分布比较均匀,6 s冷却后,腹板和圆角的温差小于45℃。 展开更多
关键词 H型钢 控制冷却 有限元 温度场
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基于新国标下的棒材生产线改造研究
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作者 何佳源 吴升帆 《南方金属》 CAS 2024年第3期30-33,37,共5页
为适应热轧带肋钢筋新国标GB/T1499.2-2018对金相组织和性能新要求,实现企业高质量发展和提高产品竞争力,文章通过对全连续式棒材生产线高速轧制和切分轧制这二种轧制模式的对比研究,结合粤韶钢铁原棒材生产线的布局和工艺设备状况,提... 为适应热轧带肋钢筋新国标GB/T1499.2-2018对金相组织和性能新要求,实现企业高质量发展和提高产品竞争力,文章通过对全连续式棒材生产线高速轧制和切分轧制这二种轧制模式的对比研究,结合粤韶钢铁原棒材生产线的布局和工艺设备状况,提出把原棒材生产线改造为高速棒材轧制线方案。通过对冷却系统进行多段分级冷却的控冷工艺技术改造等措施,成功实现合金减量化生产工艺,达到了产线产品高质化、钢厂智能化的改造目的。 展开更多
关键词 高速棒材 控制冷却 新国标 技术改造
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