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神经网络的泛化理论和泛化方法 被引量:97
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作者 魏海坤 徐嗣鑫 宋文忠 《自动化学报》 EI CSCD 北大核心 2001年第6期806-815,共10页
泛化能力是多层前向网最重要的性能 ,泛化问题已成为目前神经网络领域的研究热点 .文中综述了神经网络泛化理论和泛化方法的研究成果 .对泛化理论 ,重点讲述神经网络的结构复杂性和样本复杂性对泛化能力的影响 ;对泛化方法 ,则在介绍每... 泛化能力是多层前向网最重要的性能 ,泛化问题已成为目前神经网络领域的研究热点 .文中综述了神经网络泛化理论和泛化方法的研究成果 .对泛化理论 ,重点讲述神经网络的结构复杂性和样本复杂性对泛化能力的影响 ;对泛化方法 ,则在介绍每种泛化方法的同时 ,尽量指出该方法与相应泛化理论的内在联系 . 展开更多
关键词 神经网络 能力 泛化理论 方法
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基于泛化理论的集成神经网络优化算法 被引量:2
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作者 秦立龙 余奇 王振宇 《计算机仿真》 CSCD 北大核心 2013年第11期361-364,387,共5页
多分类器集成方法往往能够获得比单个分类器更好的泛化精度,为了解决Bagging和Boosting等集成算法中分类器选择的盲目性和随机性,提出了一种新的神经网络集成方法。在分析神经网络集成泛化误差公式的基础上,利用粒子群算法进行特征选择... 多分类器集成方法往往能够获得比单个分类器更好的泛化精度,为了解决Bagging和Boosting等集成算法中分类器选择的盲目性和随机性,提出了一种新的神经网络集成方法。在分析神经网络集成泛化误差公式的基础上,利用粒子群算法进行特征选择并保存特征选择的最优解和次优解,引入差异度思想进行基分类器的选择性集成,从而尽量减小集成个体的泛化误差和增大集成的差异度。经计算机仿真研究证明,与Bagging和Boosting集成算法相比,新算法在分类识别中具有较好的泛化性能。 展开更多
关键词 神经网络集成 粒子群算法 泛化理论 调制识别
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泛化理论及其在医学教育测量中的应用
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作者 乔敏 《中国高等医学教育》 1999年第1期52-54,共3页
泛化理论是教育测量中研究可靠性的新方法,是现代教育测量的重要标志.该方法可以区分随机误差的多种误差来源,提高测量精度.泛化理论是由传统的考试理论和方差分析衍生而来,但有其自己独特的理论框架,即泛化研究和决策研究.泛化理论应... 泛化理论是教育测量中研究可靠性的新方法,是现代教育测量的重要标志.该方法可以区分随机误差的多种误差来源,提高测量精度.泛化理论是由传统的考试理论和方差分析衍生而来,但有其自己独特的理论框架,即泛化研究和决策研究.泛化理论应用于客观结构化临床考试(OSCE)以及对病例评价的实例,进一步阐述了泛化理论在实践中应用的意义、方法、基本设计结构以及对测量结果的解释. 展开更多
关键词 泛化理论 教育测量 医学考试 医学教育
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分化泛化理论在概念教学中的运用
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作者 刘惠连 《中学政治教学参考》 1997年第11期10-11,共2页
分化泛化理论在刘惠连概念教学中的运用古语云:“授之以鱼,仅供一饭之需;教人以渔,则终生受用无穷。”由此联想到教学,教学过程不仅是传授知识技能的过程,而且也是教会学生如何学习的过程,教师授课不仅要授之以“鱼”,也要教之... 分化泛化理论在刘惠连概念教学中的运用古语云:“授之以鱼,仅供一饭之需;教人以渔,则终生受用无穷。”由此联想到教学,教学过程不仅是传授知识技能的过程,而且也是教会学生如何学习的过程,教师授课不仅要授之以“鱼”,也要教之以“渔”,使学生既努力学习,又善于... 展开更多
关键词 泛化理论 概念教学 教学法 思想政治课 社会主义市场经济体制 主要矛盾 矛盾的主要方面和次要方面 市场机制 三角形 学法指导
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基于经验泛化理论的中职学生学习积极性强化策略
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作者 何雨潇 覃兵 《湖南工业职业技术学院学报》 2021年第4期122-125,共4页
社会上认为职校学生成绩不好的偏见长期存在,进而对职校生的能力也不看好。处于身心发展关键期的中职学生不仅面临着青春期的变化,同时还处于家庭、学校和社会的多重压力之下,这使得他们表现出多种不良心理,其中,又以学习积极性低的问... 社会上认为职校学生成绩不好的偏见长期存在,进而对职校生的能力也不看好。处于身心发展关键期的中职学生不仅面临着青春期的变化,同时还处于家庭、学校和社会的多重压力之下,这使得他们表现出多种不良心理,其中,又以学习积极性低的问题尤为突出。文章基于贾德的经验泛化理论,提出了把技术理论知识教学融入技术实践知识教学,让学生知其然更知其所以然;和以理论指导实践,提高学生学习速度和操作成功率从而增强学习积极性的强化策略。 展开更多
关键词 经验泛化理论 中等职校 学习积极性 策略研究
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孔子泛血缘化理论在五缘文化形成中的作用 被引量:9
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作者 胡克森 《史学月刊》 CSSCI 北大核心 2007年第6期19-28,共10页
所谓“五缘”,就是亲缘、地缘、神缘、业缘和物缘,是中国人一种群体结合方式。“五缘”文化的核心是亲缘,其他各缘只不过是亲缘的关系网络的转化和运用,导致亲缘向其他各缘转化的理论基础则是孔子“仁”学的“泛血缘化”特征。《论语.... 所谓“五缘”,就是亲缘、地缘、神缘、业缘和物缘,是中国人一种群体结合方式。“五缘”文化的核心是亲缘,其他各缘只不过是亲缘的关系网络的转化和运用,导致亲缘向其他各缘转化的理论基础则是孔子“仁”学的“泛血缘化”特征。《论语.颜渊》中有关司马牛问仁而与孔子和子夏的三段对话,是儒家“仁”学理论由正式血缘向拟制血缘转化的一个经典性例证。随着孔子和子夏通过对“仁”一步一步地深入阐释,逐步化解了司马牛关于“人皆有兄弟,我独无”的忧惧心结,全面完成了“仁”学由正式血缘向拟制血缘即“泛血缘”的转化,从而使中国人的群体交往方式具有典型的中国特色。 展开更多
关键词 孔子 “仁”学 “五缘”文 血缘理论
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构建知识管理学学科平台 解决图书馆学元理论泛化的问题
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作者 甘友庆 《图书馆学刊》 2006年第4期20-22,共3页
图书馆学元理论的泛化是图书馆学理论研究不断深入的必然。图书馆学界针对图书馆学元理论的泛化问题,主要提出了两种解决思路,一种认为应该构建“大图书馆学”,另一种思想则认为应该用其他学科来取代图书馆学。通过对这两种思路的批判,... 图书馆学元理论的泛化是图书馆学理论研究不断深入的必然。图书馆学界针对图书馆学元理论的泛化问题,主要提出了两种解决思路,一种认为应该构建“大图书馆学”,另一种思想则认为应该用其他学科来取代图书馆学。通过对这两种思路的批判,作者提出构建知识管理学学科平台,解决图书馆学元理论泛化问题,推进图书馆学的建设和发展。 展开更多
关键词 图书馆学 理论 知识管理学 学科平台
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面向开放环境的机器学习理论研究进展
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作者 袁晓彤 张煦尧 +2 位作者 刘希 程真 刘成林 《模式识别与人工智能》 EI CSCD 北大核心 2023年第12期1059-1071,共13页
开放环境下机器学习面临类别集可变、非独立同分布、噪声干扰等诸多问题,容易导致传统封闭环境机器学习系统性能急剧下降.因此,面向开放环境的机器学习方法是当前人工智能研究的前沿热点之一.文中主要从泛化、优化、鲁棒性和效能度量四... 开放环境下机器学习面临类别集可变、非独立同分布、噪声干扰等诸多问题,容易导致传统封闭环境机器学习系统性能急剧下降.因此,面向开放环境的机器学习方法是当前人工智能研究的前沿热点之一.文中主要从泛化、优化、鲁棒性和效能度量四个方面介绍开放环境机器学习理论研究现状和重要进展.在泛化理论中,具体介绍开放类别集检测、迁移学习与元学习、稀疏学习等泛化分析成果.在优化理论中,具体介绍随机与稀疏优化、在线与持续优化、分布式与联邦优化等理论分析研究成果.在鲁棒性理论中,具体介绍对抗样本、随机噪声、噪声标签等干扰下鲁棒学习理论研究成果.在效能度量中,具体介绍面向开放环境机器学习一些重要性能评价准则.最后,展望开放环境机器学习理论的未来研究趋势. 展开更多
关键词 机器学习 开放环境 泛化理论 理论 鲁棒性理论 效能度量
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Single-atom catalysts based on polarization switching of ferroelectric In_(2)Se_(3) for N_(2) reduction
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作者 Nan Mu Tingting Bo +3 位作者 Yugao Hu Ruixin Xu Yanyu Liu Wei Zhou 《Chinese Journal of Catalysis》 SCIE CAS CSCD 2024年第8期244-257,共14页
The polarization switching plays a crucial role in controlling the final products in the catalytic pro-cess.The effect of polarization orientation on nitrogen reduction was investigated by anchoring transition metal a... The polarization switching plays a crucial role in controlling the final products in the catalytic pro-cess.The effect of polarization orientation on nitrogen reduction was investigated by anchoring transition metal atoms to form active centers on ferroelectric material In_(2)Se_(3).During the polariza-tion switching process,the difference in surface electrostatic potential leads to a redistribution of electronic states.This affects the interaction strength between the adsorbed small molecules and the catalyst substrate,thereby altering the reaction barrier.In addition,the surface states must be considered to prevent the adsorption of other small molecules(such as *O,*OH,and *H).Further-more,the V@↓-In_(2)Se_(3) possesses excellent catalytic properties,high electrochemical and thermody-namic stability,which facilitates the catalytic process.Machine learning also helps us further ex-plore the underlying mechanisms.The systematic investigation provides novel insights into the design and application of two-dimensional switchable ferroelectric catalysts for various chemical processes. 展开更多
关键词 In_(2)Se_(3) monolayer Density functional theory Ferroelectric switching Single atom catalysts Nitrogen reduction reaction Machine learning
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基于神经网络集成的数字调制模式识别 被引量:1
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作者 秦立龙 王振宇 陈翔 《航天电子对抗》 2013年第3期32-35,共4页
多分类器集成方法往往能获得比单个分类器更好的泛化精度。为解决Bagging和Boosting等集成算法中分类器选择的盲目性和随机性,提出了一种新的神经网络集成方法。在分析神经网络集成泛化误差公式的基础上,利用粒子群算法进行特征选择并... 多分类器集成方法往往能获得比单个分类器更好的泛化精度。为解决Bagging和Boosting等集成算法中分类器选择的盲目性和随机性,提出了一种新的神经网络集成方法。在分析神经网络集成泛化误差公式的基础上,利用粒子群算法进行特征选择并保存特征选择的最优解和次优解,引入差异度思想进行基分类器的选择性集成,从而尽量减小集成个体的泛化误差和增大集成的差异度。经计算机仿真研究证明,与Bagging和Boosting集成算法相比,新算法在调制模式的分类识别中具有较好的泛化性能。 展开更多
关键词 神经网络集成 粒子群算法 泛化理论 调制模式识别
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The Initial Reactions of HaPO4 and NaH2PO4 Supported on Silica: A Joint Experimental and Theoretical Study 被引量:1
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作者 张志强 屈一新 +1 位作者 王水 王际东 《Chinese Journal of Chemical Physics》 SCIE CAS CSCD 2009年第3期315-321,340,共8页
A combination of X-ray powder diffraction, thermogravimetric analysis, diffuse reflection infrared Fourier transform, and ^31p magic-angle spinning nuclear magnetic resonance techniques with density function computati... A combination of X-ray powder diffraction, thermogravimetric analysis, diffuse reflection infrared Fourier transform, and ^31p magic-angle spinning nuclear magnetic resonance techniques with density function computation was used to elucidate the products and mecha- nism of the reactions among silica, H3PO4, and NaH2PO4 during the preparation of silica supported H3PO4 and NaH2PO4 catalysts. The spectral test results indicate that besides polyphosphoric acid, silicon phosphates on silica supported H3PO4 are also formed. On silica supported NaH2PO4 only sodium polyphosphates are present. Density functional theory (DFT) simulations indicate that in the initial stage, reaction of H3PO4 with silanol groups on the silica support is more favorable than that between H3PO4 itself. In contrast, dimerization and trimerization of NaH2PO4 are predicted to be the predominant initial reactions for the silica supported NaH2PO4 catalyst. 展开更多
关键词 H3PO4 NaH2PO4 CONDENSATION SILICA DFT
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Density Function Theory Study on Effects of Different Energetic Substituent Groups and Bridge Groups on Performance of Carbon-Linked Ditetrazole 2N-Oxides 被引量:2
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作者 吴琼 寇波 +2 位作者 张泽武 杭祖圣 朱卫华 《Chinese Journal of Chemical Physics》 SCIE CAS CSCD 2017年第4期404-410,I0001,共8页
Based on the parent tetrazole 2N-oxide, six series of novel carbon-linked ditetrazole 2N- oxides with different energetic substituent groups (-NH2, -Na, -NO2, NF2, -NHNO2) and energetic bridge groups (-CH2-, -CH2-C... Based on the parent tetrazole 2N-oxide, six series of novel carbon-linked ditetrazole 2N- oxides with different energetic substituent groups (-NH2, -Na, -NO2, NF2, -NHNO2) and energetic bridge groups (-CH2-, -CH2-CH2-, -NH-, -N=N-, -NH-NH-) were designed. The overall performance and the effects of different energetic substituent groups and energetic bridge groups on the performance were investigated by density functional theory and electrostatic potential methods. The results showed that most of designed compounds have oxygen balance around zero, high heats of formation, high density, high energy, and acceptable sensitivity, indicating that tetrazole N-oxide is a useful parent energetic compound employed for obtaining high energy compounds, even only combined with some very common energetic substituent groups and bridge groups. Comprehensively considering the effects on energy and sensitivity, the -NO2, -NF2, -NH- and-NH-NH- are appropriate substituent groups for combining tetrozale N-oxide to design new energetic compounds, while -NH2, -Na, -CH2-CH2-, and -N=N- are inappropriate. 展开更多
关键词 TETRAZOLE N-OXIDE High energy Bridge group Density functional theory
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Ab initio Study of Complexation Process between Poly(amido-amine) and Nano-Silicon Dioxide 被引量:3
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作者 靳涛 吕海亮 《Chinese Journal of Chemical Physics》 SCIE CAS CSCD 2013年第3期277-286,I0003,共11页
To understand better the molecular-level details of ≡Si+ (SC) or ≡SiO- (SOA) ion group to -NH2 teminated poly(amido-amine) dendrimers in the gas phase, density functional theory is used to optimize the minimu... To understand better the molecular-level details of ≡Si+ (SC) or ≡SiO- (SOA) ion group to -NH2 teminated poly(amido-amine) dendrimers in the gas phase, density functional theory is used to optimize the minimum energy and transition state structures with UB3LYP/6- 311G(d) and HF/6-31G levels. The tertiary amine nitrogen and the amide oxygen are found to be the most favorable binding sites. The activation energies of the different active sites and the reaction steps of SC and/or SOA ion group and the amide sites are also analyzed. The stable compounds are formed via the electrostatic interaction and the coordination effect. The orientation of the amide O and the rotation of the branches minimizes the energy of the whole system. 展开更多
关键词 POLYAMIDOAMINE Activation energy Transition state Density functionaltheory
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Classification of VxOy^q Clusters by △=2y+q-5x
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作者 马艳平 赵艳霞 +2 位作者 李子玉 丁迅雷 何圣贵 《Chinese Journal of Chemical Physics》 SCIE CAS CSCD 2011年第5期586-596,I0004,共12页
Vanadium oxide clusters VxOy^q(x≤8, q=0, ±1) are classified according to the oxidation index (△=2y+q-5x) of each cluster. Density functional calculations indicate that clusters with the same oxidation inde... Vanadium oxide clusters VxOy^q(x≤8, q=0, ±1) are classified according to the oxidation index (△=2y+q-5x) of each cluster. Density functional calculations indicate that clusters with the same oxidation index tend to have similar bonding characters, electronic structures, and reactivities. This general rule leads to the findings of new possible ground state struc- tures for V206 and V3O6+ clusters. This successful application of the classification method on vanadium oxide clusters proves that this method is very effective in studying the bonding properties of early transition metal oxide clusters. 展开更多
关键词 Vanadium oxide cluster Ground state structure Density functional calculation Oxidation index Bonding character
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Density Functional Theory Calculations of Charge-Induced Spin Polarization in Pentacene
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作者 任俊峰 张燕如 +1 位作者 原晓波 胡贵超 《Chinese Journal of Chemical Physics》 SCIE CAS CSCD 2014年第5期519-522,I0003,共5页
Based on density functional theory (DFT) calculations, we investigate the spin-related properties of spinless-hole injected organic molecule pentacene (Pc). DFT calculations reveal that there is spontaneous spin p... Based on density functional theory (DFT) calculations, we investigate the spin-related properties of spinless-hole injected organic molecule pentacene (Pc). DFT calculations reveal that there is spontaneous spin polarization in Pc when spinless-hole is injected. The chargeinduced magnetic moment of Pc increases linearly with the increasing of the extra hole charge amount and its maximum can be up to 1 μB per injected spinless-hole per Pc molecule. The magnetic moment is expected due to the injected unpaired charge. The injected hole will preferably ll the spin-splitted carbon pz orbitals, which makes the Pc molecule spin polarize. 展开更多
关键词 Organic spintronics Spontaneous spin polarization Density functional theory PENTACENE
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Atomistic simulation of defected magnesium hydroxide as flame retardants
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作者 张冬云 杨萍 +4 位作者 都政 袁秋华 宋申华 任祥忠 张培新 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2015年第12期4080-4088,共9页
The mechanical properties and the point defect energy of magnesium hydroxide(Mg(OH)2) were studied using the molecular dynamics. Moreover, the microelectronic structure of Mg(OH)2 with point defects in the bulk ... The mechanical properties and the point defect energy of magnesium hydroxide(Mg(OH)2) were studied using the molecular dynamics. Moreover, the microelectronic structure of Mg(OH)2 with point defects in the bulk and on its surface were investigated using the first principles. The simulation results indicate that Mg(OH)2 was easily modified by other cations because of its strong, favorable interstitial and substitution defects via point defect energy calculation. Mg(OH)2 can provide high-efficiency flame retardancy because of the strong OH(OH Schottky defect) or H bond(H Frenkel defect and Schottky defect). The potential model of Mg(OH)2 was established, and molecular dynamics simulation was used to investigate the relations between the crystal structure and the mechanical properties. Mg(OH)2 with special morphology such as nano-sheets was a prior consideration to maintain the composite mechanical properties. The detailed electronic structures of Mg(OH)2 with defects were determined. This work may provide theoretical guidance for choosing dopant element and reveal the element doping mechanism of Mg(OH)2. 展开更多
关键词 Mg(OH)2 density functional theory molecular dynamics DEFECTS electronic structure
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Hydrolysis Mechanism of the NAMI-A-type Antitumor Complex (HL)[trans-RuCl4L(dmso-S)] (L=1-methyl-l,2,4-triazole)
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作者 陈兰美 陈锦灿 +3 位作者 廖思燕 刘江琴 罗辉 郑康成 《Chinese Journal of Chemical Physics》 SCIE CAS CSCD 2011年第4期383-390,I0003,共9页
The hydrolysis process of Ru(III) complex (HL)[trans-RuC14L(dmso-S)] (L=l-methyl-l,2,4- triazole and dmso-S=S-dimethyl sulfoxide) (1), a potential antitumor complex similar to the well-known antitumor agent ... The hydrolysis process of Ru(III) complex (HL)[trans-RuC14L(dmso-S)] (L=l-methyl-l,2,4- triazole and dmso-S=S-dimethyl sulfoxide) (1), a potential antitumor complex similar to the well-known antitumor agent (Him)[trans-RuC14 (dmso-S)(im)] (NAMI-A, im=imidazole), was investigated using density functional theory combined with the conductor-like polarizable continuum model approach. Tile structural characteristics and the detailed energy profiles for the hydrolysis processes of this complex were obtained. For the first hydrolysis step, complex 1 has slightly higher barrier energies than the reported anticancer drug NAMI-A, and the result is in accordance with the experimental evidence indicating larger half-life for complex 1. For the second hydrolysis step, the formation of cis-diaqua species is thermodynamic preferred to that of trans isomers. In addition, on the basis of the analysis of electronic characteristics of species in the hydrolysis process, the trend in nucleophilic attack abilities of hydrolysis products by pertinent biomolecules is revealed and predicted. 展开更多
关键词 NAMI-A-type complex Anticancer activity HYDROLYSIS Density functional theory Conductor-like polarizable continuum model
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去个性的教育倾向与以个性为基础的教育——对现行教育本质论的反思与改造 被引量:1
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作者 李春桥 《天津市教科院学报》 2005年第4期5-7,共3页
首先揭示出现行“个体社会化”教育本质观的实质,然后在哲学、教育学、学校教育学三个领域内对其理论与实际进行了反思,最后从“社会个体化”角度对其进行了基础性的改造。
关键词 去个性的教育 以个性为基础的教育 哲学理论 具体思维研究
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交互技术在手写公式编辑中的应用 被引量:5
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作者 冯海波 田丰 +1 位作者 栾尚敏 戴国忠 《计算机辅助设计与图形学学报》 EI CSCD 北大核心 2003年第11期1437-1442,共6页
遵循泛化计算理论 ,设计实现了一个联机手写公式编辑系统 ,以提高识别率和交互 (效 )率 该系统采用上下文感知技术来辅助切分、解决符号的二义性 ;采用备选择优、直接指定技术来修正字符的识别结果 ;采用局部放大解决笔画交叉时的分割... 遵循泛化计算理论 ,设计实现了一个联机手写公式编辑系统 ,以提高识别率和交互 (效 )率 该系统采用上下文感知技术来辅助切分、解决符号的二义性 ;采用备选择优、直接指定技术来修正字符的识别结果 ;采用局部放大解决笔画交叉时的分割问题 ;最后还给出一个补笔算法 实验表明 ,这些技术的应用使得数学公式的识别率和系统交互 (效 )率得到有效的提高 ,同时使该系统具有自然。 展开更多
关键词 手写公式编辑系统 交互技术 模式识别 计算理论 字符识别 计算机
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Methylation of toluene with methanol over HZSM-5:A periodic density functional theory investigation 被引量:11
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作者 闻振浩 杨大强 +2 位作者 杨帆 魏振浩 朱学栋 《Chinese Journal of Catalysis》 SCIE EI CAS CSCD 北大核心 2016年第11期1882-1890,共9页
Periodic density functional theory was applied to investigate the reaction mechanism for the methylation of toluene with methanol over HZSM-5.The results indicated that toluene could be methylated at its para,meta,ort... Periodic density functional theory was applied to investigate the reaction mechanism for the methylation of toluene with methanol over HZSM-5.The results indicated that toluene could be methylated at its para,meta,ortho and geminal positions via a concerted or stepwise pathway.For the concerted pathway,the calculated free energy barriers for the para,meta,ortho and geminal methylation reactions were 167,138,139 and 183 kJ/mol,respectively.For the stepwise pathway,the dehydration of methanol was found to be the rate-determining step with a free energy barrier of145 kj/mol,whereas the free energy barriers for the methylation of toluene at its para,meta,ortho and geminal positions were 127,105,106 and 114 kj/mol,respectively.Both pathways led to the formation of C8H11^+ species as important intermediates,which could back-donate a proton to the zeolite framework via a reorientation process or form gaseous products through demethylation.Methane was formed via an intramolecular hydrogen transfer reaction from a ring carbon of the C8H11^+ species to the carbon of the methyl group,with calculated energy barriers of 136,132 and134 kj/mol for the para,meta and ortho C8H11^+ species,respectively.The calculated free energy barriers for the formation of para-,meta- and ortho-xylene indicated that the formation of the para-xylene had the highest energy barrier for both pathways. 展开更多
关键词 TOLUENE METHANOL PARA-XYLENE METHYLATION Density functional theory Hydrocarbon pool mechanism
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