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Pressure control strategy for pump motor energy transfer unit 被引量:2
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作者 Yao Jing Zhang Wei +2 位作者 Cao Xiaoming Zhao Guichun Sun Menghui 《High Technology Letters》 EI CAS 2019年第3期286-293,共8页
Multi-level pressure source system is a novel hydraulic system with distinct advantage of energy saving. In order to balance each pressure level of the multi-level pressure source system, a pump motor energy transfer ... Multi-level pressure source system is a novel hydraulic system with distinct advantage of energy saving. In order to balance each pressure level of the multi-level pressure source system, a pump motor energy transfer unit is usually equipped. However, the pump motor energy transfer has the characteristics of poor starting and low response, which cause long time of pressure adjustment and large pressure jitter when the transformer is switched to system suddenly and the motor-side pressure has pressure impact when rail of the pump-side is switched. To address these problems, this paper proposes a compound control strategy of feedforward compensation control with Fuzzy-PID to improve the controllability of the multi-level pressure source system. A test rig of the pump motor energy transfer unit is built and the controllability of compound controller and PID controller are compared. The experiment results show that, compared with the traditional PID, the adjustment time and the pressure impact are reduced by 20% and 25% with the proposed compound control strategy. Therefore, the presented compound control strategy can be used to improve starting performance and robustness of the pump motor energy transfer unit control system. 展开更多
关键词 hydraulic system pump-motor energy transfer unit pressure control energy saving
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A General Equation for Calculating the‘True’Height of Transfer Unit in Extraction Columns 被引量:1
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作者 骆广生 李洪波 +1 位作者 费维扬 汪家鼎 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 1998年第3期49-54,共6页
Based on single drop mass transfer models and two phase flow equation,a general equationfor calculating the‘true’height of transfer unit of extraction columns was derived and tested withfour types of extraction colu... Based on single drop mass transfer models and two phase flow equation,a general equationfor calculating the‘true’height of transfer unit of extraction columns was derived and tested withfour types of extraction columns with some different working systems.The calculated results fittedwell with those obtained by experiments. 展开更多
关键词 mass transfer extraction COLUMNS ’true’ HEIGHT of transfer unit
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Efficient Transfer of Patients with Critical Illnesses from General Wards to Intensive Care Units
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作者 Chien-Ming Tsao Tzu-Tsui Tsao 《Open Journal of Nursing》 2025年第1期67-77,共11页
Transferring patients with critical illnesses from general wards to intensive care units (ICUs) is a crucial and time-sensitive process. This article presents strategies for improving the efficiency of patient transfe... Transferring patients with critical illnesses from general wards to intensive care units (ICUs) is a crucial and time-sensitive process. This article presents strategies for improving the efficiency of patient transfers, particularly in hospitals where intensive care units are located in buildings separate from general wards. Patient transfers comprise several steps: physicians issue orders, relatives are notified, equipment is prepared, and medical staff coordinate. We identified three factors that influence transfer time: preparation time for bed transfer, time required for shift handovers, and time required for between-ward patient movement. Unfamiliarity with transfer routes and long elevator wait times were factors that also influenced transfer time. The following strategies were proposed: develop a standardized material checklist, design key notes for patient transfers, and optimize transfer routes. These strategies reduced transfer times by 40% to 43%. This study demonstrates that by addressing logistical challenges and streamlining relevant procedures, hospitals can enhance safety and quality of care during patient transfers. 展开更多
关键词 Critical Illnesses Intensive Care unit (ICU) Patient Safety Time Management transfer Process Optimization Patient transfer
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The theoretical study of one-carbon unit transfer with H_2O participation from imidazolidine to dUMP analogue
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作者 Chuan Song Qi Wei Li +1 位作者 Xin Min Wu Lei Xu 《Chinese Chemical Letters》 SCIE CAS CSCD 2007年第9期1159-1162,共4页
The ONIOM quantum mechanics method is used to study the reaction of one-carbon unit transfer from an imidazolidine to 6- aminouracil model with the participation of water molecules.The computation results show that in... The ONIOM quantum mechanics method is used to study the reaction of one-carbon unit transfer from an imidazolidine to 6- aminouracil model with the participation of water molecules.The computation results show that in this reaction the participation of H_2O molecule makes the energy barrier lower because of the H-bond interaction. 展开更多
关键词 Folate cofactor One-carbon unit transfer ONIOM DUMP dTMP
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The Study of One Carbon Unit Transfer from Imidazolidine to dUMP Analogue with ONIOM Theory
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作者 ChuanSongQI DaChengFENG ZhengTingCAI 《Chinese Chemical Letters》 SCIE CAS CSCD 2004年第1期123-126,共4页
ONIOM quantum mechanics method is used in this paper to study one-carbon unit transfer from imidazolidine to 6-aminouracil derivates. The computation results show that this reaction can be completed via three paths ow... ONIOM quantum mechanics method is used in this paper to study one-carbon unit transfer from imidazolidine to 6-aminouracil derivates. The computation results show that this reaction can be completed via three paths owing to the three different proton transfer modes. By calculation and analysis, we can find the direct proton transfer is the preferable pathway. 展开更多
关键词 H4folate one-carbon unit transfer dUMP.
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DFT Study on One-carbon Unit Transfer from 1,10-CH^+- tetrahydroquinoxaline to Methylamine
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作者 Chuan Song QI Da Cheng FENG +1 位作者 Hua Yang WANG Zheng Ting CAI 《Chinese Chemical Letters》 SCIE CAS CSCD 2003年第1期72-75,共4页
Density Functional Theory (DFT) method was used in this paper to study one-carbon transfer from 1,10-tetrahydroquinoxaline, an analogue of tetrahydrofolic acid, to methylamine. This reaction can be completed via two ... Density Functional Theory (DFT) method was used in this paper to study one-carbon transfer from 1,10-tetrahydroquinoxaline, an analogue of tetrahydrofolic acid, to methylamine. This reaction can be completed via two paths. From the computation result we can conclude that a general-acid catalysis exists in this reaction. By computation we find DFT has its limitation in describing a newly incorporated structure with a unit charge. 展开更多
关键词 Density Functional Theory (DFT) folate cofactor tetrahydroquinoxaline one-carbon unit transfer.
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Psychosocial Factors Associated with Transfer Anxiety among Open Heart Surgery Patients Transferred from the Intensive Care Unit to the General Ward
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作者 Jaya Rijal Wipa Sae-Sia Luppana Kitrungrote 《Health》 2020年第12期1583-1597,共15页
Introduction: Patient’s transfer from the intensive care unit (ICU) to the general ward indicates their improving health status. However, the transfer produces anxiety when patients enter an unfamiliar environment wi... Introduction: Patient’s transfer from the intensive care unit (ICU) to the general ward indicates their improving health status. However, the transfer produces anxiety when patients enter an unfamiliar environment with different care protocols and circumstances. Objectives: This study aimed to examine the level of ICU transfer anxiety among open heart surgery patients and determine the psychosocial factors associated with ICU transfer anxiety among open heart surgery patients. Methods: Data were collected in a cardiac center in Kathmandu City, Nepal among 95 open heart surgery patients within 24 hours of their transfer from an ICU to a general ward. The study used four self-reported questionnaires, namely the modified Mishel Uncertainty in Illness Scale for Adults, modified Brief COPE Inventory, Nurses’ Support Questionnaire, and State Anxiety Inventory. Results: Fifty-two patients (54.7%) had a high level of transfer anxiety. Spearman’s rank correlation showed that uncertainty in illness, coping, and nurses’ support were significantly related to transfer anxiety (p < 0.001). Conclusion: The results of this study suggest nurses to address uncertainty in illness of the patients, improve their coping abilities, and provide need-based nursing support to them during the transitional phase. Besides, clinicians and governmental agencies should contribute to implication of transitional guidelines, which can reduce transfer anxiety and promote health and recovery of the patients. 展开更多
关键词 transfer Anxiety UNCERTAINTY COPING Intensive Care unit Open Heart Surgery
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一体式可再生氢燃料电池近期研究进展与挑战
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作者 王捷睿 赵子易 +2 位作者 游雨杭 屈治国 张国宾 《电气工程学报》 北大核心 2026年第1期1-19,共19页
一体式可再生氢燃料电池(Unitized regenerative proton exchange membrane fuel cell,URPEMFC)集成了电解与燃料电池发电双模式,具备清洁高效、能量密度高等优势,在深空探测器供电系统中展现出广阔的应用前景。本文从单电池及组件、电... 一体式可再生氢燃料电池(Unitized regenerative proton exchange membrane fuel cell,URPEMFC)集成了电解与燃料电池发电双模式,具备清洁高效、能量密度高等优势,在深空探测器供电系统中展现出广阔的应用前景。本文从单电池及组件、电堆及系统等层面系统综述近年来URPEMFC的研究进展,重点探讨了双模式工况下材料、结构与传输路径等方面的双向需求对电池设计的挑战。研究发现该电池催化剂成本高昂且在酸性介质中稳定性与活性不足;质子交换膜(Proton exchange membrane,PEM)在双模式工作的复杂电化学环境中性能衰减严重;双模式下气体扩散层(Gas diffusion layer,GDL)与双极板(Bipolar plate,BPP)中水气传输的性能需求互相矛盾,在低重力环境下传输性能严重失衡;在单电池和电堆层面的全尺寸仿真研究相对匮乏,模型复杂度高,辅助系统研究较薄弱。最后,本文对未来关键研究方向进行展望,以期为URPEMFC技术在航天能源系统中的未来发展提供理论依据与技术参考。 展开更多
关键词 一体式可再生氢燃料电池(URPEMFC) 低重力环境 热质传输 单电池组件 系统
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重症监护室转科患者家属迁移应激的研究进展
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作者 李舒 张伟新 +1 位作者 刘惠敏 李丽 《齐齐哈尔医学院学报》 2026年第3期286-291,共6页
当患者从ICU转入普通病房时,其家属常因环境改变和照护责任的转移而产生生理和心理上的困扰,进而引发焦虑、抑郁和恐惧等负性情绪,该现象被称为迁移应激。然而在临床实践中,家属的迁移应激反应常被忽视,若未及时得到干预,会损害家属身... 当患者从ICU转入普通病房时,其家属常因环境改变和照护责任的转移而产生生理和心理上的困扰,进而引发焦虑、抑郁和恐惧等负性情绪,该现象被称为迁移应激。然而在临床实践中,家属的迁移应激反应常被忽视,若未及时得到干预,会损害家属身心健康,降低其照护能力,进而影响患者康复进程。鉴于此,本文将围绕重症监护室转科患者家属的迁移应激问题展开综述,从概念界定、评估工具、发生现状、影响因素及干预措施5个方面对其进行系统梳理,为构建有效的干预策略提供理论依据。 展开更多
关键词 患者家属 迁移应激 重症监护室 转科 综述
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基于数据驱动的风电场发电功率迁移预测方法研究
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作者 闫润珍 苏蕊 延亮 《太阳能学报》 北大核心 2026年第1期567-574,共8页
针对现阶段中国部分风电场历史运行数据较为稀缺的情况,基于数据驱动方式提出一种卷积神经网络(CNN)-门控循环单元(GRU)的风电场发电功率迁移预测模型。首先,基于CNN与GRU模型优势,构建CNN-GRU组合模型,以消除过拟合问题并减少训练周期... 针对现阶段中国部分风电场历史运行数据较为稀缺的情况,基于数据驱动方式提出一种卷积神经网络(CNN)-门控循环单元(GRU)的风电场发电功率迁移预测模型。首先,基于CNN与GRU模型优势,构建CNN-GRU组合模型,以消除过拟合问题并减少训练周期。其次,利用K-均值特征聚类算法对风电场历史运行数据进行聚类,以少数典型场景反映大规模场景中特征,减少计算复杂度的同时提升训练精度。再次,进一步明确各迁移预测场景中的迁移条件,既能避免迁移过程中过拟合问题又可为源域与目标域间参数迁移提供决策依据。最后,对比不同迁移预测模型的性能,选择最佳迁移预测方式。一系列训练结果表明:经过修正后的CNN-GRU模型迁移预测结果精确度明显高于传统LSTM模型以及未修正的CNN-GRU模型预测结果;通过K-均值特征聚类算法可对参考风电场进行优化识别,并进一步提升CNN-GRU组合模型迁移预测结果精度。 展开更多
关键词 数据驱动 风电场 发电功率 卷积神经网络 门控循环单元 迁移学习
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双环磁力齿轮磁场归类计算及环板间距影响分析
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作者 于家琦 刘东宁 +5 位作者 孙凤 赵芳 赵川 赵海宁 徐方超 李思奇 《机械传动》 北大核心 2026年第1期77-86,共10页
【目的】为准确高效地分析多轴双环磁力齿轮(Multishaft Double Ring-Plate Magnetic Gears,MDRMGs)的磁力与动力学特性,改善摆线式磁力齿轮(Cycloidal Permanent Magnetic Gear,CPMG)转臂轴承工况并延长使用寿命,将磁力齿轮与机械式环... 【目的】为准确高效地分析多轴双环磁力齿轮(Multishaft Double Ring-Plate Magnetic Gears,MDRMGs)的磁力与动力学特性,改善摆线式磁力齿轮(Cycloidal Permanent Magnetic Gear,CPMG)转臂轴承工况并延长使用寿命,将磁力齿轮与机械式环板齿轮相结合,设计了一种多轴双环磁力齿轮传动结构。【方法】提出一种磁场单元归类法,进而建立了高效且计及端部漏磁效应的气隙磁场及静态转矩数理模型;同时,基于Riccati传递矩阵法,建立了MDRMG偏心轴转子系统动力学模型。【结果】将磁场单元归类法与有限元法进行对比,发现二者所得的磁密度及磁力结果高度一致,但磁场单元归类法的计算耗时更短;分析还发现,环板间距的变化会影响磁场单元的归类计算及动力学模型中的集总参数,使得MDRMG的静态磁力转矩随环板间距的增加而增加,偏心轴的临界转速随环板间距的增加而减小。磁场单元归类法能够高效且准确地分析MDRMG的气隙磁场及转矩特性;同时,环板间距对MDRMGs的磁场和动力学性能有一定影响。 展开更多
关键词 磁力齿轮 磁场单元归类法 磁力转矩 Riccati传递矩阵 临界转速
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麻醉恢复室交接模式的研究进展
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作者 张翠蓉 蓝婷露 郭先才 《循证护理》 2026年第2期317-320,共4页
介绍国内外麻醉恢复室交接模式的发展现状,综述各种交接模式在交接班中的应用进展,旨在为创建高质量的交接模式提供依据,为临床医务工作者交接模式的选择提供参考。
关键词 麻醉恢复室 手术间 转运 交接模式 护理 综述
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高等数学课程大概念凝练及知识图谱构建
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作者 王静 杜芳 李昊然 《高教学刊》 2026年第3期105-109,共5页
“大概念”以其高度的“聚合力、透视力、迁移力”成为教育研究热点,其是开展“大单元”教学的关键,也是理解和组织知识的基础,对于提升知识图谱的表达能力和应用价值至关重要。该文以培养学生的数学核心素养,尤其是解决真实性问题的跨... “大概念”以其高度的“聚合力、透视力、迁移力”成为教育研究热点,其是开展“大单元”教学的关键,也是理解和组织知识的基础,对于提升知识图谱的表达能力和应用价值至关重要。该文以培养学生的数学核心素养,尤其是解决真实性问题的跨学科素养为目标,通过挖掘高等数学知识的深刻内涵和创新思想,关注对知识的深度理解和创新,研究高等数学大概念的凝练方案,以大概念为核心的“大单元知识框架”的搭建,以大概念为核心、以大单元为基本架构的高等数学知识图谱的构建方案,以期为大概念引领下的基于情境的高等数学大单元教学提供途径。 展开更多
关键词 大概念 知识图谱 大单元 核心素养 知识迁移
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INFLUENCE OF PHASE RATIO ON PACKING EFFICIENCY IN COLUMNS FOR MASS TRANSFER PROCESSES 被引量:1
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作者 Reinhard Billet Michael Schultes 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 1997年第2期25-34,共10页
The phase ratio has been found to affect the packing efficiency in packed columns.To ac-count for the effect,a model is set up to correlate the height of a mass transfer unit with the phaseratio with reasonable accura... The phase ratio has been found to affect the packing efficiency in packed columns.To ac-count for the effect,a model is set up to correlate the height of a mass transfer unit with the phaseratio with reasonable accuracy.Proposed also is a correlation that allows to predict the efficiency inquestion at any given liquid-gas ratio using the knowledge of other efficiency values at other liquid-gas ratios. 展开更多
关键词 phase RATIO HEIGHT of a transfer unit PACKINGS
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Preparation and characterization of Mn/MgAlFe as transfer catalyst for SO_x abatement 被引量:4
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作者 Ruiyu Jiang Honghong Shan Chunyi Li Chaohe Yang 《Journal of Natural Gas Chemistry》 EI CAS CSCD 2011年第2期191-197,共7页
A series of manganese-promoted MgAlFe mixed oxides, used as sulfur transfer catalysts, were prepared by acid-processed gelatin method and characterized by TGA-DTA, XRD, N2 adsorption-desorption and FT-IR techniques. I... A series of manganese-promoted MgAlFe mixed oxides, used as sulfur transfer catalysts, were prepared by acid-processed gelatin method and characterized by TGA-DTA, XRD, N2 adsorption-desorption and FT-IR techniques. It was found that the sulfur transfer catalysts with 0.5?3.0 wt% manganese showed its good dispersion in the precursor. The novel Mn/MgAlFe catalysts with 0.5?5.0 wt% manganese oxide showed a high oxidative adsorption rate and sulfur adsorption capacity, and 5.0 wt% Mn/MgAlFe sample was superior to the others for SO2 removal. Moreover, the presence of CO had no obvious effect on the adsorption activity of sulfur transfer catalysts for SO2 uptake. 展开更多
关键词 sulfur transfer catalyst Mn/MgAlFe SO2 emission control FCC unit
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Study on structural characteristics and adsorption performance of ultrasonic treated Mn-containing sulfur transfer agent
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作者 Ruiyu Jiang Jiling Zhang +3 位作者 Lei Zhang Qinfang Zhang Guihua Hou Ning Xu 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2014年第6期789-794,共6页
To prepare manganese-containing spinel sulfur transfer agent with acid peptization, ultrasonic wave is used for the first time to modify the structure of sulfur transfer agent in this work. Mini fixed bed reactor was ... To prepare manganese-containing spinel sulfur transfer agent with acid peptization, ultrasonic wave is used for the first time to modify the structure of sulfur transfer agent in this work. Mini fixed bed reactor was used to investigate the effect of ultrasonic power, time and temperature on the structure and oxidation adsorption performance of sulfur transfer agent and the adsorption kinetics and mechanism of SO2 were analyzed. SEM, TEM, XRD and N2 adsorption-desorption techniques were employed to characterize and analyse the function of sulfur transfer agent. The results indicated that manganese-containing spinel is a kind of promising sulfur transfer agent and exhibits higher sulfur capacity and desulfurization degree under the selected conditions of the ultrasonic wave power of 60%, and with the treatment period for 3 h at a temperature of 60 ℃. 展开更多
关键词 ultrasonic treatment Mn-containing sulfur transfer agent SO2 adsorption FCC unit mixed oxide
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An Efficient Acceleration of Solving Heat and Mass Transfer Equations with the First Kind Boundary Conditions in Capillary Porous Radially Composite Cylinder Using Programmable Graphics Hardware
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作者 Hira Narang Fan Wu Abdul Rafae Mohammed 《Journal of Computer and Communications》 2019年第7期267-281,共15页
With the latest advances in computing technology, a huge amount of efforts have gone into simulation of a range of scientific phenomena in engineering fields. One such case is the simulation of heat and mass transfer ... With the latest advances in computing technology, a huge amount of efforts have gone into simulation of a range of scientific phenomena in engineering fields. One such case is the simulation of heat and mass transfer in capillary porous media, which is becoming more and more necessary in analyzing a number of eventualities in science and engineering applications. However, this procedure of numerical solution of heat and mass transfer equations for capillary porous media is very time consuming. Therefore, this paper pursuit is at making use of one of the acceleration methods developed in the graphics community that exploits a graphical processing unit (GPU), which is applied to the numerical solutions of such heat and mass transfer equations. The nVidia Compute Unified Device Architecture (CUDA) programming model offers a correct approach of applying parallel computing to applications with graphical processing unit. This paper suggests a true improvement in the performance while solving the heat and mass transfer equations for capillary porous radially composite cylinder with the first type of boundary conditions. This heat and mass transfer simulation is carried out through the usage of CUDA platform on nVidia Quadro FX 4800 graphics card. Our experimental outcomes exhibit the drastic overall performance enhancement when GPU is used to illustrate heat and mass transfer simulation. GPU can considerably accelerate the performance with a maximum found speedup of more than 5-fold times. Therefore, the GPU is a good strategy to accelerate the heat and mass transfer simulation in porous media. 展开更多
关键词 Numerical Solution Heat and Mass transfer General Purpose GRAPHICS Processing unit (GPGPU) CUDA
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An Efficient Acceleration of Solving Heat and Mass Transfer Equations with the Second Kind Boundary Conditions in Capillary Porous Composite Cylinder Using Programmable Graphics Hardware
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作者 Hira Narang Fan Wu Abdul Rafae Mohammed 《Journal of Computer and Communications》 2018年第9期24-38,共15页
With the recent developments in computing technology, increased efforts have gone into simulation of various scientific methods and phenomenon in engineering fields. One such case is the simulation of heat and mass tr... With the recent developments in computing technology, increased efforts have gone into simulation of various scientific methods and phenomenon in engineering fields. One such case is the simulation of heat and mass transfer in capillary porous media, which is becoming more and more important in analysing various scenarios in engineering applications. Analysing such heat and mass transfer phenomenon in a given environment requires us to simulate it. This entails simulation of coupled heat mass transfer equations. However, this process of numerical solution of heat and mass transfer equations is very much time consuming. Therefore, this paper aims at utilizing one of the acceleration techniques developed in the graphics community that exploits a graphics processing unit (GPU) which is applied to the numerical solutions of heat and mass transfer equations. The nVidia Compute Unified Device Architecture (CUDA) programming model caters a good method of applying parallel computing to program the graphical processing unit. This paper shows a good improvement in the performance while solving the heat and mass transfer equations for capillary porous composite cylinder with the second kind of boundary conditions numerically running on GPU. This heat and mass transfer simulation is implemented using CUDA platform on nVidia Quadro FX 4800 graphics card. Our experimental results depict the drastic performance improvement when GPU is used to perform heat and mass transfer simulation. GPU can significantly accelerate the performance with a maximum observed speedup of more than 7-fold times. Therefore, the GPU is a good approach to accelerate the heat and mass transfer simulation. 展开更多
关键词 Numerical Solution Heat and Mass transfer General Purpose GRAPHICS Processing unit (GPGPU) CUDA
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大概念教学能提升学生的素养吗?——基于小学数学“优化”单元的设计实验研究
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作者 刘徽 蔡小瑛 +3 位作者 徐亚萱 韩雪 朱德江 张朋 《华东师范大学学报(教育科学版)》 北大核心 2025年第10期44-63,共20页
大概念教学是落实素养的教学范式,素养的内核是创造性地解决现实世界的问题,因此其形成更符合高通路迁移的机制。在设计实验研究的方法论指导下,以小学数学“优化”单元为例开展研究。首先,通过课例研究等对大概念教学的理论原型进行迭... 大概念教学是落实素养的教学范式,素养的内核是创造性地解决现实世界的问题,因此其形成更符合高通路迁移的机制。在设计实验研究的方法论指导下,以小学数学“优化”单元为例开展研究。首先,通过课例研究等对大概念教学的理论原型进行迭代,从单元教学的各个不同维度对大概念教学与常规教学进行了比较,分别提取了要素及特征,明确了大概念教学的模型并予以实例化呈现。然后,通过对比实验研究对大概念教学模型进行成效检验。多元回归分析结果显示,大概念教学能提升学生的素养,体现为高通路迁移能力的增强。进一步分析不同数学基础的学生数据则发现,大概念教学能在短期内明显提升基础较好学生的素养,并潜在提升基础较弱学生的素养。 展开更多
关键词 大概念教学 素养 迁移 单元教学 设计实验研究
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基于VGGish-BiGRU的戏曲流派分类模型
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作者 龚谊承 王晓雨 《电子设计工程》 2025年第17期7-11,17,共6页
音乐类型分类(MGC)任务有助于提升音乐产业的效益和用户体验,为了弘扬戏曲文化,戏曲流派的识别与分类是一项具有挑战性的任务。传统的音频分类算法依赖于手动提取特征,导致特征表达能力较弱,从而产生一定误差。该文将迁移学习与深度学... 音乐类型分类(MGC)任务有助于提升音乐产业的效益和用户体验,为了弘扬戏曲文化,戏曲流派的识别与分类是一项具有挑战性的任务。传统的音频分类算法依赖于手动提取特征,导致特征表达能力较弱,从而产生一定误差。该文将迁移学习与深度学习相结合,利用预训练VGGish模型提取戏曲特征结合BiGRU模型对所建立的戏曲数据集进行自动分类。实验结果表明,该方法在自建的包含8个剧种共1500首音乐的戏曲数据集上获得0.78的分类精度。为了验证模型的泛化能力,将所搭建的方法用于公共数据集GTZAN上,同样展现出较好的分类效果。与现有的基准模型相比,该方法在性能上提升3.5%~15%。 展开更多
关键词 戏曲分类 深度学习 频谱分析 VGGish网络 双向门控循环单元 迁移学习
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