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基于机器学习方法的三维气流组织温度场重构
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作者 许俊 胡孝俊 +2 位作者 高健 姚贵策 贺晓 《科技资讯》 2024年第6期227-230,共4页
从局部离散流场数据点重构全局流场信息对数据中心机房的节能节碳具备重要的研究意义。基于局部散点对数据中心进行气流组织温度场快速重构,可有效降低数据中心总能耗。主要通过发展一种基于多特征输入的三维U形神经网络架构(U-net),利... 从局部离散流场数据点重构全局流场信息对数据中心机房的节能节碳具备重要的研究意义。基于局部散点对数据中心进行气流组织温度场快速重构,可有效降低数据中心总能耗。主要通过发展一种基于多特征输入的三维U形神经网络架构(U-net),利用布设在数据中心机房的温度传感器数据值进行气流组织温度场重构。并研究了在不同学习率与数据集大小的设置下,该机器学习模型的训练预测能力。对比结果表明:不同学习率对于模型训练的结果有较大影响,应通过预实验选取最佳学习率。在同等条件下,应优先选取较大的数据集进行训练,便于提取高维物理特征。 展开更多
关键词 云计算 机器学习 计算流动动力学 气流组织温度场
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高强度聚焦超声作用下的组织温度场测量技术的研究进展 被引量:5
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作者 姜立新 胡兵 《声学技术》 EI CSCD 北大核心 2006年第1期43-47,共5页
高强度聚焦超声是近年来兴起的一种肿瘤无创治疗新技术,而温度监控是该治疗的关键,故温度场检测成为超声医学工程学研究的热点。该测量方法中的有损测温对实验操作要求较高,且易引起肿瘤细胞的转移;无损测温方法包括超声、微波辐射、电... 高强度聚焦超声是近年来兴起的一种肿瘤无创治疗新技术,而温度监控是该治疗的关键,故温度场检测成为超声医学工程学研究的热点。该测量方法中的有损测温对实验操作要求较高,且易引起肿瘤细胞的转移;无损测温方法包括超声、微波辐射、电阻抗成像和MRI(磁共振)等,文章对这些新技术的优点和局限性作出综述。 展开更多
关键词 高强度聚焦超声 组织温度场 测温
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肿瘤热疗中探针加热下组织温度场演化规律的研究 被引量:6
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作者 刘静 张学学 +1 位作者 卢文强 王存诚 《清华大学学报(自然科学版)》 EI CAS CSCD 北大核心 1998年第7期86-89,101,共5页
研究了肿瘤热疗中实施组织温度场预示、优化加热及功率调节一体化的问题。基于新近建立的生物传热热波方程,采用双倒易边界元方法,对在一定加热方式下生物组织内的热量传递规律进行了考察。对传统Pennes方程和生物传热热波方程... 研究了肿瘤热疗中实施组织温度场预示、优化加热及功率调节一体化的问题。基于新近建立的生物传热热波方程,采用双倒易边界元方法,对在一定加热方式下生物组织内的热量传递规律进行了考察。对传统Pennes方程和生物传热热波方程的对比研究发现,在针对真实热疗过程中由于调节加热功率而导致的温度场演化进行模拟时,两类方程的预示结果存在明显差别,这提示了在预测和控制生物体内微小温度时所采用的精细模型应是理论基础更为严密的生物传热热波方程,且在瞬变加热作用下尤为关键。文章还研究了血液灌注率在组织温度场发生改变中的作用及其生理学意义。这些研究为建立实用的肿瘤热疗仪器打下了一定的基础。 展开更多
关键词 加热 肿瘤热疗 组织温度场 温度控制
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化学反应体系中温度场自组织类型和产生阈值的多样性 被引量:1
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作者 韩玉民 栗志 罗久里 《化工学报》 EI CAS CSCD 北大核心 2007年第12期2975-2979,共5页
It is very important for reactor design and control to choose and control the temperature throughout the reaction process.The linear stability analysis showed that control parameters contained in a nonlinear kinetic s... It is very important for reactor design and control to choose and control the temperature throughout the reaction process.The linear stability analysis showed that control parameters contained in a nonlinear kinetic system of equations resulted in the diversity of temperature self-organization structures and occurring critical values in Lindemann uni-molecular chemical reaction-diffusion-heat conduction systems.The results of numerical simulations also showed that the differences of occurring critical values of Turing bifurcation led to multiple wave number values of spatially periodic structures of temperature field.Without doubt,these significant results should be considered in order to reasonably design,correctly choose the reactor type and optimally control chemical reactors. 展开更多
关键词 化学反应-扩散-热传导 温度场组织 Lindemann模型 化学反应器设计与控制
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兆瓦级风电机组机舱内部气流组织的数值模拟 被引量:2
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作者 颜志伟 朱辉 张超 《建筑热能通风空调》 2013年第1期95-99,共5页
针对兆瓦级风电机组机舱的通风散热问题,提出了下送上排、下送下排、侧送上排以及侧送下排四种不同的气流组织形式,利用CFD软件对这四种气流组织形式下机舱内的温度场进行了数值模拟,并将模拟结果进行了对比。数值模拟过程假设机舱罩为... 针对兆瓦级风电机组机舱的通风散热问题,提出了下送上排、下送下排、侧送上排以及侧送下排四种不同的气流组织形式,利用CFD软件对这四种气流组织形式下机舱内的温度场进行了数值模拟,并将模拟结果进行了对比。数值模拟过程假设机舱罩为绝热边界,并利用第二类热边界条件来描述机舱内热源。此外还借助realizable k-ε湍流模型并采用SIMPLE算法。模拟结果表明:相对下送式的两种气流组织形式,侧送式有着更合理的温度分布。尤其是侧送上排式,在三个特定切面上的温度分布均优于其它三种气流组织形式。 展开更多
关键词 气流组织数值模拟温度场风电机组
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Electroplastic effect in AZ31B magnesium alloy sheet through uniaxial tensile tests 被引量:2
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作者 解焕阳 王倩 +3 位作者 彭芳 刘凯 董湘怀 王建峰 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2015年第8期2686-2692,共7页
The electroplastic effect in AZ31B magnesium alloy sheet was investigated through uniaxial tensile tests. In order to show the athermal effect of the electrical pulses, two types of uniaxial tensile tests at the same ... The electroplastic effect in AZ31B magnesium alloy sheet was investigated through uniaxial tensile tests. In order to show the athermal effect of the electrical pulses, two types of uniaxial tensile tests at the same testing temperature were carried out: uniaxial tension in environmental cabinet and uniaxial tension with electrical pulses. In addition, the distribution of temperature field in the cross-section area during uniaxial tension with electrical pulses was simulated. The results show that the distribution of temperature field along the cross-section area is homogeneous. By comparing the true stress?true strain curves of AZ31B alloy under uniaxial tensile tests, the athermal effect with electrical pulses was confirmed. The microstructure evolution after the uniaxial tension was studied by optical microscopy. The results indicate that the electrical pulses induced dynamic recrystallization plays an important role in the decrease of flow stress. Finally, a flow stress model of AZ31B sheet taking the influence of electroplastic effect into account was proposed and validated. The results demonstrate that the calculated data fit the experimental data well. 展开更多
关键词 AZ31B magnesium alloy sheet electroplastic effect temperature field simulation microstructure evolution
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Effect of clad ratio on interfacial microstructure and properties of cladding billets via direct-chill casting process 被引量:4
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作者 Hai-tao ZHANG Xing HAN +3 位作者 Dong-tao WANG Bo SHAO Ke QIN Jian-zhong CUI 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2018年第5期998-1006,共9页
Numerical simulation and experiments were introduced to develop AA4045/AA3003 cladding billets with different clad-ratios. The temperature fields, microstructures and mechanical properties near interface were investig... Numerical simulation and experiments were introduced to develop AA4045/AA3003 cladding billets with different clad-ratios. The temperature fields, microstructures and mechanical properties near interface were investigated in detail. The results show that cladding billets with different clad-ratios were fabricated successfully. Si and Mn elements diffused across the bonding interface and formed diffusion layer. With the increase of clad-layer thickness, the interfacial region transforms from semisolid-solid state to liquid-solid state and the diffusion layer increased from 10 to 25 μm. The hardness at interface is higher than that of AA3003 side but lower than that of the other side. The bonding strength increased with the clad-layer thickness, attributing to solution strengthening due to elements diffusion. The cladding billets were extruded into clad pipe by indirect extrusion process after homogenization. The clad pipe remained the interfacial characteristics of as-cast cladding billet and the heredity of clad-ratio during deformation was testified. 展开更多
关键词 cladding billet clad ratio temperature field interfacial microstzucture diffusion layer bonding strength
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Pulse modulated microwave and infrared thermography for superficial hyperthermia
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作者 马国军 江国泰 陈志宏 《Journal of Central South University》 SCIE EI CAS 2012年第7期1927-1931,共5页
A 3D temperature field distribution of biological tissue for superficial hyperthermia using a pulse modulated microwave (PMMW) was presented. A 3D sliced homogeneous phantom was radiated by the PMMW and an infrared ... A 3D temperature field distribution of biological tissue for superficial hyperthermia using a pulse modulated microwave (PMMW) was presented. A 3D sliced homogeneous phantom was radiated by the PMMW and an infrared thermal imager was applied to image temperature distribution throughout the phantom. The period of the PMMW is 3 s and the output power is 35 W. The temperature rises by at least 3 ℃ in the phantom when the duty cycle varies from 1/3, 1/2, 2/3 to 1 (denoted by scenarios 1-4). Both the accumulative temperature-volume histogram and the relative depth-area ratio histogram show that the maximum temperature rise (MTR) is 6.6 and 8 ℃ in scenarios 2 and 3, and they are superior to scenarios 1 and 4. Furthermore, the PMMW can control temperature field distribution of biological tissue. It provides both preliminary basis for thermal volume control and new technology for temperature control and monitor in superficial hyperthermia. 展开更多
关键词 3D temperature field distribution pulse modulated microwave (PMMW) infrared thermography superficialhyperthermia
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Gradient Microstructure of K4169 Superalloy Prepared by Low Voltage Pulsed Magnetic Field Combined with Directional Solidification
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作者 Li Yingju Zhang Kuiliang +3 位作者 Zhu Cheng Zheng Ce Feng Xiaohui Yang Yuansheng 《稀有金属材料与工程》 SCIE EI CAS CSCD 北大核心 2024年第8期2152-2155,共4页
The influence of the low voltage pulsed magnetic field(LVPMF)on the microstructure transition of K4169 superalloy was investigated.The gradient microstructure of K4169 superalloy composed of columnar grains,coarse gra... The influence of the low voltage pulsed magnetic field(LVPMF)on the microstructure transition of K4169 superalloy was investigated.The gradient microstructure of K4169 superalloy composed of columnar grains,coarse grains,and fine grains was prepared through the combined method of LVPMF with directional solidification,which provided a new approach for the preparation of superalloy with gradient microstructure.The distribution of the Lorentz force and flow field under LVPMF effect was simulated,and therefore the microstructure transition mechanism was revealed.Results show that the microstructure transition should be attributed to the coupling effects of the Lorentz force and forced convection. 展开更多
关键词 pulsed magnetic field gradient microstructure SUPERALLOY Lorentz force forced convection
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