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Using Genetic Algorithm to Optimize Parameters of Support Vector Machine and Its Application in Material Fatigue Life Prediction 遗传算法优化支持向量机参数及其在材料疲劳寿命预测中的应用
Pub Date : 2015-03-26 DOI: 10.3968/6404
Lanlan Zhang, Juyang Lei, Qilin Zhou, Yudong Wang
Support vector machine is a new kind of learning method based on solid theoretical foundation, but this method has the characteristic of sensitivity to parameter. According to this characteristic, this paper use genetic algorithm to optimize the parameters of SVM and cross validation is introduced to reduce the dependence of the parameters on the training samples. Through the analysis of fatigue data for the relevant literature, take the parameters of the best generalization ability as the final parameters and apply the obtained model (GA-SVR) in material fatigue life prediction. Compared with the conventional SVR model and PSO-SVR model, the mean square error and the square of correlation coefficient are used to verify the reliability and accuracy of the three models. The results show that, the GA-SVR model can predict the fatigue life of materials with high accuracy.
支持向量机是一种基于坚实理论基础的新型学习方法,但该方法具有对参数敏感的特点。针对这一特点,本文采用遗传算法对支持向量机的参数进行优化,并引入交叉验证来降低参数对训练样本的依赖性。通过对相关文献疲劳数据的分析,以最佳泛化能力的参数作为最终参数,将所得模型(GA-SVR)应用于材料疲劳寿命预测。通过与传统SVR模型和PSO-SVR模型的比较,利用均方误差和相关系数平方验证了三种模型的可靠性和准确性。结果表明,GA-SVR模型能较准确地预测材料的疲劳寿命。
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引用次数: 15
The Real Numbers System and Why a Negative Number Times a Negative Number Equals a Positive Number 实数系统和为什么负数乘以负数等于正数
Pub Date : 2015-03-26 DOI: 10.3968/6595
B. Beecher
The original purpose of this paper was to provide answers to the question: “Why is a negative number time a negative number equal a positive number”. This concept is one of the most mysterious topics taught in any mathematics classroom. Yet this fundamental mathematical idea is listed in most algebra text books as a rule without any justification for the validity of the rule. While researching this issue it became clear that the decimal place value system, and in particular the real value number system was just as mysterious. Hence the decision was taken to broaden the scope of the paper to include some of the issues associated with the real number system; and to outline some of the topics a mathematics student should be acquainted with.
本文的最初目的是为“为什么负数乘以负数等于正数”这个问题提供答案。这个概念是任何数学课堂上教授的最神秘的话题之一。然而,在大多数代数教科书中,这个基本的数学概念被列为一条规则,而没有任何证明该规则有效性的理由。在研究这个问题的过程中,很明显,小数位数系统,特别是实数系统同样神秘。因此,决定扩大文件的范围,包括与实数系统有关的一些问题;并概述了一些数学学生应该熟悉的主题。
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引用次数: 0
Biological Characteristics of Eggshell and Its Bionic Application 蛋壳的生物学特性及其仿生应用
Pub Date : 2015-03-26 DOI: 10.3968/6364
Jian Zhang, Minglu Wang, Weibo Wang, Fei Yan
This paper discusses macro-geometrical, micro-geometrical and biomechanical features of eggshell, and proposes its inspiration for bionic design of submersible pressure hull. The results show that eggshell has excellent bionic performance on the weight-strength ratio, the span-thickness ratio, the aesthetic characteristics, the distribution of material and so on. The  pressure endurance of  the eggshell under uniform pressure is quite remarkable. Bionic design based on eggshell structure can effectively coordinate variable features of deep-sea pressure hull such as strength, stability, reserve buoyancy, streamline shape, space utilization in the crust and occupant comfort.
本文讨论了蛋壳的宏观几何、微观几何和生物力学特征,并提出了其对潜水耐压壳仿生设计的启示。结果表明,蛋壳在重量强度比、跨厚比、美学特性、材料分布等方面具有优异的仿生性能。蛋壳在均匀压力下的耐压性是相当显著的。基于蛋壳结构的仿生设计可以有效地协调深海耐压船体的强度、稳定性、储备浮力、流线形状、外壳内空间利用和乘员舒适度等可变特性。
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引用次数: 8
Overviews of Investigation on Submersible Pressure Hulls 潜水耐压船体研究综述
Pub Date : 2014-12-26 DOI: 10.3968/6129
Jian Zhang, Z. Xinlong, Weibo Wang, Wenxian Tang
With the exploration of natural resources and the research on oceanography in the deep sea obtained more and more attention, in the recent years, the pressure hull of the submersibles has been widely studied and used in many states. In order to the continuing design and assessment on it effectively, the paper summarizes the design method, the structural feature and the material selection of this object.
随着对深海自然资源的勘探和海洋学的研究越来越受到重视,近年来,潜水器的耐压壳体在许多国家得到了广泛的研究和应用。为了对其进行有效的后续设计和评价,本文总结了该项目的设计方法、结构特点和材料选择。
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引用次数: 15
Protection of High Voltage Transmission Lines of Canada from the Ice by High-Frequency Electromagnetic Waves 高频电磁波对加拿大高压输电线路的冰害保护
Pub Date : 2014-12-26 DOI: 10.3968/J.ANS.1715787020120504.1854
K. William
The way of heating the air electricity transmission line by spreading it on a running high-frequency electromagnetic waves, which is to protect the electric power system from ice storm. At the heart of the heating are two physical phenomena: the skin effect and the transformation of radiated energy into heat. Calculated impedance wire line for optimal matching of the generator to the line. The results of the experiment and block diagram of an industrial plant. Key words: Power line; Ice; Electromagnetic waves; Skin effect; Thermal heating; Input impedance; Industrial plants
通过在运行中的高频电磁波上传播对空气输电线路进行加热,以保护电力系统免受冰暴的影响。加热的核心是两种物理现象:集肤效应和辐射能转化为热。计算导线阻抗,使发电机与导线最佳匹配。实验结果及工业装置框图。关键词:电力线;冰;电磁波;皮肤效果;热加热;输入阻抗;工厂
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引用次数: 2
Climate Change and Global Warming Is Produced by Human Endosymbiotic Archaeal Overgrowth and Methanogenesis 气候变化和全球变暖是由人类内共生古生菌过度生长和产甲烷引起的
Pub Date : 2014-12-26 DOI: 10.3968/6030
R. Kurup, P. A. Kurup
ntroduction: The previous reports from this laboratory have demonstrated the existence and growth of endosymbiotic actinidic archaea in human population which has been related to disease states like schizophrenia, autism, metabolic syndrome, cancer, autoimmune disease and degenerations. The overgrowth of endosymbiotic actinidic archaea results in neanderthalisation of humans. The overgrowth of endosymbiotic archaea results from the growth of homo sapien civilization. The homo sapien civilization results in industrialization and production of carbon dioxide, a greenhouse gas. The homo sapien civilization also results in widespread use of electronic devices like mobile phones and internet producing interconnectivity and a globalised world. The resultant low level EMF pollution also results in endosymbiotic archaeal growth. Carbon dioxide is a major greenhouse gas whose effects are long term but moderate. The archaea are methanogenic organisms. Methanogenesis results from the production of methane from carbon dioxide and hydrogen. Methanogenesis can also occur from formate and acetate. Acetate is the end product of carbohydrate, protein and lipid catabolism in humans. The human nutritional sources get metabolically converted to acetate and acetyl CoA which can enter the citric acid cycle and mitochondrial oxidative phosphorylation. The presence of endosymbiotic actinidic archaea results in conversion of acetate to formate and methane. It also results in conversion of the ubiquitous carbon dioxide and hydrogen to methane. Thus the human body due to endosymbiosis by archaea becomes the principal source of methanogenesis. Methane is an important greenhouse gas. The effect of methane is short term as compared to carbon dioxide. Methane being a larger molecule can produce absorption of long range radiation and its global warming potential is 29 times that of carbon dioxide. Thus the principal culprit for global warming and eventual catastrophic extinction of human society is methane produced by human endosymbiotic archaea. The archaeal overgrowth due to global warming can affect ocean beds and lakes. This results in warming of the ocean and instability of methane hydrates in the ocean bed releasing methane. The arctic permafrost decays releasing organic carbon which can be a source of methanogenesis by archaea. The study was conducted to evaluate the growth of actinidic archaea in humans. Materials and Methods: Cytochrome F420 levels were studied in the homo sapien population as well as human populations exhibiting the Neanderthal phenotype. Fifteen cases each of the above mentioned groups were chosen for the study. The blood samples were drawn in the fasting state. Cytochrome F420 was estimated flourimetrically (excitation wavelength 420 nm and emission wavelength 520 nm). The permission from the Ethics Committee of the Institute was obtained for this study. Results: The study showed that there was increased cytochrome F420 levels in the population with
本实验室前期报道证实了在人群中存在和生长的内共生放线菌,它与精神分裂症、自闭症、代谢综合征、癌症、自身免疫性疾病和退行性疾病等疾病状态有关。内共生的放线菌的过度生长导致了人类的尼安德特化。内共生古生菌的过度生长源于智人文明的生长。智人文明导致了工业化和温室气体二氧化碳的产生。智人文明也导致了手机和互联网等电子设备的广泛使用,产生了互联互通和全球化的世界。由此产生的低水平电磁场污染也会导致内生古细菌的生长。二氧化碳是一种主要的温室气体,其影响是长期的,但是适度的。古细菌是产甲烷生物。产甲烷是由二氧化碳和氢气产生甲烷的结果。甲酸盐和醋酸盐也可产生甲烷。醋酸盐是人体碳水化合物、蛋白质和脂质分解代谢的最终产物。人体营养源代谢转化为醋酸和乙酰辅酶a,进入柠檬酸循环和线粒体氧化磷酸化。内共生的放线菌的存在导致乙酸转化为甲酸和甲烷。它还导致无处不在的二氧化碳和氢气转化为甲烷。因此,由于与古细菌的内共生,人体成为甲烷生成的主要来源。甲烷是一种重要的温室气体。与二氧化碳相比,甲烷的影响是短期的。甲烷分子较大,可以吸收远距离辐射,其全球变暖潜能值是二氧化碳的29倍。因此,全球变暖和人类社会最终灾难性灭绝的罪魁祸首是人类内共生古生菌产生的甲烷。全球变暖导致的古细菌过度生长会影响海床和湖泊。这导致海洋变暖,海底甲烷水合物不稳定,释放出甲烷。北极永久冻土层腐烂释放出有机碳,有机碳可以成为古细菌产甲烷的来源。这项研究是为了评估放线菌在人体内的生长情况。材料和方法:细胞色素F420水平在智人人群以及表现出尼安德特人表型的人群中进行了研究。上述各组各选取15例进行研究。血样是在禁食状态下抽取的。荧光法测定细胞色素F420(激发波长420 nm,发射波长520 nm)。本研究已获得研究所伦理委员会的许可。结果:研究表明,血液中具有尼安德特人表型的人群中细胞色素F420水平升高。这表明古生菌内共生体在尼安德特人表型中的生长。正常智人群体细胞色素F420水平升高,但升高幅度较小。血样是在禁食状态下抽取的。讨论:因此,温室气体(主要是甲烷)的增加仅来自人类,这是由于二氧化碳的工业生产过剩和电磁场污染引发的全球变暖导致的内共生古生菌的增长。智人的工业化是一个小的触发因素,但很快就被人类体内共生的古细菌的生长所取代和支配。古生菌的过度生长和智人的尼安德特化将体细胞转化为干细胞,导致新安德特人患上癌症、自身免疫性疾病、退化和自闭症/精神分裂症。干细胞的Warburg表型也会产生代谢综合征。新安德特人变得容易患上文明疾病。尼安德特人干细胞表型由于地高辛诱导的RNA编辑而具有逆转录病毒抗性,由于镁缺乏而具有逆转录酶抑制,由于胆固醇消耗而发生膜筏变化。尼安德特人的人类干细胞作为其他物种病毒和细菌的储存库,导致物种感染屏障的破坏。古细菌共生体可以分泌类似病毒的RNA和DNA颗粒,这些颗粒可以与基因组中表达的病毒残余物以及部分人类基因组本身重组,产生新的病毒和细菌。尼安德特人的干细胞对感染有抵抗力,这种感染破坏了敏感的智人表型,使他们灭绝。因此,古细菌共生、全球变暖、新病毒的产生、病毒感染的大流行、智人灭绝和尼安德特人的统治成为了规则。尼安德特人的王国开始了。 古细菌在海底的过度生长和海洋变暖导致海底甲烷水合物的不稳定,释放出甲烷。这就造成了全球性的灾难。它导致了海洋地震、大陆移动、海啸和洪水,最终导致两个物种的人类灭绝。结论:人体因与古菌的内共生而成为甲烷生成的主要来源。甲烷是一种重要的温室气体。与二氧化碳相比,甲烷的影响是短期的。甲烷分子较大,可以吸收远距离辐射,其全球变暖潜能值是二氧化碳的29倍。因此,全球变暖和人类社会最终灾难性灭绝的罪魁祸首是人类内共生古生菌产生的甲烷。
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引用次数: 1
Spurious Relationship of Long Memory Sequences in Presence of Trends Breaks 趋势断裂下长记忆序列的伪相关
Pub Date : 2014-12-26 DOI: 10.3968/6210
Danshi Zhang, Hao Jin, Danshi Zhang, Wenhua Cao
This article extends the theoretical analysis of spurious relationship and considers the situation where the deterministic components of the processes generating the individual series are long memory sequences with structural changes. Show it by using the ordinary least squares estimator, the t-statistics become divergent and pseudo correlation. However, two long memory time series having change points can produce spurious regression. In the presence of structural change points, confirm the rate of t-statistic tends to infinity increased with the increase in sample size. Numerical simulation results show that when structural changes are a feature of the data, the presence of spurious relationship is unambiguous. And the spurious regression not only depends on long memory indexes, but also for trend of model is also very sensitive.
本文扩展了虚假关系的理论分析,并考虑了产生单个序列的过程的确定性成分是具有结构变化的长记忆序列的情况。用普通最小二乘估计表明,t统计量出现发散和伪相关。但是,两个具有变化点的长记忆时间序列会产生伪回归。在结构变化点存在的情况下,证实t统计量趋于无穷大的比率随着样本量的增加而增加。数值模拟结果表明,当结构变化是数据的一个特征时,虚假关系的存在是明确的。伪回归不仅依赖于长记忆指标,而且对模型的走势也非常敏感。
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引用次数: 0
The Dynamic and Collision Features of Microscopic Particles Described by the Nonlinear Schrödinger Equation in the Nonlinear Quantum Systems 非线性量子系统中用非线性Schrödinger方程描述的微观粒子的动力学和碰撞特征
Pub Date : 2014-12-26 DOI: 10.3968/J.ANS.1715787020120504.1977
X. Pang
The dynamic and collision features of microscopic particles described by nonlinear Schrodinger equation are investigated deeply using the analytic and the Runge-Kutta method of numerical simulation. The results show that the microscopic particles have a wave-corpuscle duality and are stable in propagation. When the two microscopic particles are collided, they can go through each other and retain their form after their collision of head-on from opposite directions, This feature is the same with that of the classical particles. However, a wave peak of large amplitude, which is a result of complicated superposition of two solitary waves, occurs in the colliding process. This displays the wave feature of microscopic particles. Therefore, the collision process shows clearly that the solutions of the nonlinear Schrodinger equation have a both corpuscle and wave feature, then the microscopic particles represented by the solutions have a wave-corpuscle duality. Obviously, this is due to the nonlinear interaction b||2. Thus we can determine the nonlinear Schrodinger equation can describe correctly the natures and properties of microscopic particles in quantum systems. Key words: Microscopic particle Schrodinger equation; Wave-corpuscle duality; Nonlinear interaction; Collision; Propagation; Quantum mechanics
采用解析法和龙格-库塔数值模拟方法,深入研究了非线性薛定谔方程所描述的微观粒子的动力学和碰撞特性。结果表明,微观颗粒具有波粒二象性,传播稳定。当两个微观粒子相互碰撞时,它们可以从相反的方向正面碰撞并保持它们的形状,这一特征与经典粒子相同。然而,在碰撞过程中会产生一个大振幅的波峰,这是两个孤立波复杂叠加的结果。这显示了微观粒子的波动特征。因此,碰撞过程清楚地表明,非线性薛定谔方程的解具有粒子和波的双重特征,则解所表示的微观粒子具有波-粒子二象性。显然,这是由于非线性相互作用b b||2。由此可以确定非线性薛定谔方程可以正确地描述量子系统中微观粒子的性质。关键词:微观粒子薛定谔方程;波粒二象性;非线性相互作用;碰撞;传播;量子力学
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引用次数: 0
Charnockite Massifs: Key to Tectonic Evolution of the Eastern Ghats Belt, India, and Its Columbia Connection Charnockite地块:印度东高止山脉构造演化的关键及其与哥伦比亚的联系
Pub Date : 2014-12-26 DOI: 10.3968/4571
S. Bhattacharya, M. Basei, R. Kar
The Eastern Ghats Granulite Belt, India, with two major lithological associations: charnockites and meta sedimentary granulites, is characterized by polyphase deformation and complex, possibly multiple granulite events. Barring the cratonic margins in the north and west, two distinct crustal domains have been identified: the Eastern Ghats Province (EGP) and Ongole domain, separated by the Godavari graben. These domains also have distinct geochronological record of granulite event: in the EGP the first granulite event has been recorded as between 1.2 and 0.9 Ga; while in the Ongole domain the granulite event is recorded as 1.6 - 1.7 Ga. However, charnockite-massifs in both the domains, interpreted as product of deep crustal anatexis under granulite facies conditions, could provide a link in tectonic evolution of the EGB as a whole. LA-ICP-MS analysis of zircon spot ages of two charnockite massifs reveals vestiges of the1.6 Ga charnockite magmatism in the EGP as identical to that in the Ongole domain. Another charnockite massif in the EGP records concordant zircon spot age of 940 Ma, but single spot age of 990 Ma could indicate a prolonged UHT event. Thus magmatic charnockites of intracrustal melting origin could represent two granulite events, at ca. 1.6 and 1.0 Ga in the Eastern Ghats Belt. Also, accretionary orogenic processes of the Supercontinent Columbia might have encompassed the Eastern Ghats Belt with Australia, Antarctica and Laurentia.
印度东高止特麻粒岩带具有多期变形和复杂(可能是多次)麻粒岩事件的特征,主要有砂粒岩和变沉积麻粒岩两大岩性组合。除北部和西部的克拉通边缘外,确定了两个截然不同的地壳域:由戈达瓦里地堑分隔的东高止省(EGP)和Ongole域。这些区域也有明显的麻粒岩事件年代学记录:EGP第一次麻粒岩事件记录在1.2 - 0.9 Ga之间;而在Ongole域,麻粒岩事件记录为1.6 ~ 1.7 Ga。然而,这两个区域的绿绿岩块被解释为麻粒岩相条件下深部地壳熔合的产物,可以为整个鄂西盆地的构造演化提供一个环节。LA-ICP-MS分析了两个沙砾岩地块的锆石斑年龄,发现EGP的1.6 Ga沙砾岩岩浆活动痕迹与Ongole域相同。EGP中另一块绿绿岩地块记录了940 Ma的锆石斑点年龄,但990 Ma的单一斑点年龄可能表明长时间的UHT事件。因此,地壳内熔融成因的岩浆绿粒岩可能代表了东高止带约1.6 Ga和1.0 Ga的两次麻粒岩事件。此外,哥伦比亚超大陆的增生造山过程可能包括了澳大利亚、南极洲和劳伦西亚的东高止山脉。
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引用次数: 4
Analysis on Influencing Factors on the Fluctuation of Commercial Housing Prices Based on ECM Model: Taking Changsha as an Example 基于ECM模型的商品房价格波动影响因素分析——以长沙市为例
Pub Date : 2014-12-26 DOI: 10.3968/6167
Liping Chen
Based on the data from Changsha real estate market, this study builds a long-term equilibrium model and a short-term error correction model on the fluctuation of Changsha commercial housing prices. It shows that, GDP, urbanization rate, per capita saving and completed area of housing are the main factors on the fluctuation of Changsha commercial housing prices in the long term, while the influence from the factors of total housing investment, sold area of housing and per capita living area are limited. In short term, the fluctuation of Changsha housing prices has no ability of self-revising, and a real estate bubble is building in the whole market.
本文以长沙市房地产市场数据为基础,构建了长沙市商品住宅价格波动的长期均衡模型和短期误差修正模型。研究表明,长期来看,GDP、城镇化率、人均储蓄和住房竣工面积是影响长沙市商品住宅价格波动的主要因素,而住房投资总额、住房销售面积和人均居住面积等因素的影响有限。从短期来看,长沙房价波动没有自我修正的能力,整个市场正在形成房地产泡沫。
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引用次数: 0
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