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A Simple Prediction Formula of Roll Damping of Conventional Cargo Ships on the Basis of Ikeda's Method and Its Limitation 被引量:2
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作者 Yuki Kawahara Kazuya Maekawa Yoshiho Ikeda 《Journal of Shipping and Ocean Engineering》 2012年第4期201-210,共10页
Since the roll damping of ships has significant effects of viscosity, it is difficult to calculate it theoretically. Therefore, experimental results or some prediction methods are used to get the roll damping in desig... Since the roll damping of ships has significant effects of viscosity, it is difficult to calculate it theoretically. Therefore, experimental results or some prediction methods are used to get the roll damping in design stage of ships. Among some prediction methods, Ikeda's one is widely used in many ship motion computer programs. Using the method, the roll damping of various ship hulls with various bilge keels can be calculated to investigate its characteristics. To calculate the roll damping of each ship, detailed data of the ship are needed to input. Therefore, a simpler prediction method is expected in primary design stage. Such a simple method must be useful to validate the results obtained by a computer code to predict it on the basis of Ikeda's method, too. On the basis of the predicted roll damping by Ikeda's method for various ships, a very simple prediction formula of the roll damping of ships is deduced in the present paper. Ship hull forms are systematically changed by changing length, beam, draft, mid-ship sectional coefficient and prismatic coefficient. It is found, however, that this simple formula can not be used for ships that have high position of the center of gravity. A modified method to improve accuracy for such ships is proposed. 展开更多
关键词 Roll damping simple prediction formula wave component eddy component bilge keel component.
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On-treatment predictions of success in peg-interferon/ribavirin treatment using a novel formula
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作者 Hidetsugu Saito Hirotoshi Ebinuma +4 位作者 Keisuke Ojiro Kanji Wakabayashi Mika Inoue Shinichiro Tada Toshifumi Hibi 《World Journal of Gastroenterology》 SCIE CAS CSCD 2010年第1期89-97,共9页
AIM:To predict treatment success using only simple clinical data from peg-interferon plus ribavirin therapy for chronic hepatitis C. METHODS:We analyzed the clinical data of 176 patients with chronic hepatitis and hep... AIM:To predict treatment success using only simple clinical data from peg-interferon plus ribavirin therapy for chronic hepatitis C. METHODS:We analyzed the clinical data of 176 patients with chronic hepatitis and hepatitis C virus genotype 1 who received 48 wk standard therapy, derived a predictive formula to assess a sustained virological response of the individual patient using a logistic regression model and confirmed the validity of this formula.The formula was constructed using data from the first 100 patients enrolled and validated using data from the remaining 76 patients. RESULTS:Sustained virological response was obtained in 83(47.2%)of the patients and we derived formulae to predict sustained virological response at pretreatment and weeks 4,12 and 24.The likelihood of sustained virological response could be predicted effectively bythe formulae at weeks 4,12 and 24(the area under the curve of the receiver operating characteristic:0.821, 0.802,and 0.891,respectively),but not at baseline (0.570).The formula at week 48 was also constructed and validation by test data achieved good prediction with 0.871 of the area under the curve of the receiver operating characteristic.Prediction by this formula was always superior to that by viral kinetics. CONCLUSION:These results suggested that our formula combined with viral kinetics provides a clear direction of therapy for each patient and enables the best tailored treatment. 展开更多
关键词 Logistic regression analysis predictive formula Prolongation of the therapy Response-guided therapy Viral kinetics
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New formula for predicting the plastic buckling pressure of steel torispherical heads under internal pressure
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作者 Sheng YE Keming LI +1 位作者 Jinyang ZHENG Shan SUN 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2024年第8期618-630,共13页
Thin-walled torispherical heads under internal pressure can fail by plastic buckling because of compressive circumferential stresses in the head knuckle.However,existing formulas still have limitations,such as complic... Thin-walled torispherical heads under internal pressure can fail by plastic buckling because of compressive circumferential stresses in the head knuckle.However,existing formulas still have limitations,such as complicated expressions and low accuracy,in determining buckling pressure.In this paper,we propose a new formula for calculating the buckling pressure of torispherical heads based on elastic-plastic analysis and experimental results.First,a finite element(FE)method based on the arc-length method is established to calculate the plastic buckling pressure of torispherical heads,considering the effects of material strain hardening and geometrical nonlinearity.The buckling pressure results calculated by the FE method in this paper have good consistency with those of BOSOR5,which is a program for calculating the elastic-plastic bifurcation buckling pressure based on the finite difference energy method.Second,the effects of geometric parameters,material parameters,and restraint form of head edge on buckling pressure are investigated.Third,a new formula for calculating plastic buckling pressure is developed by fitting the curve of FE results and introducing a reduction factor determined from experimental data.Finally,based on the experimental results,we compare the predictions of the new formula with those of existing formulas.It is shown that the new formula has a higher accuracy than the existing ones. 展开更多
关键词 Torispherical head Plastic buckling Elastic-plastic analysis prediction formula Finite element method
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The Diagnostic Value of H Formula to Predict Mortality in Hospitalized Patients with Infectious Diseases
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作者 Ali Akbar Heydari Khosro Mohammadi +1 位作者 Saied Akhlaghi Arash Arianpoor 《Advances in Infectious Diseases》 2014年第2期97-92,共6页
The ability to identify patients with risk of mortality in the initial stages allows us to introduce a more aggressive treatment in order to improve patients’ survival. In this study, we used systemic inflammatory re... The ability to identify patients with risk of mortality in the initial stages allows us to introduce a more aggressive treatment in order to improve patients’ survival. In this study, we used systemic inflammatory response syndrome (SIRS) criteria, respiratory and heart rate per minute, and consciousness level [(Glasgow coma scale (GCS)] to develop a formula to predict death in patients admitted to the Infectious Diseases ward of Imam Reza hospital. Methods: This descriptive study was a cross sectional study done in the Infectious Diseases ward of Imam Reza hospital, Mashhad University of Medical Sciences, Iran. Alive and dead patients between the dates September 1, 2006 to September 1, 2007 were studied. In this study, data such as past medical history, prescribed drugs and their administration by nursing and medical staff was extracted from patients’ files. Also, the time of death, the first vital signs recorded in the hospital and the formula H = (PR + RR) - GCS (respiratory rate per minute plus heart rate per minute minus Glasgow coma scale (GCS)) was calculated for both alive and dead patients. Data was analyzed by SPSS software. Mann-Whitney test, Roc Curve, and logistic regression model were used for data analysis. Results: The total number of admitted patients was 1007 of whom 90 (10.82%) died. One patient was excluded from the study. Out of 90 dead patients, 51 (56.6%) were male and 39 (43.3%) were female. There was no significant difference between the two groups regarding the gender (P > 0.05). The mean age of the study group (deceased) was 59 ± 21 and the mean age of the control group (alive) was 58 ± 21. The Mann-Whitney test showed that the result of H Formula was significantly different between the two groups, (126 ± 26 for the study group and 111 ± 22 for the control group). The cutoff for H Formula was equal to 112.5. Negative and positive predictive values, specificity and sensitivity were 0.85, 0.35, 0.57, and 0.70 respectively. Logistic regression results show that the H index contents independently affected the mortality of infected patients. Conclusion: With regard to the importance of measuring vital signs in diagnosis and determining the mortality in patients with infectious disease, the H (Heydari) formula can be valuable for evaluation and determination of mortality risk and consequently, early intervention. Patients with severe tachycardia, severe tachypnea and altered mental status that cannot be properly and quickly improved within 2 hours after admission via hydration and other measures are at higher risk of mortality. 展开更多
关键词 MORTALITY prediction INFECTIOUS Disease H formula VITAL Signs
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基于BP神经网络算法的竹材抗菌剂配方优化与性能预测
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作者 朱正坤 张付花 《林产工业》 北大核心 2026年第2期16-22,共7页
基于竹材抗菌剂常用的成分纳米银、壳聚糖、茶多酚,利用BP神经网络建立竹材抗菌剂配方与性能模型,并通过算法优化抗菌剂有效成分配比。经试验验证,BP神经网络算法计算的抗菌剂配方与化学试验法得出的配方一致,模型在训练集、验证集和测... 基于竹材抗菌剂常用的成分纳米银、壳聚糖、茶多酚,利用BP神经网络建立竹材抗菌剂配方与性能模型,并通过算法优化抗菌剂有效成分配比。经试验验证,BP神经网络算法计算的抗菌剂配方与化学试验法得出的配方一致,模型在训练集、验证集和测试集上的均方误差分别为0.012、0.015和0.018,决定系数分别为0.95、0.93和0.92,表明模型具有较好的拟合效果和泛化能力。同时,对比其他常用算法模型,BP神经网络算法模型的迭代次数、训练时间和误差均较小,进一步验证了其先进性。 展开更多
关键词 竹材抗菌剂 配方优化 性能预测 BP神经网络 机器学习
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不同物料比下煤矸石基混凝土力学性能差异性分析
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作者 杨真 郭争利 《陕西煤炭》 2026年第1期56-61,68,共7页
【目的】为减少煤矸石堆积的不利影响,节约自然资源,在混凝土配制中采用人工煤矸石作为细骨料。【方法】考虑混凝土强度等级(C30、C50)和替代率(0%、25%、50%、75%、100%),对煤矸石混凝土的力学性能进行了实验和理论研究。【结果及结论... 【目的】为减少煤矸石堆积的不利影响,节约自然资源,在混凝土配制中采用人工煤矸石作为细骨料。【方法】考虑混凝土强度等级(C30、C50)和替代率(0%、25%、50%、75%、100%),对煤矸石混凝土的力学性能进行了实验和理论研究。【结果及结论】结果表明,煤矸石会削弱水泥砂浆与粗骨料过渡区的黏结性能;无论混凝土等级如何,随着替代率的增加,煤矸石混凝土的弹性模量和轴向抗压强度都有所降低。当替代率为100%时,C30混凝土的弹性模量和轴向抗压强度分别降低3.1%和12.7%,而C50混凝土的弹性模量和轴向抗压强度分别降低6.1%和22.6%。而后,在试验结果的基础上,提出了不同替代率下煤矸石混凝土力学性能的预测公式。 展开更多
关键词 煤矸石 细骨料 力学性能 预测公式
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基于微粒群算法的含水层参数反演与水位预测研究
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作者 孙世勇 张扬 +3 位作者 李坤洋 李连众 缪传兴 冉鑫 《煤炭与化工》 2026年第2期87-92,共6页
矿产开采及地下工程要准确获得含水层水文地质参数才能做好涌水量预测及防治水害工作。基于此,将微粒群优化算法(PSO)用于水文地质参数识别和地下水位预测的工程实践进行研究,并重点介绍了PSO与Theis公式的耦合技术以及影响参数反演精... 矿产开采及地下工程要准确获得含水层水文地质参数才能做好涌水量预测及防治水害工作。基于此,将微粒群优化算法(PSO)用于水文地质参数识别和地下水位预测的工程实践进行研究,并重点介绍了PSO与Theis公式的耦合技术以及影响参数反演精度的因素,利用典型的抽水试验来进行实例分析证明了这种方法的有效性;结合工程实践阐述了该项技术的应用,对矿区疏干排水方案优化、地下水资源评价以及水位动态预测等方面所取得的良好效益,并对该技术在复杂补给条件下、强非均质含水层条件下存在的问题进行了探讨,最后提出了今后需要开展的工作方向,即针对算法参数开展智能调优,建立不同背景下的测试数据库,以及完善多种物理场耦合预测模型,提高该技术对复杂水文地质条件的适应性和预测可靠性。 展开更多
关键词 微粒群优化算法(PSO) 水文地质 水位动态预测 Theis公式 预测模型 工程实践
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基于逆向网络药理学及分子对接探讨人偏肺病毒感染的发病机制及中药组方预测
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作者 宋雨檬 赵克明 +2 位作者 杨闯 张智博 丁莉莉 《实用中医内科杂志》 2026年第1期37-40,I0001-I0008,共12页
目的探究人偏肺病毒感染的发病机制,并基于逆向网络药理学思维对其进行中药组方预测。方法于Genecards数据库和OMIM数据库中获取人偏肺病毒的靶点,将所得靶点导入STRING数据库构建蛋白互作网络,利用Cytoscape 3.9.0软件结合R软件获得关... 目的探究人偏肺病毒感染的发病机制,并基于逆向网络药理学思维对其进行中药组方预测。方法于Genecards数据库和OMIM数据库中获取人偏肺病毒的靶点,将所得靶点导入STRING数据库构建蛋白互作网络,利用Cytoscape 3.9.0软件结合R软件获得关键靶点。根据GO和KEGG富集分析明确其发病机制与通路。根据度值选取核心靶点,通过Uniprot数据库将核心靶点转换后于traditional Chinese medicine SP数据库逆向收集中药成分及中药。使用Cytoscape 3.9.0软件构建关键靶点-有效成分-中药网络关系图。利用STBYL-2.0软件将核心靶点与核心成分进行分子对接验证,最后确定度值较高中药并分析整理其性、味、归经。结果共获取人偏肺病毒靶点209个,根据度值得到26个关键靶点。GO富集分析主要得出1866个条目,KEGG富集分析显示88条信号通路。根据度值选取的8个核心靶点于traditional Chinese medicine SP数据库中共匹配到29种入血成分及298种中药。将8个核心靶点蛋白与度值较高的4种核心成分进行分子对接验证,结果稳定且良好。整理度值≥10的中药共69种,主要为苦参、连翘、余甘子、半枝莲、木蝴蝶、银杏叶等,以寒性药、苦味药居多,其次为温性药、辛味药,并且肝、肺二经居多。结论运用逆向网络药理学思维及分子对接技术对人偏肺病毒进行靶点、通路、成分和中药预测,为临床治疗及研究提供新思路和理论依据。 展开更多
关键词 人偏肺病毒感染 中药组方预测 逆向网络药理学 分子对接
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倾斜不规则工作面开采沉陷预计模型的构建与实现
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作者 赵春苏 陈俊杰 闫伟涛 《河南理工大学学报(自然科学版)》 北大核心 2026年第2期204-212,共9页
目的为提升复杂开采条件下地表移动变形预计精度,准确预测倾斜不规则工作面开采引起的地表移动与变形。方法基于采深变化的单元影响函数,提出倾斜煤层任意开采单元采深计算方法,并构建适用于倾斜不规则工作面的沉陷预计模型。该模型利... 目的为提升复杂开采条件下地表移动变形预计精度,准确预测倾斜不规则工作面开采引起的地表移动与变形。方法基于采深变化的单元影响函数,提出倾斜煤层任意开采单元采深计算方法,并构建适用于倾斜不规则工作面的沉陷预计模型。该模型利用格林公式将沉陷面积分转化为边界线积分,推导了相应的线积分预计公式,并给出数值求解方法。在此基础上,开发了一体化预计程序,实现了从参数输入、积分区间确定到线积分求解的全流程计算,能够输出地表下沉、倾斜、曲率、水平移动和水平变形等预计结果的可视化,评价分析工作面采动损害的等级,并结合实际矿区倾斜工作面开采实例,对所构建的预计模型进行验证与分析。结果结果表明,提出的倾斜不规则工作面开采移动变形预计模型和一体化程序,能够有效解决复杂开采条件下地表沉陷的精确预测计算和采动损害等级划分,预计结果符合开采沉陷基本规律,预计下沉的相对误差小于10%,满足工程预计的精度要求。结论预计模型具有可靠性和实用性,预计精度高,可为倾斜不规则工作面矿山开采优化设计和地表损害精准评估与防护对策制定提供理论依据和技术支撑。 展开更多
关键词 开采沉陷预计 不规则工作面 倾斜煤层 概率积分法 格林公式
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Prediction Method of Seismic Residual Deformation of Caisson Quay Wall in Liquefied Foundation
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作者 王丽艳 刘汉龙 +1 位作者 姜朋明 陈香香 《China Ocean Engineering》 SCIE EI 2011年第1期45-58,共14页
The multi-spring shear mechanism plastic model in this paper is defined in strain space to simulate pore pressure generation and development in sands under cyclic loading and undrained conditions, and the rotation of ... The multi-spring shear mechanism plastic model in this paper is defined in strain space to simulate pore pressure generation and development in sands under cyclic loading and undrained conditions, and the rotation of principal stresses can also be simulated by the model with cyclic behavior of anisotropic consolidated sands. Seismic residual deformations of typical caisson quay walls under different engineering situations are analyzed in detail by the plastic model, and then an index of liquefaction extent is applied to describe the regularity of seismic residual deformation of caisson quay wall top under different engineering situations. Some correlated prediction formulas are derived from the results of regression analysis between seismic residual deformation of quay wall top and extent of liquefaction in the relative safety backfill sand site. Finally, the rationality and the reliability of the prediction methods are validated by test results of a 120 g-centrifuge shaking table, and the comparisons show that some reliable seismic residual deformation of caisson quay can be predicted by appropriate prediction formulas and appropriate index of liquefaction extent. 展开更多
关键词 caisson quay liquefied foundation seismic residual deformation extent of liquefaction regression analysis prediction formulas
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Prediction of Symmetrical and Asymmetrical of Diurnal Global Solar Irradiance Distribution—New Approach
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作者 M. K. El-Adawi 《Optics and Photonics Journal》 2019年第2期15-24,共10页
A simple formula to predict the received global solar irradiance q(t), W/m2 for clear days is suggested on pure theoretical basis. It is expressed in terms of the length of the local day time td which is well defined ... A simple formula to predict the received global solar irradiance q(t), W/m2 for clear days is suggested on pure theoretical basis. It is expressed in terms of the length of the local day time td which is well defined in literatures on meteorological basis. The introduced distribution is also a function of the maximum value of the daily received irradiance qmax. which in turn is expressed in term of the solar constant. This renders the trial to be a closed system. Thus the obtained distribution is not a semi empirical one. Both cases of symmetrical and asymmetrical distributions for q(t) are considered. For its simplicity it can be easily integrated along the length of the day to get the daily totals of solar energy received by unit horizontal area. This is important for practical applications. Comparison between computed according to the present model and published experimental meteorological data in Barcelona (Spain), Hong Kong (China), Jeddah and Makkah (Saudi Arabia) is given as illustrative examples. Better fitting relative to the published trials for the same locations are obtained. The introduced model itself gives good fitting for the intermediate intervals points of the local day time which is the more effective region. The estimated relative error is 12% for Hong Kong, and it is 7% for Barcelona, Jeddah and Makah. 展开更多
关键词 GLOBAL SOLAR IRRADIANCE SYMMETRICAL and Asymmetrical Distributions predictION formula SOLAR Constant Comparative Study
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Formation permeability evaluation and productivity prediction based on mobility from pressure measurement while drilling 被引量:1
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作者 SHI Xinlei CUI Yunjiang +2 位作者 XU Wankun ZHANG Jiansheng GUAN Yeqin 《Petroleum Exploration and Development》 2020年第1期146-153,共8页
Based on the measurement mechanism of mobility in pressure measurement while drilling, through analyzing a large number of mobility data, it is found that under the condition of water-based mud drilling, the product o... Based on the measurement mechanism of mobility in pressure measurement while drilling, through analyzing a large number of mobility data, it is found that under the condition of water-based mud drilling, the product of mobility from pressure measurement while drilling and the viscosity of mud filtrate is infinitely close to the water phase permeability under the residual oil in relative permeability experiment. Based on this, a method converting the mobility from pressure measurement while drilling to core permeability is proposed, and the permeability based on Timur formula has been established. Application of this method in Penglai 19-9 oilfield of Bohai Sea shows:(1) Compared with the permeability calculated by the model of adjacent oilfields, the permeability calculated by this model is more consistent with the permeability calculated by core analysis.(2) Based on the new model, the correlation between the calculated mobility of well logging and the actual drilling specific productivity index bas been established. Compared with the relationship established by using the permeability model of an adjacent oilfield, the correlation of the new model is better.(3) Productivity of four directional wells was predicted, and the prediction results are in good agreement with the actual production after drilling. 展开更多
关键词 MOBILITY from PRESSURE measurement WHILE drilling permeability IRREDUCIBLE water SATURATION Timur formula productivity prediction Penglai 19-9 OILFIELD
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含沟槽缺陷高钢级弯管的极限承载能力研究
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作者 张涛 张颖 +3 位作者 赵鹏程 王佳音 何战友 宋沛霖 《机械强度》 北大核心 2025年第6期124-131,共8页
弯管是油气管道中的重要组成部分,其受力状态和介质流动状态相较于直管更为复杂,一旦在弯头处产生缺陷,弯管更容易发生失效。高钢级管道是长距离油气管道建设的发展趋势,所以急需开展对高钢级弯管剩余强度评价的工作。以含沟槽缺陷的高... 弯管是油气管道中的重要组成部分,其受力状态和介质流动状态相较于直管更为复杂,一旦在弯头处产生缺陷,弯管更容易发生失效。高钢级管道是长距离油气管道建设的发展趋势,所以急需开展对高钢级弯管剩余强度评价的工作。以含沟槽缺陷的高钢级弯管作为研究对象,通过建立有限元模型,研究缺陷尺寸、相对位置、弯曲半径、管道参数及管材性能对弯管极限内压的影响规律,最后建立含沟槽缺陷高钢级弯管的极限内压预测公式。研究结果表明,随着缺陷长度和缺陷深度的增加,弯管的极限内压明显降低;沟槽缺陷位于弯管的内拱处时对极限内压影响最大;弯曲半径、管径壁厚及管材都会对弯管极限内压产生影响;误差分析显示拟合所得到的预测公式精度较高,该公式可为含沟槽缺陷高钢级弯管的剩余强度评价提供依据。 展开更多
关键词 弯管 沟槽缺陷 极限内压 有限元分析 预测公式
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多类型建筑物周期预测公式的实测对比研究
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作者 李阳 吉塔 +2 位作者 翟家宝 王鹏程 陈隽 《结构工程师》 2025年第3期1-8,共8页
实测已建建筑物的动力特性并对相关周期预测公式进行检验,对于城市更新中既有建筑物的状态评估有重要的意义。为此,对同济大学四平路校区内22栋不同结构类型的建筑开展了脉动法测试,由随机减量法识别建筑物的自振周期与阻尼比,汇总了识... 实测已建建筑物的动力特性并对相关周期预测公式进行检验,对于城市更新中既有建筑物的状态评估有重要的意义。为此,对同济大学四平路校区内22栋不同结构类型的建筑开展了脉动法测试,由随机减量法识别建筑物的自振周期与阻尼比,汇总了识别结果。将建筑物自振周期实测值与17个自振周期预测公式的结构相比较,根据对比结果推荐了针对不同结构类型的周期预测公式。 展开更多
关键词 自振周期 脉动法 随机减量法 阻尼比 预测公式
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深埋隧洞TBM掘进围岩大变形支护设计方法研究——以白龙江引水工程为例
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作者 杨凡 隋世军 张雨霆 《水利水电快报》 2025年第12期7-12,共6页
在引调水工程深埋输水隧洞的勘察设计阶段,为开展围岩大变形灾变风险洞段的支护设计,提出了定性分析辨识大变形风险洞段,基于“经验公式+无支护条件”确定大变形分级,考虑“支护效应+数值分析”确定支护参数,最终确定预留变形量的支护... 在引调水工程深埋输水隧洞的勘察设计阶段,为开展围岩大变形灾变风险洞段的支护设计,提出了定性分析辨识大变形风险洞段,基于“经验公式+无支护条件”确定大变形分级,考虑“支护效应+数值分析”确定支护参数,最终确定预留变形量的支护设计方法。论述了TBM掘进围岩大变形支护设计应采取的基本理念和实施流程;分析了大变形支护设计过程中的关键技术,包括围岩变形预测方法,隧洞变形分级标准,以及围岩预留变形量的确定思路。将上述方法应用于白龙江引水工程西秦岭输水隧洞的围岩大变形支护设计,合理确定了隧洞TBM掘进段的大变形洞段区间和变形分级,确定了TBM掘进段的预留变形量,以及管片厚度和混凝土标号等参数,形成了符合勘察设计阶段大变形洞段支护设计需求的方案。研究成果可为类似工程提供参考。 展开更多
关键词 深埋隧洞 TBM掘进 围岩大变形 Hoek变形预测公式 预留变形量 白龙江引水工程
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基于熵权的隧道涌水量组合预测方法 被引量:2
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作者 李俊 黄晓敏 +2 位作者 李睿 王亮 李泽 《人民长江》 北大核心 2025年第3期140-145,共6页
隧道涌水量预测存在多种解析公式和经验公式预测方法及模型,各类公式计算结果与实际涌水量存在偏差。为了提高隧道涌水量预测公式的精度,采用熵值法计算权重,结合有序加权的方法对单项预测结果进行组合预测。基于云南省列白妥隧道实际... 隧道涌水量预测存在多种解析公式和经验公式预测方法及模型,各类公式计算结果与实际涌水量存在偏差。为了提高隧道涌水量预测公式的精度,采用熵值法计算权重,结合有序加权的方法对单项预测结果进行组合预测。基于云南省列白妥隧道实际监测隧道涌水量,选用常用的5种单项预测模型和2种组合预测模型预测,引入有效度等指标来评价不同模型预测结果。结果表明:基于熵权的组合预测方法在5个预测分段平均预测精度为96.46%,有效度为0.9419,对比最准确的单项预测结果平均精度提高18.17%,有效度提高24.6%。组合预测方法显著提升了预测精度,可为隧道排水方案的制定提供参考,降低隧道涌水带来的灾害风险。 展开更多
关键词 隧道涌水量 预测精度 解析公式法 熵值法 组合预测 有效度指标 云南省列白妥隧道
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中医药治疗重症肌无力的疗效预测因素分析及列线图的构建与验证 被引量:1
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作者 王可 嵇鑫陈 +5 位作者 张影 卢靖 王百通 张冬梅 徐鹏 王健 《世界科学技术-中医药现代化》 北大核心 2025年第3期674-682,共9页
目的 探究影响中药治疗重症肌无力(Myasthenia gravis,MG)疗效的相关因素,并开发和验证列线图模型,以期个性化预测MG患者经中药治疗后获益的概率,进一步指导临床医师针对性用药,为MG的中药治疗提供指导依据。方法 回顾性分析于2018年3月... 目的 探究影响中药治疗重症肌无力(Myasthenia gravis,MG)疗效的相关因素,并开发和验证列线图模型,以期个性化预测MG患者经中药治疗后获益的概率,进一步指导临床医师针对性用药,为MG的中药治疗提供指导依据。方法 回顾性分析于2018年3月至2022年6月到长春中医药大学附属医院就诊的MG患者病例,选择了13个临床因素来评估其结果,为了获得独立因素,进行了单因素和多因素Logistic分析。采用受试者工作特征曲线下面积、Harrell一致性指数、校准曲线和决策曲线分析,评价预测模型的预测能力、准确性和临床实用性。结果 共纳入病历204例,按照时间分为训练队列139例和时间验证队列65例。多因素Logistic回归显示4个独立预测因素影响中药治疗MG的有效性,包括发病年龄、重复神经刺激(Repetitive nerve stimulation,RNS)阳性、口服免疫抑制剂和焦虑/抑郁。模型组和验证组的AUC值分别为0.76(95%CI:0.68-0.84)和0.83(95%CI:0.71-0.95),同时基于校准曲线和决策曲线分析,我们得出结论,该列线图模型表现出优异的性能。结论 MG患者随着年龄增长、RNS阳性、合并情绪异常或近期有免疫抑制剂用药史,其中药短期疗效可能降低,该列线图有效地预测了MG患者短期中药有效治疗的可能性。 展开更多
关键词 重症肌无力 中医药 健脾益气补髓方 疗效预测 列线图
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预测中重度阻塞性睡眠呼吸暂停患者自动气道正压通气预设上限压力 被引量:1
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作者 张诚宇 黄晶晶 +2 位作者 罗慧娉 张诚 吴沛霞 《中国眼耳鼻喉科杂志》 2025年第3期191-196,221,共7页
目的开发预测公式,帮助个性化设定中重度阻塞性睡眠呼吸暂停(OSA)患者在自动正压通气(APAP)滴定中的上限压力。方法从2018年9月—2023年7月收治的1808例OSA患者中筛选并纳入929例患者,分为预测组748例和验证组181例。变量包括人体测量参... 目的开发预测公式,帮助个性化设定中重度阻塞性睡眠呼吸暂停(OSA)患者在自动正压通气(APAP)滴定中的上限压力。方法从2018年9月—2023年7月收治的1808例OSA患者中筛选并纳入929例患者,分为预测组748例和验证组181例。变量包括人体测量参数(身高、体重等)、疾病评估指标及呼吸机品牌。在预测组中,通过Lasso回归和逐步回归建立预测公式,并通过调整R方和平均绝对误差等指标评估公式的表现。在验证组中,通过Bland-Altman一致性检验验证最优公式的有效性。结果上限压力的关键预测因素包括APAP设备品牌、体重指数(BMI)、呼吸暂停指数(AI)、最低血氧饱和度(MinSpO_(2))和Friedman舌位评分(FTP)。最优公式:对于Fisher品牌,P_(pred)=6.283+0.117×BMI+0.021×AI-0.047×Min Sp O_(2)+0.261×FTP,(R^(2)=51.34%,P<0.05);对于非Fisher品牌,P_(pred)=9.474+0.117×BMI+0.021×AI-0.047×Min SpO_(2)+0.261×FTP(R^(2)=51.34%,P<0.05)。Bland-Altman检验显示预测值与滴定压力95%分位数压力之间的一致性较好。结论公式能有效预测中重度OSA患者APAP滴定的上限压力,帮助医师更准确地设定压力值以提升滴定成功率。 展开更多
关键词 阻塞性睡眠呼吸暂停 自动气道正压通气 预测公式
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顾及硬化路面厚度的盾构施工地面沉降预测方法
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作者 廖孟光 李贤琪 +2 位作者 戴华阳 魏绍军 李艳发 《防灾减灾工程学报》 北大核心 2025年第4期784-795,共12页
城市地铁盾构施工易造成地面沉降,针对硬化路面层与土体层力学性质的差异性,提出一种顾及路面厚度的peck公式修正方法。首先,对经典peck公式的隧道埋深进行修正,提出等价埋深的函数关系;其次,采用ANSYS数值模拟分析不同路面层厚度对地... 城市地铁盾构施工易造成地面沉降,针对硬化路面层与土体层力学性质的差异性,提出一种顾及路面厚度的peck公式修正方法。首先,对经典peck公式的隧道埋深进行修正,提出等价埋深的函数关系;其次,采用ANSYS数值模拟分析不同路面层厚度对地铁盾构施工地面沉降规律,结果表明:(1)路面层对地表沉降影响明显,最大沉降量由无路面层的-29.38 mm减小至路面厚度0.5 m的-23.27 mm;(2)相同土体层厚度和相同隧道埋深条件下,沉降槽宽度系数及最大沉降量均随路面层厚度增加呈线性正相关,相关系数达0.972以上;(3)模拟结果对peck公式修正,确定等价埋深中路面层、土体层厚度等价参数分别为2.55、1.00。最后,应用于苏州地铁S1号线和北京地铁7号线,结果发现:两地区预测结果评价指标均减小,苏州地区平均绝对百分误差MAPE降低5%和19%,北京两区间均方根误差RMSE分别降低0.97及0.53以上。两个不同地质环境及设计准则下的不同路面厚度应用证明顾及路面层厚度沉降预测方法的多地区适用性。 展开更多
关键词 peck公式修正 盾构施工 地表沉降 城市路面 预测
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基于CatBoost的航空齿轮本体温度预测方法与验证研究
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作者 贾晨帆 刘怀举 +2 位作者 朱才朝 陈泰民 陈进筱 《中国机械工程》 北大核心 2025年第8期1658-1667,1682,共11页
开展了齿轮胶合承载能力试验,开发无线测试装置以获取齿轮本体温度数据集,并在此基础上提出了基于CatBoost的航空齿轮本体温度预测方法。此外,辨识了润滑油添加剂、热导率、扭矩、表面硬度、表面粗糙度、润滑油密度、润滑油黏度等参数... 开展了齿轮胶合承载能力试验,开发无线测试装置以获取齿轮本体温度数据集,并在此基础上提出了基于CatBoost的航空齿轮本体温度预测方法。此外,辨识了润滑油添加剂、热导率、扭矩、表面硬度、表面粗糙度、润滑油密度、润滑油黏度等参数对本体温度的贡献度,提出了考虑材料和油品参数的航空齿轮本体温度预测公式。结果表明,所提的公式对航空齿轮本体温度的预测误差在10%以内,为航空齿轮抗胶合设计提供了新思路。 展开更多
关键词 航空齿轮 胶合失效 本体温度 数据驱动 预测公式
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