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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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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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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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Application of Maximum Entropy Distribution to the Statistical Properties of Wave Groups 被引量:2
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作者 于定勇 李晶 刘华兴 《China Ocean Engineering》 SCIE EI 2007年第3期461-470,共10页
The new distributions of the statistics of wave groups based on the maximum entropy principle are presented. The maximum entropy distributions appear to be superior to conventional distributions when applied to a limi... The new distributions of the statistics of wave groups based on the maximum entropy principle are presented. The maximum entropy distributions appear to be superior to conventional distributions when applied to a limited amount of information. Its applications to the wave group properties show the effectiveness of the maximum entropy distribution. FFF filtering method is employed to obtain the wave envelope fast and efficiently. Comparisons of both the maximum entropy distribution and the distribution of Longuet-Higgins (1984) with the laboratory wind-wave data show that the former gives a better fit. 展开更多
关键词 maximum entropy distribution high run length wave group length probability density function wave envelope
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ON THE GENERALIZATION OF MAXIMUM MODULUS PRINCIPLE
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作者 程吉树 《青海民族大学学报(教育科学版)》 1991年第1期62-65,共4页
We give the sufficient conditions of Retaining Region Theorem and Maximum Modulus principle, The results of this paper are generatizations of rele rant results in [1,2].
关键词 Open continuous function REGION Retaining REGION THEOREM maximum Modutus principle.
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电解铝车间通廊处轨道提升机组的设计与研究
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作者 卢延峰 《有色设备》 2025年第1期63-68,共6页
本研究针对电解铝车间通廊处设置的轨道提升机组,在非集中大修时多功能天车在其上通行,而在集中大修时需将其提升一定的高度2种特定状态,进行了结构设计与优化分析。考虑到天车每侧端梁处的4个轮子轮距不等、载荷不对称的特点,本文运用... 本研究针对电解铝车间通廊处设置的轨道提升机组,在非集中大修时多功能天车在其上通行,而在集中大修时需将其提升一定的高度2种特定状态,进行了结构设计与优化分析。考虑到天车每侧端梁处的4个轮子轮距不等、载荷不对称的特点,本文运用函数解析法的最大值原理,确定了机组承受最大弯矩的位置及相应的计算公式,为设计中最危险截面的识别提供了理论依据。进一步结合挠曲梁受力分析与二阶非线性微分方程的极小值求解,推导出2个动滑轮的最佳安装位置,即当l/L=0.551时,在自重载荷作用下,采用相同材料和惯性矩的梁其变形量达到最小,有效减少了弯曲疲劳破坏。本研究提出的计算公式和设计方法对类似机构的设计计算具有参考价值。 展开更多
关键词 轨道提升机组 最大弯矩 函数解析法 挠曲梁受力分析 最佳安装位置
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基于特征预选择策略的改进SOK-KECA故障特征提取方法
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作者 张伟 刘陆涛 《现代导航》 2025年第5期374-379,共6页
在航空电子设备故障诊断中,故障特征提取至关重要。针对高特征维数下,基于自适应核函数优化学习的核熵元分析核子空间特征提取算法(SOK-KECA)复杂性较高问题,基于故障特征间一维模糊度概念,依次采用改进的最小冗余最大相关准则和SOK-KEC... 在航空电子设备故障诊断中,故障特征提取至关重要。针对高特征维数下,基于自适应核函数优化学习的核熵元分析核子空间特征提取算法(SOK-KECA)复杂性较高问题,基于故障特征间一维模糊度概念,依次采用改进的最小冗余最大相关准则和SOK-KECA算法,进一步提出了一种特征粗选择与特征精提取相结合的两阶段特征提取方法。实验结果表明所提方法确实可以提取到更具辨识力的特征,并且所得特征具有显著的角度结构;此外,所提方法对噪声还具有一定的抑制能力。 展开更多
关键词 核熵元分析 最小冗余最大相关 自适应核函数 特征提取 故障识别
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基于坐标注意力和软化非极大值抑制的密集安全帽检测
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作者 尹向雷 苏妮 +1 位作者 解永芳 屈少鹏 《现代电子技术》 北大核心 2025年第2期153-161,共9页
为解决现有的安全帽检测算法对密集小目标的检测精度低的问题,提出一种基于坐标注意力和软化非极大值抑制的安全帽检测算法。引入坐标注意力机制,聚焦训练安全帽相关目标特征以提高准确率。采用软化非极大值抑制算法对候选框的置信度进... 为解决现有的安全帽检测算法对密集小目标的检测精度低的问题,提出一种基于坐标注意力和软化非极大值抑制的安全帽检测算法。引入坐标注意力机制,聚焦训练安全帽相关目标特征以提高准确率。采用软化非极大值抑制算法对候选框的置信度进行优化,提升模型对密集小目标的检测精度。通过WIoU优化边界框损失函数,使得模型聚焦于困难样例而减少简单示例对损失值的贡献,提升模型的泛化性能。实验结果表明:与基准模型YOLOv5s相比,所提算法的mAP@0.5达到88.4%,提升了3.0%;mAP@0.5:0.95达到65.6%,提升了6.8%;在召回率和准确率上分别提升了2.4%和0.5%。所提算法为密集小目标的检测提供了一定参考。 展开更多
关键词 安全帽检测 坐标注意力机制 软化非极大值抑制 YOLOv5s WIoU 边界框损失函数
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