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Variation of Membrane Electrode Assembly Catalyst Layer in Unitized Regenerative Fuel Cell
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作者 Yollanda Nurcholifah Dedi Rohendi +4 位作者 Edy Herianto Majlan Nirwan Syarif Addy Rachmat Dwi Hawa Yulianti Nyimas Febrika S 《电化学(中英文)》 北大核心 2025年第4期32-43,共12页
A unitized regenerative fuel cell(URFC)is a device that may function reversibly as either a fuel cell(FC)or water elec-trolysis(WE).An important component of this device is the Membrane electrode assembly(MEA).Therefo... A unitized regenerative fuel cell(URFC)is a device that may function reversibly as either a fuel cell(FC)or water elec-trolysis(WE).An important component of this device is the Membrane electrode assembly(MEA).Therefore,this study aimed to compare the performance outcomes of MEA using electrodes with single and three catalyst layers.This study measured Electrochemical Surface Area(ECSA),Electrochemical Impedance Spectroscopy(EIS),X-ray Diffraction analysis(XRD),and X-ray Fluorescence(XRF).Furthermore,the round-trip efficiency(RTE)of the MEA,as w ell as the performance in FC and WE mode,was measured.In comparison,The ECSA values of Pt-Ru/C and Pt/C with three catalyst layers were higher than the single catalyst layer.This result was supported by electrode characterization data for XRD and XRF.The respective electrical conductivity values of Pt-Ru/C and Pt/C with three catalyst layers are also higher than the single cata-lyst layer,and the performance of URFC using MEA with three catalyst layers has the highest value of RTE among the MEA performances of URFC,which is 100%at a current density of 4 mA·cm-2. 展开更多
关键词 unitized regenerative fuel cell Round trip efficiency Pt-Ru/C Membrane electrode assembly Electrochemical surface area
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Synergistic enhancement of load-bearing and energy-absorbing performance in additively manufactured lattice structures through modifications to conventional unit cells
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作者 Yi Ren Yu Nie +5 位作者 Bowen Xue Yucheng Zhao Lulu Liu Chao Lou Yongxun Li Wei Chen 《Defence Technology(防务技术)》 2025年第10期116-130,共15页
The unit cell configuration of lattice structures critically influences their load-bearing and energy absorption performance.In this study,three novel lattice structures were developed by modifying the conventional FB... The unit cell configuration of lattice structures critically influences their load-bearing and energy absorption performance.In this study,three novel lattice structures were developed by modifying the conventional FBCCZ unit cell through reversing,combining,and turning strategies.The designed lattices were fabricated via laser powder bed fusion(LPBF)using Ti-6Al-4V powder,and the mechanical properties,energy absorption capacity,and deformation behaviors were systematically investigated through quasi-static compression tests and finite element simulations.The results demonstrate that the three modified lattices exhibit superior performance over the conventional FBCCZ structure in terms of fracture strain,specific yield strength,specific ultimate strength,specific energy absorption,and energy absorption efficiency,thereby validating the efficacy of unit cell modifications in enhancing lattice performance.Notably,the CFBCCZ and TFBCCZ lattices significantly outperform both the FBCCZ and RFBCCZ lattice structures in load-bearing and energy absorption.While TFBCCZ shows marginally higher specific elastic modulus and energy absorption efficiency than CFBCCZ,the latter achieves superior energy absorption due to its highest ultimate strength and densification strain.Finite element simulations further reveal that the modified lattices,through optimized redistribution and adjustment of internal nodes and struts,effectively alleviate stress concentration during loading.This structural modification enhances the structural integrity and deformation stability under external loads,enabling a synergistic enhancement of load-bearing capacity and energy absorption performance. 展开更多
关键词 Load-bearing Energy absorption Additive manufacturing Lattice structure unit cell modification
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基于Unity3D的油田抽油机三维可视化监控系统设计 被引量:13
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作者 刘立强 孙文磊 +1 位作者 王一 王炳楷 《系统仿真学报》 CAS CSCD 北大核心 2024年第2期463-475,共13页
针对抽油机监测形式单一、三维可视化程度低和联动性差的缺陷,引入信息―物理实时映射思想,开发了油田抽油机三维可视化监控系统。设计了抽油机数字空间,搭建虚实交互层设计架构;搭建三维可视化系统数据组成及关系框架;结合逆运动学,构... 针对抽油机监测形式单一、三维可视化程度低和联动性差的缺陷,引入信息―物理实时映射思想,开发了油田抽油机三维可视化监控系统。设计了抽油机数字空间,搭建虚实交互层设计架构;搭建三维可视化系统数据组成及关系框架;结合逆运动学,构建数学模型,基于五维模型和Unity 3D平台设计抽油机三维可视化系统总体架构;以游梁式抽油机为对象进行实验验证,实现了实时动态监测、虚实混合控制、运动轨迹追踪和在线预警等服务功能。为三维可视化监控在石油机械领域的落地应用和数字孪生系统的开发提供借鉴。 展开更多
关键词 抽油机 三维可视化 实时动态监测 虚实混合控制 unitY3D
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Aerial target threat assessment based on gated recurrent unit and self-attention mechanism 被引量:4
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作者 CHEN Chen QUAN Wei SHAO Zhuang 《Journal of Systems Engineering and Electronics》 SCIE CSCD 2024年第2期361-373,共13页
Aerial threat assessment is a crucial link in modern air combat, whose result counts a great deal for commanders to make decisions. With the consideration that the existing threat assessment methods have difficulties ... Aerial threat assessment is a crucial link in modern air combat, whose result counts a great deal for commanders to make decisions. With the consideration that the existing threat assessment methods have difficulties in dealing with high dimensional time series target data, a threat assessment method based on self-attention mechanism and gated recurrent unit(SAGRU) is proposed. Firstly, a threat feature system including air combat situations and capability features is established. Moreover, a data augmentation process based on fractional Fourier transform(FRFT) is applied to extract more valuable information from time series situation features. Furthermore, aiming to capture key characteristics of battlefield evolution, a bidirectional GRU and SA mechanisms are designed for enhanced features.Subsequently, after the concatenation of the processed air combat situation and capability features, the target threat level will be predicted by fully connected neural layers and the softmax classifier. Finally, in order to validate this model, an air combat dataset generated by a combat simulation system is introduced for model training and testing. The comparison experiments show the proposed model has structural rationality and can perform threat assessment faster and more accurately than the other existing models based on deep learning. 展开更多
关键词 target threat assessment gated recurrent unit(GRU) self-attention(SA) fractional Fourier transform(FRFT)
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用JFCunit对GUI图形界面进行单元测试 被引量:2
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作者 谢煜涛 左雪梅 《中国测试技术》 2005年第3期78-80,共3页
Junit是现在软件开发过程中最常用的单元测试工具,它为软件的自动化单元测试实现提供了一个理想的测试框架,它主要是针对功能性代码的测试。JFCunit是基于Junit扩展而来,专门用来解决GUI图形界面单元测试的问题。本文先简要介绍了Junit... Junit是现在软件开发过程中最常用的单元测试工具,它为软件的自动化单元测试实现提供了一个理想的测试框架,它主要是针对功能性代码的测试。JFCunit是基于Junit扩展而来,专门用来解决GUI图形界面单元测试的问题。本文先简要介绍了Junit和JFCunit的基本框架,然后对JFCunit和Junit的特点进行比较,分析了JFCunit的适用范围以及使用JFCunit的好处;最后以一个简单实例阐述了使用JFCunit进行GUI图形界面单元测试的一般方式。 展开更多
关键词 Junit JFCunit GUI unit TEST Testing-Frame WORK
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异构盘阵中最优Stripe Unit Size选择技术 被引量:1
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作者 刘军 杨学军 +1 位作者 唐玉华 王勇献 《计算机学报》 EI CSCD 北大核心 2004年第6期819-827,共9页
缓解计算机IO子系统瓶颈的有效手段是采用磁盘阵列 .配置时 ,SUS(StripeUnitSize)的选择对盘阵性能的影响非常关键 ,而以往对异构盘阵的SUS的选择研究较少 .该文推导出了确定异构盘阵最优SUS的方程 ,具体工作如下 :首先 ,该文采用close... 缓解计算机IO子系统瓶颈的有效手段是采用磁盘阵列 .配置时 ,SUS(StripeUnitSize)的选择对盘阵性能的影响非常关键 ,而以往对异构盘阵的SUS的选择研究较少 .该文推导出了确定异构盘阵最优SUS的方程 ,具体工作如下 :首先 ,该文采用close队列网络模型来描述异构盘阵负载 ;然后 ,从该模型推导出系统数据传输率解析表达式 .根据该表达式和异构盘阵中设备的特性 ,可求出使传输率最大的SUS .最后 ,研究中进行了大量的模拟试验 .模拟试验表明在并发的进程数大于 10时 ,所推导的结论与模拟结果非常吻合 . 展开更多
关键词 异构盘阵 磁盘性能 最优Stripe unit Size选择技术 磁盘阵列 close队列网络模型 模拟试验
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基于Unit-Linking PCNN和图像熵的图像分割新方法 被引量:20
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作者 聂仁灿 周冬明 赵东风 《系统仿真学报》 EI CAS CSCD 北大核心 2008年第1期222-227,共6页
基于单位链接脉冲耦合神经网络(Unit-Linking PCNN)模型,在图像方差准则基础上将最大香农熵准则,最小交叉熵准则相结合,再组合图像分块策略与图像加权预处理策略,提出了不同准则和策略组合的8种图像分割方案。分析了各种准则和策略的优... 基于单位链接脉冲耦合神经网络(Unit-Linking PCNN)模型,在图像方差准则基础上将最大香农熵准则,最小交叉熵准则相结合,再组合图像分块策略与图像加权预处理策略,提出了不同准则和策略组合的8种图像分割方案。分析了各种准则和策略的优势和不足,比较了各种分割方案条件下的图像分割效果,部分方案的分割结果体现了图像的更多的细节。与已有文献结果比较,具有使用神经元模型参数少的特点,与PCNN模型相比,该模型参数对图像分割结果的影响较不敏感。计算机仿真结果表明,该方法具有较好的图像分割效果和实验仿真速度性能,具有较强适用性。 展开更多
关键词 图像分割 unit-Linking PCNN 最大香农熵 最小交叉熵 图像加权预处理
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Unit-Linking PCNN和图像熵的彩色图像分割与边缘检测 被引量:14
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作者 谭颖芳 周冬明 +1 位作者 赵东风 聂仁灿 《计算机工程与应用》 CSCD 北大核心 2009年第12期174-177,180,共5页
在RGB空间中,将最大香农熵准则和最小交叉熵准则两种评价准则与大概率合并和小概率合并两种合并策略相结合,提出基于Unit-Linking PCNN的四种彩色图像分割方案,并在各分量分割结果基础上利用Unit-Linking PCNN实施边缘检测,合并得到彩... 在RGB空间中,将最大香农熵准则和最小交叉熵准则两种评价准则与大概率合并和小概率合并两种合并策略相结合,提出基于Unit-Linking PCNN的四种彩色图像分割方案,并在各分量分割结果基础上利用Unit-Linking PCNN实施边缘检测,合并得到彩色图像的边缘检测结果。分析了各评价准则和合并策略的优劣,比较了各分割方案条件下的图像分割和边缘检测效果。与HSV空间中得到的相关结果进行分析比较,该文分割和边缘检测结果体现了图像的更多的细节,说明了在RGB空间中进行彩色图像分割和边缘检测的合理性。与相关文献结果相比,该方法的模型参数对图像分割结果的影响较不敏感。计算机仿真结果表明,该方法具有较好的彩色图像分割和边缘检测效果,具有较强适用性。 展开更多
关键词 脉冲耦合神经网络 unit-Linking PCNN 彩色图像分割 彩色图像边缘检测 图像熵
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JUCC:一种基于JUnit框架展示代码覆盖的交互式测试工具 被引量:1
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作者 孙小兵 张允 陶传奇 《小型微型计算机系统》 CSCD 北大核心 2014年第4期807-810,共4页
当前测试驱动的开发模式已成为软件开发的主要模式之一,而JUnit是测试开发领域中常用的一种测试框架.基于JUnit的各种测试技术和方法经常出现在各种软件测试研究与实践中.本文基于JUnit框架,提出一种添加代码覆盖展示的新型交互式测试工... 当前测试驱动的开发模式已成为软件开发的主要模式之一,而JUnit是测试开发领域中常用的一种测试框架.基于JUnit的各种测试技术和方法经常出现在各种软件测试研究与实践中.本文基于JUnit框架,提出一种添加代码覆盖展示的新型交互式测试工具JUCC.JUCC在JUnit测试结束后根据测试过程中记录的信息,图形化地显示测试代码的覆盖率,这样,测试人员可根据代码覆盖情况针对没有被覆盖的代码再次进行测试用例的编写,迭代地进行测试,直到达到满意的测试效果. 展开更多
关键词 Junit 单元测试 代码覆盖 图形化显示
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On units combination and commitment optimization for electric power production 被引量:1
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作者 谭忠富 何永秀 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2004年第1期12-18,共7页
Electric power system is one of the most important and complex engineering in modern society, supplying main and general power for social production and social life. Meanwhile, since it is a productive system with bo... Electric power system is one of the most important and complex engineering in modern society, supplying main and general power for social production and social life. Meanwhile, since it is a productive system with both high input and output, it has an obvious economic significance to improve its operating efficiency. For an example, an unit is 10 GW scale, if its standard coal consumption can be decreased with 1 g/kW·h, it can save about 5 000 tons standard coal per year. It will be discussed mainly that how to establish optimization model and its numerical algorithm for operating management of the electric power system. The idea on establishing optimization model is how to dispatch work state of units or power plants, so that total cost of fuel consumption for generation is reduced to the minimum. Here the dispatch is to decide which unit or plant to operate, which unit or plant to stop running, how much power should be generated for those operating units or plants at each given time interval. 展开更多
关键词 units combination units commitment OPTIMIZATION plants combination interconnection system
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Unital辛代数的分解(英文)
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作者 白喜梅 刘文丽 《河北大学学报(自然科学版)》 CAS 2002年第3期291-293,共3页
考查了辛代数的分解 ,在此过程中充分运用了辛代数、李三系、李代数的关系 ,建立了三者之间的根基关系 ,并由此证明了unital辛代数的分解 .
关键词 unital辛代数 分解 根基 可解理想 李三系 李代数
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右s-unital环上的广义Morita理论(英文)
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作者 欧阳柏玉 周立仁 《湖南师范大学自然科学学报》 CAS 北大核心 2008年第3期3-6,共4页
将经典的Morita等价理论推广到s-unital环.证明s-unital环上的两个酉模范畴等价可由共变的Hom与函子实现,而且能够导出同构的Morita context.
关键词 s-unital环 Morita-like等价 MORITA CONTEXT
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Unit-Linking PCNN中的彩色图像边缘检测 被引量:2
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作者 薛锦树 聂仁灿 +1 位作者 周冬明 赵东风 《计算机工程与应用》 CSCD 北大核心 2011年第17期188-191,共4页
PCNN模型具有相似群神经元同步发放脉冲的特性,适合于图像分割。对彩色图像的亮度分量进行对数变换,使其更符合人眼的视觉特性;在PCNN进行彩色图像R、G、B三分量分割的过程中,利用遗传算法进行神经元关键参数的选择,利用偏态指标进行迭... PCNN模型具有相似群神经元同步发放脉冲的特性,适合于图像分割。对彩色图像的亮度分量进行对数变换,使其更符合人眼的视觉特性;在PCNN进行彩色图像R、G、B三分量分割的过程中,利用遗传算法进行神经元关键参数的选择,利用偏态指标进行迭代控制;在Unit-Linking PCNN模型中实现R、G、B三分量分割图的边缘检测,利用加权合并策略得到最终的边缘检测结果。仿真结果表明,该方法得到的结果体现了图像中更多的轮廓细节,具有很好的自适应性。 展开更多
关键词 unit—Linking脉冲耦合神经网络 RGB空间 彩色图像分割 彩色图像边缘检测
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Fuzzy data envelopment analysis approach based on sample decision making units 被引量:11
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作者 Muren Zhanxin Ma Wei Cui 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2012年第3期399-407,共9页
The conventional data envelopment analysis (DEA) measures the relative efficiencies of a set of decision making units with exact values of inputs and outputs. In real-world prob- lems, however, inputs and outputs ty... The conventional data envelopment analysis (DEA) measures the relative efficiencies of a set of decision making units with exact values of inputs and outputs. In real-world prob- lems, however, inputs and outputs typically have some levels of fuzziness. To analyze a decision making unit (DMU) with fuzzy input/output data, previous studies provided the fuzzy DEA model and proposed an associated evaluating approach. Nonetheless, numerous deficiencies must still be improved, including the α- cut approaches, types of fuzzy numbers, and ranking techniques. Moreover, a fuzzy sample DMU still cannot be evaluated for the Fuzzy DEA model. Therefore, this paper proposes a fuzzy DEA model based on sample decision making unit (FSDEA). Five eval- uation approaches and the related algorithm and ranking methods are provided to test the fuzzy sample DMU of the FSDEA model. A numerical experiment is used to demonstrate and compare the results with those obtained using alternative approaches. 展开更多
关键词 fuzzy mathematical programming sample decision making unit fuzzy data envelopment analysis EFFICIENCY α-cut.
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Experimental Study of Air Conditioning Unit of Evaporative Cooling Assisted Mechanical Refrigeration 被引量:3
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作者 HUANG Xiang,XU Fang-cheng,WU Jun-mei(Xi’an polytechnic University,Xi’an,Shaanxi 710048,China) 《湖南大学学报(自然科学版)》 EI CAS CSCD 北大核心 2009年第S1期106-110,共5页
The evaporative cooling,which assists the refrigeration machinery air-conditioning systems test-rig,has been designed.Its structure and working principle were described,and the performance test was conducted and analy... The evaporative cooling,which assists the refrigeration machinery air-conditioning systems test-rig,has been designed.Its structure and working principle were described,and the performance test was conducted and analyzed.The test shows that making full use of the evaporative cooling "free cooling" in Spring and Autumn seasons can fully meet the requirements of air-conditioned comfort through the switch of the function in different seasons.Taking into account the evaporative cooling fan and pump energy consumption,compared with the traditional mechanical refrigeration system,more than 80 percent of energy can be saved,and the energy efficiency ratio of the Unit(EER)is as high as 7.63.Using the two stages of indirect evaporative cooling to pre-cool the new wind in summer,under the conditions of the same air supply temperature requirements,0.83 kg/s chilled water saved can be equivalent to the traditional mechanical refrigeration system,and when the new wind ratio up to 50 percent,more than 10 percent load was reduced in mechanical refrigeration system.The overall EER increased about 35 percent. 展开更多
关键词 EVAPORATIVE COOLING mechanical REFRIGERATION AIR-CONDITIONING unit EER
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基于Junit自动生成类测试案例框架的实现 被引量:7
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作者 余波 王树林 张大方 《计算机工程与应用》 CSCD 北大核心 2006年第1期89-91,共3页
论文对Java程序的抽象类、包含内隐类的接口、其它内隐类和普通类的测试提出了不同的测试案例模式,结合Liskov替代原则对类测试的要求,实现一个基于Junit生成包含测试神谕的测试案例框架的工具。借助该工具,程序员在编写测试案例时,只... 论文对Java程序的抽象类、包含内隐类的接口、其它内隐类和普通类的测试提出了不同的测试案例模式,结合Liskov替代原则对类测试的要求,实现一个基于Junit生成包含测试神谕的测试案例框架的工具。借助该工具,程序员在编写测试案例时,只需在自动生成的测试案例框架中添加测试数据就可获得完整的测试案例。 展开更多
关键词 类测试 单元测试 测试神谕 自动化测试工具
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Blast response of clay brick masonry unit walls unreinforced and reinforced with polyurea elastomer 被引量:7
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作者 Gang Wu Chong Ji +4 位作者 Xin Wang Fu-yin Gao Chang-xiao Zhao Yu-jun Liu Gui-li Yang 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2022年第4期643-662,共20页
Clay brick masonry unit(CBMU) walls are widely used in building structures,and its damage and protection under explosion loads have been a matter of concern in the field of engineering protection.In this paper,a serie... Clay brick masonry unit(CBMU) walls are widely used in building structures,and its damage and protection under explosion loads have been a matter of concern in the field of engineering protection.In this paper,a series of full-scale experiments of the response characteristics of 24 cm CMBU walls unreinforced and reinforced with polyurea elastomer subjected to blast loading were carried out.Through setting 5.0 kg TNT charges at different stand-off distances,the damage characteristics of masonry walls at different scaled distances were obtained.The reinforcement effect of different polyurea coating thicknesses and methods on the blast resistance performance of masonry walls under single and repeated loads were also explored.Five failure grades were summarized according to the dynamic response features of masonry walls.Based on the stress wave propagation pattern in multi-media composite structures,the internal stress distribution of masonry walls were analyzed,and the division basis of the masonry walls’ failure grades was then quantified.Combined with Scanning Electron Microscope(SEM)images,the deformation characteristics of soft and hard segments of polyurea and effects of detonation products on microstructures were revealed respectively,which provides an important reference for the design and application of polyurea in the blast resistance of clay brick masonry walls. 展开更多
关键词 Clay brick masonry unit wall POLYUREA Blast loading Failure grade Reinforcement mechanism
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Incremental multivariable predictive functional control and its application in a gas fractionation unit 被引量:3
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作者 施惠元 苏成利 +3 位作者 曹江涛 李平 宋英莉 李宁波 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第12期4653-4668,共16页
The control of gas fractionation unit(GFU) in petroleum industry is very difficult due to multivariable characteristics and a large time delay.PID controllers are still applied in most industry processes.However,the t... The control of gas fractionation unit(GFU) in petroleum industry is very difficult due to multivariable characteristics and a large time delay.PID controllers are still applied in most industry processes.However,the traditional PID control has been proven not sufficient and capable for this particular petro-chemical process.In this work,an incremental multivariable predictive functional control(IMPFC) algorithm was proposed with less online computation,great precision and fast response.An incremental transfer function matrix model was set up through the step-response data,and predictive outputs were deduced with the theory of single-value optimization.The results show that the method can optimize the incremental control variable and reject the constraint of the incremental control variable with the positional predictive functional control algorithm,and thereby making the control variable smoother.The predictive output error and future set-point were approximated by a polynomial,which can overcome the problem under the model mismatch and make the predictive outputs track the reference trajectory.Then,the design of incremental multivariable predictive functional control was studied.Simulation and application results show that the proposed control strategy is effective and feasible to improve control performance and robustness of process. 展开更多
关键词 gas fractionation unit multivariable process incremental predictive functional control
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Power management unit chip design for automobile active-matrix organic light-emitting diode display module 被引量:4
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作者 KIM J H PARK J H +7 位作者 KIM J H CAO T V LEE T Y BAN H J YANG K KIM H G HA P B KIM Y H 《Journal of Central South University》 SCIE EI CAS 2009年第4期621-628,共8页
A power management unit (PMU) chip supplying dual panel supply voltage, which has a low electro-magnetic interference (EMI) characteristic and is favorable for miniaturization, is designed. A two-phase charge pump... A power management unit (PMU) chip supplying dual panel supply voltage, which has a low electro-magnetic interference (EMI) characteristic and is favorable for miniaturization, is designed. A two-phase charge pump circuit using external pumping capacitor increases its pumping current and works out the charge-loss problem by using bulk-potential biasing circuit. A low-power start-up circuit is also proposed to reduce the power consumption of the band-gap reference voltage generator. And the ring oscillator used in the ELVSS power circuit is designed with logic devices by supplying the logic power supply to reduce the layout area. The PMU chip is designed with MagnaChip's 0.25 μ high-voltage process. The driving currents of ELVDD and ELVSS are more than 50 mA when a SPICE simulation is done. 展开更多
关键词 DC-DC converter AMOLED charge pumping power management unit (PMU) dual panel supply voltage
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Research on virtual entity decision model for LVC tactical confrontation of army units 被引量:4
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作者 GAO Ang GUO Qisheng +3 位作者 DONG Zhiming TANG Zaijiang ZHANG Ziwei FENG Qiqi 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2022年第5期1249-1267,共19页
According to the requirements of the live-virtual-constructive(LVC)tactical confrontation(TC)on the virtual entity(VE)decision model of graded combat capability,diversified actions,real-time decision-making,and genera... According to the requirements of the live-virtual-constructive(LVC)tactical confrontation(TC)on the virtual entity(VE)decision model of graded combat capability,diversified actions,real-time decision-making,and generalization for the enemy,the confrontation process is modeled as a zero-sum stochastic game(ZSG).By introducing the theory of dynamic relative power potential field,the problem of reward sparsity in the model can be solved.By reward shaping,the problem of credit assignment between agents can be solved.Based on the idea of meta-learning,an extensible multi-agent deep reinforcement learning(EMADRL)framework and solving method is proposed to improve the effectiveness and efficiency of model solving.Experiments show that the model meets the requirements well and the algorithm learning efficiency is high. 展开更多
关键词 live-virtual-constructive(LVC) army unit tactical confrontation(TC) intelligent decision model multi-agent deep reinforcement learning
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