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Statistical Classification Using the Maximum Function 被引量:1
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作者 T. Pham-Gia Nguyen D. Nhat Nguyen V. Phong 《Open Journal of Statistics》 2015年第7期665-679,共15页
The maximum of k numerical functions defined on , , by , ??is used here in Statistical classification. Previously, it has been used in Statistical Discrimination [1] and in Clustering [2]. We present first some theore... The maximum of k numerical functions defined on , , by , ??is used here in Statistical classification. Previously, it has been used in Statistical Discrimination [1] and in Clustering [2]. We present first some theoretical results on this function, and then its application in classification using a computer program we have developed. This approach leads to clear decisions, even in cases where the extension to several classes of Fisher’s linear discriminant function fails to be effective. 展开更多
关键词 maximum DISCRIMINANT function Pattern Classification NORMAL Distribution BAYES Error L1-Norm Linear QUADRATIC Space CURVES
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A New Maximum Entropy Probability Function for the Surface Elevation of Nonlinear Sea Waves 被引量:22
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作者 张立振 徐德伦 《China Ocean Engineering》 SCIE EI 2005年第4期637-646,共10页
Based on the maximum entropy principle a new probability density function (PDF) f(x) for the surface elevation of nonlinear sea waves, X, is derived through performing a coordinate transform of X and solving a var... Based on the maximum entropy principle a new probability density function (PDF) f(x) for the surface elevation of nonlinear sea waves, X, is derived through performing a coordinate transform of X and solving a variation problem subject to three constraint conditions of f( x ). Compared with the maximum entropy PDFs presented previously, the new PDF has the following merits: (1) it has four parameters to be determined and hence can give more refined fit to observed data and has wider suitability for nonlinear waves in different conditions; (2) these parameters are expressed in terms of distribution moments of X in a relatively simple form and hence are easy to be determined from observed data; (3) the PDF is free of the restriction of weak nonlinearity and possible to be used for sea waves in complicated conditions, such as those in shallow waters with complicated topography; and (4) the PDF is simple in form and hence convenient for theoretical and practical uses. l.aboratory wind-wave experiments have been conducted to test the competence of the new PDF for the surface elevation of nonlinear waves. The experimental results manifest that the new PDF gives somewhat better fit to the laboratory wind-wave data than the well-known Gram-Charlier PDF and beta PDF. 展开更多
关键词 maximum entropy probability density function (PDF) Gram-Charlier PDF beta PDF
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Scatter factor confidence interval estimate of least square maximum entropy quantile function for small samples 被引量:3
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作者 Wu Fuxian Wen Weidong 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2016年第5期1285-1293,共9页
Classic maximum entropy quantile function method (CMEQFM) based on the probability weighted moments (PWMs) can accurately estimate the quantile function of random variable on small samples, but inaccurately on the... Classic maximum entropy quantile function method (CMEQFM) based on the probability weighted moments (PWMs) can accurately estimate the quantile function of random variable on small samples, but inaccurately on the very small samples. To overcome this weakness, least square maximum entropy quantile function method (LSMEQFM) and that with constraint condition (LSMEQFMCC) are proposed. To improve the confidence level of quantile function estimation, scatter factor method is combined with maximum entropy method to estimate the confidence interval of quantile function. From the comparisons of these methods about two common probability distributions and one engineering application, it is showed that CMEQFM can estimate the quantile function accurately on the small samples but inaccurately on the very small samples (10 samples); LSMEQFM and LSMEQFMCC can be successfully applied to the very small samples; with consideration of the constraint condition on quantile function, LSMEQFMCC is more stable and computationally accurate than LSMEQFM; scatter factor confidence interval estimation method based on LSMEQFM or LSMEQFMCC has good estimation accuracy on the confidence interval of quantile function, and that based on LSMEQFMCC is the most stable and accurate method on the very small samples (10 samples). 展开更多
关键词 Confidence intervals maximum entropy Quantile function RELIABILITY Scatter factor Small samples
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Receiver function estimated by maximum entropy deconvolution 被引量:1
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作者 吴庆举 田小波 +2 位作者 张乃铃 李卫平 曾融生 《Acta Seismologica Sinica(English Edition)》 CSCD 2003年第4期404-412,共9页
Maximum entropy deconvolution is presented to estimate receiver function, with the maximum entropy as the rule to determine auto-correlation and cross-correlation functions. The Toeplitz equation and Levinson algorith... Maximum entropy deconvolution is presented to estimate receiver function, with the maximum entropy as the rule to determine auto-correlation and cross-correlation functions. The Toeplitz equation and Levinson algorithm are used to calculate the iterative formula of error-predicting filter, and receiver function is then estimated. During extrapolation, reflective coefficient is always less than 1, which keeps maximum entropy deconvolution stable. The maximum entropy of the data outside window increases the resolution of receiver function. Both synthetic and real seismograms show that maximum entropy deconvolution is an effective method to measure receiver function in time-domain. 展开更多
关键词 receiver function maximum entropy Toeplitz equation Levinson iterative algorithm
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ε-OPTIMAL SOLUTION FOR CONTINUOUS MINIMAX PROBLEMS WITH MAXIMUM-ENTROPY FUNCTION
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作者 黄震宇 沈祖和 《Numerical Mathematics A Journal of Chinese Universities(English Series)》 SCIE 1998年第1期45-50,共6页
This paper describes and explores a maximum-entropy approach to continuous minimax problem, which is applicable in many fields, such as transportation planning and game theory. It illustrates that the maximum entropy ... This paper describes and explores a maximum-entropy approach to continuous minimax problem, which is applicable in many fields, such as transportation planning and game theory. It illustrates that the maximum entropy approcach has easy framework and proves that every accumulation of {x_k} generated by maximum-entropy programming is -optimal solution of initial continuous minimax problem. The paper also explains BFGS or TR method for it. Two numerical exam.ples for continuous minimax problem are 展开更多
关键词 MINIMAX optimization BFGS TR(trust region method) maximum ENTROPY function.
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Maximum tolerated volume in drinking tests with water and a nutritional beverage for the diagnosis of functional dyspepsia 被引量:3
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作者 Aldo Montao-Loza Max Schmulson +2 位作者 Sergio Zepeda-Gómez Jose Maria Remes-Troche Miguel Angel Valdovinos-Diaz 《World Journal of Gastroenterology》 SCIE CAS CSCD 2005年第20期3122-3126,共5页
AIM: Recently, drinking load tests with water or nutritional beverages have been proposed as diagnostic tools for functional dyspepsia (FD), therefore we sought to reproduce if these tests can discriminate between FD ... AIM: Recently, drinking load tests with water or nutritional beverages have been proposed as diagnostic tools for functional dyspepsia (FD), therefore we sought to reproduce if these tests can discriminate between FD patients and controls in a Mexican population. METHODS: Twenty FD-Rome Ⅱ patients were matched by age and gender with 20 healthy controls. All underwent both drinking tests at a 15 mL/min rate, randomly, 7 d apart. Every 5 min within each test, four symptoms were evaluated (satiety, bloating, nausea and pain) by Likert scales. Maximum tolerated volume (MTV) was defined as the ingested volume when a score of 5 was reached for any symptom or when the test had to be stopped because the patients could not tolerate more volume. Sensitivity and specificity were analyzed. RESULTS: FD patients had higher symptom scores for both tests compared to controls (water: t= 4.1, P= 0.001 <0.01; Nutren(R): t= 5.2, P= 0.001<0.01). The MTV forwater and Nutren(R) were significantly lower in FD (water: 1014±288 vs 1749±275 mL; t = 7.9, P = 0.001<0.01;Nutren(R): 652±168 vs 1278±286 mL; t= 6.7, P = 0.001<0.01). With the volume tolerated by the controls, the percentile 10 was determined as the lower limit fortolerance. Sensitivity and specificity were 0.90, 0.95 for water and 0.95, 0.95 for Nutren(R) tests.CONCLUSION: A drinking test with water or a nutritional beverage can discriminate between FD patients and healthy subjects in Mexico, with high sensitivity and specificity. These tests could be used as objective, noninvasive, and safe diagnostic approaches for FD patients. 展开更多
关键词 功能性消化不良 诊断方法 饮料 酒精 实验研究
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综合心脏康复方案在射血分数保留型心力衰竭患者中的应用
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作者 周莹莹 丰小星 +3 位作者 顾岩 金雪 马梦琪 王小熠 《中国护理管理》 北大核心 2026年第2期297-301,共5页
目的:评价综合心脏康复方案对射血分数保留型心力衰竭患者心肺功能和生活质量的影响,为提高患者康复效果提供借鉴。方法:2023年10月至2024年10月,便利选择吉林省某三级甲等医院心内科收治的142例射血分数保留型心力衰竭患者为研究对象,... 目的:评价综合心脏康复方案对射血分数保留型心力衰竭患者心肺功能和生活质量的影响,为提高患者康复效果提供借鉴。方法:2023年10月至2024年10月,便利选择吉林省某三级甲等医院心内科收治的142例射血分数保留型心力衰竭患者为研究对象,将患者随机分为对照组74例和干预组68例。对照组接受常规心脏康复计划,干预组接受基于吸气肌训练的分阶段渐进式综合心脏康复方案,均进行12周的干预。比较两组患者干预前后吸气肌强度、心肺功能等变化。结果:两组各有65例患者完成研究。干预后,干预组最大吸气压为(57.11±3.31)cmH_(2)O,吸气峰流速度为(3.87±1.14)L/s,高于对照组的(55.08±2.88)cmH_(2)O和(2.91±1.27)L/s(P<0.05);干预组的峰值摄氧量和最大通气量高于对照组,Borg评分低于对照组,差异均具有统计学意义(P<0.05);干预后两组的6分钟步行距离差异无统计学意义(P>0.05)。结论:基于吸气肌训练的综合心脏康复策略增强了射血分数保留型心力衰竭患者的吸气肌力量及耐力,促进了患者心肺功能的改善。 展开更多
关键词 吸气肌训练 心力衰竭 最大吸气压 心肺功能 生活质量
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Treatment of Skeletal CL II Patient with Maximum Lower Incisor Protrusion and Minimum Overjet with Rahhal Functional Appliance
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作者 Ahmad Abdallah Rahhal 《Open Journal of Stomatology》 2018年第12期319-325,共7页
Treatment of skeletal Cl II includes functional orthopedic treatment, head-gears, extraction of the upper premolars and orthognathic surgery. To treat any patient with functional appliances (bite jumping) an adequate ... Treatment of skeletal Cl II includes functional orthopedic treatment, head-gears, extraction of the upper premolars and orthognathic surgery. To treat any patient with functional appliances (bite jumping) an adequate overjet is necessary. In this case an 11 years old female patient has skeletal CLII due to mandibular deficiency with ANB angle 8 degrees, overbite: 3 mm, overjet: 1 mm, extremely convex profile and underdeveloped chin due to the hyper muscle contraction of the lower lip to obtain oral seal. To obtain an adequate overjet lower first premolars were extracted and maximum retraction using mini screws (for maximum anchorage) was applied. Afterwards Rahhal functional appliance was used by the patient 16 hours a day for 6 months and 10 hours a day for another 6 months for retention. After that fixed orthodontic treatment was completed. Lateral cephalometrics were taken, traced and analyzed. In the result Skeletal CLI was obtained (ANB 4 degree), straight facial profile, normal over bite overjet and particular chin development were noticed. As a conclusion, in skeletal CLII malocclusions, lower incisor protrusion will cause a contraindication for functional treatment. Extraction of the lower premolars and retraction of the lower incisors followed by functional orthopedic treatment is an efficient method to treat these cases instead of waiting for orthognathic surgery, also reducing the muscle pressure on the chin will change the development characteristics of it. 展开更多
关键词 Rahhal functional APPLIANCE Lower INCISOR PROTRUSION Minimum Overjet maximum ANCHORAGE CHIN Development
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融合数学物理知识的神经网络算子方法
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作者 刘泳成 黄睿 +6 位作者 俞靓文 胡明 冯文韬 周吉喆 叶庆 黄树东 吕建成 《四川大学学报(自然科学版)》 北大核心 2026年第1期100-110,共11页
本文提出了一种融合能量方法、最大值原理和格林函数思想的神经网络算子架构改进方案,以解决传统深度算子网络求解偏微分方程时物理一致性不足和预测精度有限的问题。该方法在经典的神经网络算子框架中引入新的物理约束:利用能量方法确... 本文提出了一种融合能量方法、最大值原理和格林函数思想的神经网络算子架构改进方案,以解决传统深度算子网络求解偏微分方程时物理一致性不足和预测精度有限的问题。该方法在经典的神经网络算子框架中引入新的物理约束:利用能量方法确保解的能量演化符合物理规律,应用最大值原理避免数值解出现不符物理规律的极值,结合格林函数相关思想引导学习底层算子的响应特性。其中,能量方法与最大值原理以损失函数的形式加入传统深度算子网络作为改进,格林函数则将传统深度算子网络中的分支网络替换为傅里叶层。本文以多种典型方程为测试基准,包括一维热传导方程、二维热传导方程、一维Allen-Cahn方程和一维Burgers方程,系统评估了以上改进策略对解的精度和物理可信度的提升。实验结果表明,融合数学物理知识的神经网络算子在均方误差和L2相对误差等指标上相比原始模型有所降低。以L2相对误差为例,在一维热传导方程上最大可降低30.5%,在一维Burgers方程上可降低12.79%,在一维Allen-Cahn方程上可降低6.28%,在二维热传导方程上最大可降低57.47%。对于均方误差,在一维热传导方程上最大可降低47.06%,在一维Burgers方程上可降低20.58%,在一维Allen-Cahn方程上可降低15.78%,在二维热传导方程上最大可降低81.95%。其中,格林函数方法对精度提升最显著,能量方法在能量守恒类方程中表现突出,最大值原理则有效抑制非物理极值。同时所得解严格遵循能量守恒或能量耗散规律以及最大值边界,物理一致性明显改善。 展开更多
关键词 深度算子网络 物理约束 能量方法 最大值原理 格林函数
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WAN环境和小规模数值场景下的安全多方最大值算子优化方法
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作者 姜子丰 韩伟力 《计算机应用与软件》 北大核心 2026年第2期255-260,292,共7页
最大值计算是被广泛应用于各种统计学场景的运算,在当前互联网技术与数据科学高速发展的信息时代,互联网上存在并每时每刻都在产生海量的数据,这些数据受到法律法规的保护,因而需要引入安全多方计算技术对这些数据加以利用,而安全多方... 最大值计算是被广泛应用于各种统计学场景的运算,在当前互联网技术与数据科学高速发展的信息时代,互联网上存在并每时每刻都在产生海量的数据,这些数据受到法律法规的保护,因而需要引入安全多方计算技术对这些数据加以利用,而安全多方计算中的最大值算子效率较低。针对该问题,设计并实现WAN环境和小规模数值场景下的安全多方最大值算子优化算法,这两种算法显著提升安全多方最大值算子的效率,WAN环境下提升约30%~46%,小规模数值场景下提升约10%~50%。 展开更多
关键词 安全多方计算 最大值函数 安全多方学习 数据安全
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基于YOLOv11为底层架构的零部件检测算法研究
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作者 林德智 朱勇衡 《中阿科技论坛(中英文)》 2026年第2期71-75,共5页
近年来,深度学习技术持续突破,基于卷积神经网络与Transformer架构的目标检测模型在零部件检测领域应用日益广泛。然而,工业场景下的零部件常呈现尺度小、外观相似度高、排列密集、易遮挡、反光干扰强等特点,传统目标检测方法难以满足... 近年来,深度学习技术持续突破,基于卷积神经网络与Transformer架构的目标检测模型在零部件检测领域应用日益广泛。然而,工业场景下的零部件常呈现尺度小、外观相似度高、排列密集、易遮挡、反光干扰强等特点,传统目标检测方法难以满足现实生产对高精度、高鲁棒性的核心需求。针对外观形状相似、颜色相近、反光、倒影及重影等复杂环境下的金属零部件检测难题,文章以YOLOv11为底层架构,通过改进交并比损失函数计算方式与设计新型非极大值抑制机制,在保证识别准确率的同时有效提升召回率。此外,本研究构建并标注了包含5类常见金属零部件的MPset数据集(共2000张图像),用于模型训练与验证。实验结果表明,改进后的YOLOv11模型平均精度均值达93.7%。 展开更多
关键词 YOLOv11 小目标检测 金属零部件 损失函数 非极大值抑制
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电力电子设备并网系统解析传递函数改进建模及其功率传输极限影响因素研究
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作者 尹睿 孙华东 +4 位作者 王姗姗 吴广禄 徐式蕴 赵兵 王铁柱 《中国电机工程学报》 北大核心 2026年第3期1178-1190,I0026,共14页
电力电子设备并网系统稳定性分析存在建模复杂、各环节间交互作用机理不清晰,主电路与控制环节对系统稳定极限贡献度不明等问题。对此,文中揭示传递函数模型稳定裕度辨识误差的产生机理,提出基于电压校正系数的改进传递函数模型,解决并... 电力电子设备并网系统稳定性分析存在建模复杂、各环节间交互作用机理不清晰,主电路与控制环节对系统稳定极限贡献度不明等问题。对此,文中揭示传递函数模型稳定裕度辨识误差的产生机理,提出基于电压校正系数的改进传递函数模型,解决并网点电压相对额定值偏差导致其失稳场景误/漏判的问题;明确传统简化传递函数模型在不用电网阻抗场景下的适用范围,揭示电网阻抗、功率水平变化后系统振荡频率漂移现象的产生机理;探明并网设备频域小干扰稳定约束对并网设备功率传输极限的影响边界,得到系统频域小干扰稳定与功率传输极限的辨识方法;基于Matlab的时域仿真验证所提模型及机理分析的正确性。 展开更多
关键词 电压源型换流器 传递函数 小干扰 稳定 最大功率传输极限
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PID Controller Design Based on the Time Domain Information of Robust IMC Controller Using Maximum Sensitivity 被引量:14
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作者 靳其兵 刘切 +2 位作者 王琪 田育奇 王元飞 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2013年第5期529-536,共8页
The IMC(Internal Model Control) controller based on robust tuning can improve the robustness and dynamic performance of the system.In this paper,the robustness degree of the control system is investigated based on Max... The IMC(Internal Model Control) controller based on robust tuning can improve the robustness and dynamic performance of the system.In this paper,the robustness degree of the control system is investigated based on Maximum Sensitivity(Ms) in depth.And the analytical relationship is obtained between the robustness specification and controller parameters,which gives a clear design criterion to robust IMC controller.Moreover,a novel and simple IMC-PID(Proportional-Integral-Derivative) tuning method is proposed by converting the IMC controller to PID form in terms of the time domain rather than the frequency domain adopted in some conventional IMC-based methods.Hence,the presented IMC-PID gives a good performance with a specific robustness degree.The new IMC-PID method is compared with other classical IMC-PID rules,showing the flexibility and feasibility for a wide range of plants. 展开更多
关键词 internal model control-PID ROBUSTNESS parameter tuning maximum sensitivity function
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An Interval Maximum Entropy Method for Quadratic Programming Problem 被引量:3
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作者 RUI Wen-juan CAO De-xin SONG Xie-wu 《Journal of China University of Mining and Technology》 2005年第4期379-383,共5页
With the idea of maximum entropy function and penalty function methods, we transform the quadratic programming problem into an unconstrained differentiable optimization problem, discuss the interval extension of the m... With the idea of maximum entropy function and penalty function methods, we transform the quadratic programming problem into an unconstrained differentiable optimization problem, discuss the interval extension of the maximum entropy function, provide the region deletion test rules and design an interval maximum entropy algorithm for quadratic programming problem. The convergence of the method is proved and numerical results are presented. Both theoretical and numerical results show that the method is reliable and efficient. 展开更多
关键词 quadratic programming interval algorithm penalty function maximum entropy function
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Application of Maximum Entropy Principle to Studying the Distribution of Wave Heights in A Random Wave Field 被引量:6
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作者 周良明 郭佩芳 +1 位作者 王强 杜伊 《海洋工程:英文版》 EI 2004年第1期69-78,共10页
Based on the maximum entropy principle, a probability density function (PDF) is derived for the distribution of wave heights in a random wave field, without any more hypothesis. The present PDF, being a non-Rayleigh f... Based on the maximum entropy principle, a probability density function (PDF) is derived for the distribution of wave heights in a random wave field, without any more hypothesis. The present PDF, being a non-Rayleigh form, involves two parameters: the average wave height H— and the state parameter γ. The role of γ in the distribution of wave heights is examined. It is found that γ may be a certain measure of sea state. A least square method for determining γ from measured data is proposed. In virtue of the method, the values of γ are determined for three sea states from the data measured in the East China Sea. The present PDF is compared with the well known Rayleigh PDF of wave height and it is shown that it much better fits the data than the Rayleigh PDF. It is expected that the present PDF would fit some other wave variables, since its derivation is not restricted only to the wave height. 展开更多
关键词 information entropy wave heights maximum entropy probability density function Rayleigh distribution
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Comparison between methods for predicting maximum solid solubility of transition metals in solvent metal 被引量:1
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作者 周自强 方守狮 冯锋 《中国有色金属学会会刊:英文版》 CSCD 2003年第5期1185-1189,共5页
It is important to know the maximum solid solubility( C max ) of various transition metals in a metal when one designs multi component alloys. There have been several semi empirical approaches to qualitatively predict... It is important to know the maximum solid solubility( C max ) of various transition metals in a metal when one designs multi component alloys. There have been several semi empirical approaches to qualitatively predict the C max , such as Darken Gurry(D G) theorem, Miedema Chelikowsky(M C) theorem, electron concentration rule and the bond parameter rule. However, they are not particularly valid for the prediction of C max . It was developed on the basis of energetics of alloys as a new method to predict C max of different transition metals in metal Ti, which can be described as a semi empirical equation using the atomic parameters, i e, electronegativity difference, atomic diameter and electron concentration. It shows that the present method can be used to explain and deduce D G theorem, M C theorem and electron concentration rule. 展开更多
关键词 最大固溶度 金属溶解 原子大小系数 电子浓度 负电性区分
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Maximum Entropy Estimation of n-Year Extreme Waveheights 被引量:13
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作者 徐德伦 张军 郑桂珍 《海洋工程:英文版》 EI 2004年第2期307-314,共8页
A new method for estimating the n (50 or 100) -year return-period waveheight, namely, the extreme waveheight expected to occur in n years, is presented on the basis of the maximum entropy principle. The main p... A new method for estimating the n (50 or 100) -year return-period waveheight, namely, the extreme waveheight expected to occur in n years, is presented on the basis of the maximum entropy principle. The main points of the method are as follows: (1) based on the Hamiltonian principle, a maximum entropy probability density function for the extreme waveheight H, f(H)=αHγ e -βH4 is derived from a Lagrangian function subject to some necessary and rational constraints; (2) the parameters α, β, and γ in the function are expressed in terms of the mean , variance V= (H-)2 and bias B= (H-)3 ; and (3) with , V and B estimated from observed data, the n -year return-period wave height H n is computed in accordance with the formula 11-F(H n)=n , where F(H n) is defined as F(H n)=∫ H n 0f(H) d H. Examples of estimating the 50 and 100-year return period waveheights by the present method and by some currently used method from observed data acquired from two hydrographic stations are given. A comparison of the estimated results shows that the present method is superior to the others. 展开更多
关键词 maximum entropy n-year return-period waveheights Lagrangian function
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Maximum likelihood spectrum estimation method and its application in seismo-magnet-icrelation
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作者 曾小苹 林云芳 +5 位作者 赵跃辰 赵明 续春荣 于明鑫 汪江田 王居云 《Acta Seismologica Sinica(English Edition)》 CSCD 1996年第3期153-157,共5页
Maximumlikelihoodspectrumestimationmethodanditsapplicationinseismo┐magnet┐icrelationXIAO-PINGZENG1)(曾小苹),YUN... Maximumlikelihoodspectrumestimationmethodanditsapplicationinseismo┐magnet┐icrelationXIAO-PINGZENG1)(曾小苹),YUN-FANGLIN1)(林云芳),... 展开更多
关键词 maximum likelihood spectrum estimation method transfer function.
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Constraint-induced movement therapy promotes brain functional reorganization in stroke patients with hemiplegia 被引量:4
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作者 Wenqing Wang Aihui Wang +5 位作者 Limin Yu Xuesong Han Guiyun Jiang Changshui Weng Hongwei Zhang Zhiqiang Zhou 《Neural Regeneration Research》 SCIE CAS CSCD 2012年第32期2548-2553,共6页
Stroke patients with hemiplegia exhibit flexor spasms in the upper limb and extensor spasms in the lower limb, and their movement patterns vary greatly. Constraint-induced movement therapy is an upper limb rehabilitat... Stroke patients with hemiplegia exhibit flexor spasms in the upper limb and extensor spasms in the lower limb, and their movement patterns vary greatly. Constraint-induced movement therapy is an upper limb rehabilitation technique used in stroke patients with hemiplegia; however, studies of lower extremity rehabilitation are scarce. In this study, stroke patients with lower limb hemiplegia underwent conventional Bobath therapy for 4 weeks as baseline treatment, followed by constraint-induced movement therapy for an additional 4 weeks. The 10-m maximum walking speed and Berg balance scale scores significantly improved following treatment, and lower extremity motor function also improved. The results of functional MRI showed that constraint-induced movement therapy alleviates the reduction in cerebral functional activation in patients, which indicates activation of functional brain regions and a significant increase in cerebral blood perfusJon. These results demonstrate that constraint-induced movement therapy promotes brain functional reorganization in stroke patients with lower limb hemiplegia. 展开更多
关键词 STROKE constraint-induced movement therapy functional MRI lower extremity maximum walking speed Berg balance scale central nervous injury NEUROIMAGING REGENERATION neural regeneration
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基于CKMC-SCKF的三轴分布式电驱动重型车辆状态估计
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作者 耿国庆 庄盛茹 +1 位作者 王波 徐兴 《重庆理工大学学报(自然科学)》 北大核心 2025年第11期12-20,共9页
为更准确地判断多轴分布式电驱动重型车辆在非高斯噪声环境行驶过程中的状态变化,提出一种基于柯西核最大相关熵的均方根容积卡尔曼滤波(CKMC-SCKF)算法。所提算法将柯西核最大相关熵准则作为车辆状态估计优化标准,基于对数相似性整合... 为更准确地判断多轴分布式电驱动重型车辆在非高斯噪声环境行驶过程中的状态变化,提出一种基于柯西核最大相关熵的均方根容积卡尔曼滤波(CKMC-SCKF)算法。所提算法将柯西核最大相关熵准则作为车辆状态估计优化标准,基于对数相似性整合核自适应滤波器,通过固定点迭代来更新目标估计状态、动态调整误差协方差矩阵,从而有效提高状态估计有效数据的占比,以改善滤波器的鲁棒性。构建9自由度三轴分布式电驱动重型车辆动力学模型,基于Trucksim和Matlab建立联合仿真平台,对横摆角速度、质心侧偏角及纵向速度进行估计,并验证了所提出的CKMC-SCKF在不同工况下的准确性和可靠性。结果表明,相较于高斯核最大相关熵均方根容积卡尔曼滤波与传统容积卡尔曼滤波算法,该方法在非高斯噪声环境中具有较高的估计精度。 展开更多
关键词 柯西核函数 最大相关熵 均方根容积卡尔曼滤波 车辆状态估计
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