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基于NSGA-Ⅱ优化的电动汽车热管理系统MPC策略开发及性能
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作者 戴春江 林文野 +4 位作者 李帅旗 陈翔 宋文吉 冯自平 Frédéric KUZNIK 《储能科学与技术》 北大核心 2025年第6期2200-2214,共15页
电动汽车热管理在保障电动汽车的安全性、提高舒适度和降低能耗等方面具有重要意义,而热管理系统的核心是优良的控制策略。本工作回顾了现有的电动汽车热管理系统控制策略的优点与不足,提出并评价了一种基于NSGA-Ⅱ算法优化的模型预测控... 电动汽车热管理在保障电动汽车的安全性、提高舒适度和降低能耗等方面具有重要意义,而热管理系统的核心是优良的控制策略。本工作回顾了现有的电动汽车热管理系统控制策略的优点与不足,提出并评价了一种基于NSGA-Ⅱ算法优化的模型预测控制(MPC)策略并用于电动汽车的热管理。首先建立了电动汽车热管理系统的仿真模型;随后通过融合MPC策略和NSGA-Ⅱ多目标优化提出了可以实现多目标控制的电动汽车热管理策略;最后通过比较多个工况下不同控制策略对汽车热管理系统性能的影响,以验证所提出的基于NSGA-Ⅱ优化的MPC策略的有效性。研究结果发现,在不同工况下,所提出的MPC策略均可有效控制乘员舱温度和电池温度,减小乘员舱温度和电池温度的波动幅度,削减汽车行驶工况剧烈变化对电池温度的影响;同时,MPC策略可有效降低热管理系统能耗,相对于开关控制策略和PID控制策略可实现可观的节能率,分别达到4%~15%和1%~6%。 展开更多
关键词 热管理 控制优化 MPC NSGA-Ⅱ 电动汽车
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Prediction of temperature and strain rate dependent flow behaviors for AA6061-T4 sheet using phenomenology and machine learning-based approaches
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作者 Zhi-hao WANG D.GUINES +2 位作者 Jia-shuo QI Xing-rong CHU L.LEOTOING 《Transactions of Nonferrous Metals Society of China》 2025年第11期3617-3637,共21页
The plastic flow behaviors of AA6061-T4 sheets at different temperatures(21-300°C)and strain rates(0.002-4 s^(-1))were studied.Significant nonlinear effects of temperature and strain rate on flow behaviors were r... The plastic flow behaviors of AA6061-T4 sheets at different temperatures(21-300°C)and strain rates(0.002-4 s^(-1))were studied.Significant nonlinear effects of temperature and strain rate on flow behaviors were revealed,as well as underlying micromechanical factors.Phenomenology and machine learning-based constitutive models were developed.Both models were formulated in the framework of a temperature-dependent linear combination regulated by a transition function to capture the evolution of strain-hardening behavior with increasing temperature.Novel mathematical functions for describing temperature and strain rate sensitivities were formulated for the phenomenological constitutive model.The threshold temperature related to microstructure evolution was considered in the modeling.A data-enrichment strategy based on extrapolating experimental data via classical strain hardening laws was adopted to improve neural network training.An efficient inverse identification strategy,focusing solely on the transition function,was proposed to enhance the prediction accuracy of post-necking deformation by both constitutive models. 展开更多
关键词 AA6061-T4 sheet thermo-visco-plasticity constitutive model machine learning strain rate and temperature effects
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A novel viscoplastic model for salt rock deformation under internal cyclic gas pressure loading
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作者 Jinyang Fan Luxuan Tang +4 位作者 Marion Fourmeau Zongze Li Wenhao Liu Yang Zou Deyi Jiang 《International Journal of Mining Science and Technology》 2025年第6期989-1004,共16页
Salt caverns are widely used for energy storage.During gas storage,the internal gas pressure fluctuates cyclically in response to energy demand,making it essential to assess how these pressure variations affect rock d... Salt caverns are widely used for energy storage.During gas storage,the internal gas pressure fluctuates cyclically in response to energy demand,making it essential to assess how these pressure variations affect rock deformation.In this study,experiments were conducted under different cyclic gas pressure conditions to investigate this effect.The findings indicate that(1)the deformation process of salt rock can be segmented into three stages:the deceleration stage,the steady-state stage,and the acceleration stage.(2)When the axial pressure remains constant,both axial and radial deformations exhibit a stepwise increasing trend in response to cyclic gas pressure variations.Similarly,under axial graded loading,the deformations also demonstrate a progressive rise.By analyzing the deformation differences and model coefficient fluctuations within a single gas pressure cycle,it is found that radial deformation is higher sensitive to changes in cyclic gas pressure.(3)The axial deformation shows a stepwise increase,and the radial deformation showed a cyclic change with changing gas pressure.Therefore,the cyclic gas pressure influence factor α,axial loading influence factor β,and state variable σ^(*)are introduced to develop a viscoplastic ontological model that accounts for the impacts of cyclic gas pressure,confining pressure and axial stress.Validated by the deformation data,the new model can better fit both the axial deformation and the radial deformation of the three stages and has strong applicability and accuracy by changing only fewer parameters.The state variable rate shows the same stage as the deformation rate and residual strain of salt rock,which can better reflect the internal hardening of salt rock. 展开更多
关键词 Salt rock Gas pressure Effective stress Residual strain Viscoplastic model
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On the microstructural,mechanical,damping,wear properties of magnesium alloy AZ91-3 vol.%SiCP-3 vol.%fly ash hybrid composite and property correlation thereof
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作者 Prince Gollapalli Mridul Pant +1 位作者 A.R.Anil Chandra M.K.Surappa 《Journal of Magnesium and Alloys》 2025年第5期2374-2389,共16页
A combination of hard(SiCP)and soft(fly ash)particulate reinforcements could be a strategy to enhance combination of multiple properties of Magnesium and its alloys which otherwise suffer from low stiffness,low wear r... A combination of hard(SiCP)and soft(fly ash)particulate reinforcements could be a strategy to enhance combination of multiple properties of Magnesium and its alloys which otherwise suffer from low stiffness,low wear resistance,and many other critical properties.However,at present a comprehensive and robust map correlating different properties in particle-reinforced composites is much lacking.In this work,an industrial grade AZ91 magnesium alloy reinforced with hard SiC and soft fly ash particles(with 3 vol.%each),has been prepared using stir casting followed by hot extrusion at 325℃with a ratio of 21.5.Microstructure of the hybrid composite was characterized using optical and scanning electron microscopes.The composite exhibited a reduction in average grain size from 13.6 to 7.1μm,concomitantly an increase in Vickers hardness from 73 to 111 HV.The tension-compression yield asymmetry ratios of the unreinforced alloy and hybrid composite were 1.165 and 0.976,respectively indicating higher yield strength for the composite under compressive load.The composite exhibited 76%improvement in damping capacity under time sweep mode,and 28%improvement at 423 K under temperature sweep mode.The tribological characteristics of the composite under dry sliding conditions at sliding speeds and loads in the range of 0.5 to 1.5 m s^(-1)and 10 to 30 N,respectively showed higher wear resistance than the unreinforced alloy.The composite showed 23%improvement in sliding wear resistance at a load of 20 N and a speed of 1 m s^(-1).Finally,efforts have been made to understand the influence of one property on the other by developing statistical property correlation maps from the properties obtained in this study and from the literature.These maps are expected to help in the design of hybrid Metal Matrix Composites for a variety of targeted applications in different sectors. 展开更多
关键词 Hybrid metal matrix composite Tensile and compressive properties FRACTOGRAPHY DAMPING WEAR Property correlation map
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Tailoring sub-5 nm Fe-doped CeO_(2)nanocrystals within confined spaces to boost photocatalytic hydrogen evolution under visible light
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作者 Giuseppina Iervolino Olimpia Tammaro +4 位作者 Marco Fontana Bruno Masenelli Anne D.Lamirand Vincenzo Vaiano Serena Esposito 《Journal of Energy Chemistry》 2025年第2期263-277,I0007,共16页
This work aimed to study the efficiency of the reverse micelle(RM)preparation route in the syntheses of sub-5 nm Fe-doped CeO_(2)nanocrystals for boosting the visible-light-driven photocatalytic hydrogen production fr... This work aimed to study the efficiency of the reverse micelle(RM)preparation route in the syntheses of sub-5 nm Fe-doped CeO_(2)nanocrystals for boosting the visible-light-driven photocatalytic hydrogen production from methanol aqueous solutions.The effectiveness of confining precipitation reactions within micellar cages was evaluated through extensive physicochemical cha racterization.In particula r,the nominal composition(0-5 mol%Fe)was preserved as ascertained by ICP-MS analysis,and the absence of separate iron-containing crystalline phases was supported by X-ray diffraction.The effective aliovalent doping and modulation of the optical properties were investigated using UV-Vis,Raman,and photoluminescence spectroscopies.2.5 mol%iron was found to be an optimal content to achieve a significant decrease in the band gap,enhance the concentration of oxygen vacancy defects,and increase the charge carrier lifetime.The photocatalytic activity of Fe-doped CeO_(2)prepared at different Fe contents with RM preparation was studied and compared with undoped CeO_(2).The optimal iron load was identified to be2.5 mol%,achieving the highest hydrogen production(7566μmol L-1after 240 min under visible light).Moreover,for comparison,the conventional precipitation(P)method was adopted to prepare iron containing CeO_(2)at the optimal content(2.5 mol%Fe).The Fe-doped CeO_(2)catalyst prepared by RM showed a significantly higher hydrogen production than that obtained with the sample prepared by the P method.The optimal Fe-doped CeO_(2),prepared by the RM method,was stable for six reuse cycles.Moreover,the role of water in the mechanism of photocatalytic hydrogen evolution under visible light was studied through the test in the presence of D2O.The obtained results evidenced that hydrogen was produced from the reduction of H^(+)by the electrons promoted in the conduction band,while methanol was preferentially oxidized by the photogenerated positive holes. 展开更多
关键词 Sub-5nm Fe-doped CeO_(2) Hydrogen evolution Photocatalysis Visible light Reverse micelles Mesoporous CeO_(2)
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Damage mechanisms of a metastableβ-titanium alloy with bimodal microstructure revealed by void growth models using synchrotron X-ray microtomography
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作者 Bin Gu Jérôme Adrien +2 位作者 Eric Maire Ning Dang Werner Skrotzki 《Rare Metals》 2025年第3期1972-1981,共10页
In order to investigate the damage tolerance of a metastable Ti-5Al-3V-3Mo-2Cr-2Zr-1Nb-1Fe(Ti5321)alloy with bimodal microstructure using void growth quantification and micromechanical modeling,in situ tensile testing... In order to investigate the damage tolerance of a metastable Ti-5Al-3V-3Mo-2Cr-2Zr-1Nb-1Fe(Ti5321)alloy with bimodal microstructure using void growth quantification and micromechanical modeling,in situ tensile testing was performed during X-ray microtomography experiments.Compared with investigations of surface voids by traditional two-dimensional(2D)methods involving post-mortem characterization,three-dimensional(3D)information on void evolution inside optically opaque samples obtained through X-ray microtomography is essential.The Rice and Tracey model and Huang model were applied to predict void growth and show good agreement with experimental data using calibration of the damage parameterα.The void growth kinetics of Ti5321 with bimodal microstructure was analyzed by comparing theαvalue with that of Ti64 for different microstructure morphologies.The damage mechanism of ductile fracture of Ti5321 with bimodal microstructure is discussed.It was found that the size of the voids apparently increases with the triaxiality of stress.Post-mortem scanning electron microscopy(SEM)was also used to demonstrate this damage mechanism of ductile fracture of Ti5321. 展开更多
关键词 Titanium alloys DAMAGE X-ray microtomography Modeling Growth kinetics
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Finite Element Analysis of Inclusion Stiffness and Interfacial Debonding on the Elastic Modulus and Strength of Rubberized Mortar
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作者 Cristian Martínez-Fuentes Pedro Pesante +1 位作者 Karin Saavedra Paul Oumaziz 《Computers, Materials & Continua》 2025年第10期581-595,共15页
Rubberized concrete is one of the most studied applications of discarded tires and offers a promising approach to developing materials with enhanced properties.The rubberized concrete mixture results in a reduced modu... Rubberized concrete is one of the most studied applications of discarded tires and offers a promising approach to developing materials with enhanced properties.The rubberized concrete mixture results in a reduced modulus of elasticity and a reduced compressive and tensile strength compared to traditional concrete.This study employs finite element simulations to investigate the elastic properties of rubberized mortar(RuM),considering the influence of inclusion stiffness and interfacial debonding.Different homogenization schemes,including Voigt,Reuss,and mean-field approaches,are implemented using DIGIMAT and ANSYS.Furthermore,the influence of the interfacial transition zone(ITZ)between mortar and rubber is analyzed by periodic homogenization.Subsequently,the influence of the ITZ is examined through a linear fracture analysis with the stress intensity factor as a key parameter,using the ANSYS SMART crack growth tool.Finally,a non-linear study in FEniCS is carried out to predict the strength of the composite material through a compression test.Comparisons with high density polyethylene(HDPE)and gravel inclusions show that increasing inclusion stiffness enhances compressive strength far more effectively than simply improving the mortar/rubber bond.Indeed,when the inclusions are much softer than the surrounding matrix,any benefit gained on the elastic modulus or strength from stronger interfacial adhesion becomes almost negligible.This study provide numerical evidence that tailoring the rubber’s intrinsic stiffness—not merely strengthening the rubber/mortar interface—is a decisive factor for improving the mechanical performance of RuM. 展开更多
关键词 Rubberized mortar elastic modulus compression strength DEBONDING
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Internal surface finishing and roughness measurement:A critical review
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作者 Jiang GUO Qikai LI +5 位作者 Pu QIN Ankang YUAN Mingyang LU Xiaolong KE Yicha ZHANG Benny CFCHEUNG 《Chinese Journal of Aeronautics》 2025年第8期563-587,共25页
Modern industrial equipment is increasingly characterized by miniaturization,integration,and high performance,necessitating the production of complex structural parts with exceptionally high internal surface quality.D... Modern industrial equipment is increasingly characterized by miniaturization,integration,and high performance,necessitating the production of complex structural parts with exceptionally high internal surface quality.Direct manufacturing often leads to high internal surface roughness,which traditional finishing and measuring methods cannot adequately address due to the decreasing size and increasing complexity of internal structures.This is especially true for components like pipes with large aspect ratios,extremely small deep holes,multi-stage bends,cross pipes,and array holes.To meet the high-performance manufacturing demands of these parts,advanced internal surface finishing and roughness measurement technologies have gained significant attention.This review focuses on the challenges and solutions related to internal surface parts with various apertures and complex structures.Internal surface finishing methods are categorized into mechanical finishing,fluid-based finishing,and energy-field-based finishing based on their characteristics.Roughness measurement technologies are divided into tool-probing and non-probing methods.The principles,required equipment,and key parameters of each finishing and measurement approach are discussed in detail.Additionally,the advantages and limitations of these methods are summarized,and future trends are forecasted.This paper serves as a comprehensive guide for researchers and engineers aiming to enhance the internal surface quality of complex structure parts. 展开更多
关键词 Internal surface finishing Roughness measurement Small aperture Complex structure Tool-probing
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Zeeman splitting observations in laser-produced magnetized blast waves
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作者 A.Triantafyllidis J.-R.Marquès +10 位作者 S.Ferri A.Calisti Y.Benkadoum Y.De León A.Dearling A.Ciardi J.Béard J.-M.Lagarrigue N.Ozaki M.Koenig B.Albertazzi 《Matter and Radiation at Extremes》 2025年第4期70-79,共10页
We report the observation of Zeeman splitting in multiple spectral lines emitted by a laser-produced,magnetized plasma(1–3×10^(18)cm^(-3),1–15 eV)in the context of a laboratory astrophysics experiment under a c... We report the observation of Zeeman splitting in multiple spectral lines emitted by a laser-produced,magnetized plasma(1–3×10^(18)cm^(-3),1–15 eV)in the context of a laboratory astrophysics experiment under a controlled magneticfield up to 20T.Nitrogen lines(NII)in the visible range were used to diagnose the magneticfield and plasma conditions.This was performed by coupling our data with(563–574 nm)the Stark–Zeeman line-shape code PPPB.The excellent agreement between experiment and simulations paves the way for a non-intrusive experimental platform to get time-resolved measurements of the local magneticfield in laboratory plasmas. 展开更多
关键词 laboratory astrophysics experiment zeeman splitting diagnose magnetic eld plasma conditionsthis Zeeman splitting controlled magnetic eld nitrogen lines coupling our data laser produced magnetized plasma
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TLC及HPLC测定红曲产品中的桔霉素 被引量:38
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作者 陈蕴 许赣荣 +1 位作者 顾玉梅 Philippe BLANC 《无锡轻工大学学报(食品与生物技术)》 CSCD 北大核心 2001年第2期164-168,共5页
阐述了定性及定量测定红曲产品中桔霉素含量的几种方法 .采用板层析 (TLC) ,在点样量为 1mL、点样长度 5cm条件下通过目视法 ,标准桔霉素溶液的最低检测质量浓度可达 0 .2mg/L ,板层析可作为定性检验红曲产品中桔霉素的简便方法 .根据... 阐述了定性及定量测定红曲产品中桔霉素含量的几种方法 .采用板层析 (TLC) ,在点样量为 1mL、点样长度 5cm条件下通过目视法 ,标准桔霉素溶液的最低检测质量浓度可达 0 .2mg/L ,板层析可作为定性检验红曲产品中桔霉素的简便方法 .根据红曲样品预处理方法及HPLC检测器的不同 ,确定了两套准确可靠的定量检测方法 .高效液相色谱结合荧光检测的最低检测限为 0 .60ng .HPLC上样液最低可检测的质量浓度为 0 .1mg/L .在 0 .1~ 1 0mg/L的质量浓度范围内 ,标准桔霉素溶液的质量浓度与峰面积的线性关系良好 ,达到R2 =0 .998. 展开更多
关键词 薄板层析 高效液相色谱 红曲 桔霉素 测定方法
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多重散射对含有气体和颗粒的燃烧介质中辐射传热的影响(英文) 被引量:6
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作者 王飞 严建华 +2 位作者 Garo A Girasole T 岑可法 《中国电机工程学报》 EI CSCD 北大核心 2005年第3期135-140,共6页
该文采用蒙特卡洛方法研究包括吸收性气体和具有一定浓度颗粒的燃烧环境中的辐射传热。在蒙特卡洛程序被验证之后,研究了多重散射对辐射传热的影响。定义了一个临界颗粒体积份额 fv ,作为区分单次散射区和多重散射区的 ... 该文采用蒙特卡洛方法研究包括吸收性气体和具有一定浓度颗粒的燃烧环境中的辐射传热。在蒙特卡洛程序被验证之后,研究了多重散射对辐射传热的影响。定义了一个临界颗粒体积份额 fv ,作为区分单次散射区和多重散射区的 c分界。当颗粒云的体积份额位于单次散射区和多重散射区时,其辐射通量的变化表现出不同的行为。在单次散射区,平板的辐射通量随着离子浓度增加而剧烈增长,辐射行为受到颗粒单次散射的影响。在多重散射区,离子浓度的增加不会引起辐射通量的增长,辐射通量趋近于一个固定值,辐射行为受到气体吸收和多重散射的双重影响。 展开更多
关键词 热能工程 气体 颗粒 燃烧介质 辐射传热 蒙特卡洛方法
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建筑热桥动态附加能耗减秩模型 被引量:12
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作者 高岩 赵立华 J.J.Roux 《暖通空调》 北大核心 2004年第9期15-19,共5页
热桥附加热损失在现代建筑总能耗中占有重要比例。介绍了模型减秩的方法 ,建立了适合于程序植入的热桥附加热损失模型 ,并对减秩模型和完全模型的计算结果进行了比较 。
关键词 热桥 现代建筑 热损失 能耗 计算结果 比例 模型 动态 适用 程序
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混合培养微生物利用甘油补料发酵生产乙醇研究 被引量:6
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作者 张宏武 王璐 +1 位作者 许赣荣 BLANC Philippe J 《应用与环境生物学报》 CAS CSCD 北大核心 2008年第5期678-683,共6页
采用浸麻芽孢杆菌和红曲菌9906利用甘油混合发酵生产乙醇.结果表明,分批发酵中高浓度的甘油对乙醇发酵有着较强的抑制作用,分批发酵最佳甘油浓度为0.217molL-1.在分批发酵的基础上补料发酵,考察了不同甘油浓度的补料液和不同补料时间对... 采用浸麻芽孢杆菌和红曲菌9906利用甘油混合发酵生产乙醇.结果表明,分批发酵中高浓度的甘油对乙醇发酵有着较强的抑制作用,分批发酵最佳甘油浓度为0.217molL-1.在分批发酵的基础上补料发酵,考察了不同甘油浓度的补料液和不同补料时间对乙醇发酵的影响.最终确定乙醇补料发酵较优的工艺条件为:反应器1L,装液量700mL红曲发酵液,甘油初始浓度为0.217molL-1,以补料方式每隔60h分5次补加0.217molL-1甘油浓度的红曲发酵液,每次补加100mL,发酵培养360h.当乙醇最高浓度达0.221molL-1,乙醇总产率0.628mmolh-1,乙醇/甘油转化率达87%(molmol-1).与分批发酵相比,补料发酵很大程度解除了高浓度甘油的抑制作用,有效地利用了甘油,提高了乙醇的产量,且乙醇产率较为稳定. 展开更多
关键词 浸麻芽孢杆菌 红曲菌9906 甘油 乙醇 补料分批发酵
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微穿孔板结构在管道声源特性测量中的应用分析 被引量:4
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作者 沈苏 Goran Pavic +2 位作者 刘碧龙 李晓东 田静 《声学学报》 EI CSCD 北大核心 2011年第3期281-290,共10页
将微穿孔板吸声结构应用到外加旁支管路的管道卢源特性测量方法中,分析和仿真了单层及双层微穿孔板及其后腔结构采用不同参数(板厚、微孔直径、穿孔率、后腔深度等)时改变管道负载声阻抗的作用和影响。研究结果表明:改变板厚、微孔直径... 将微穿孔板吸声结构应用到外加旁支管路的管道卢源特性测量方法中,分析和仿真了单层及双层微穿孔板及其后腔结构采用不同参数(板厚、微孔直径、穿孔率、后腔深度等)时改变管道负载声阻抗的作用和影响。研究结果表明:改变板厚、微孔直径、穿孔率、管道横截面积比等参数,可以有效地改变负载声阻;改变后腔深度及微穿孔板与主体管道之间距离,可以有效地改变负载声抗;结合使用单层和双层微穿孔板结构,可以有效实现声抗在宽频带上的变化。通过有流和无流情况下的实验,验证了该方法的正确性和微穿孔板吸声结构在测量中的有效表现。给出了该测量方法实际应用中设计和应用微穿孔板吸卢结构的意见。 展开更多
关键词 特性测量 孔板结构 管道 应用 微穿孔板 声源 测量方法 吸声结构
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非相似余度作动系统设计及工作模式分析 被引量:12
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作者 付永领 庞尧 +1 位作者 刘和松 王利剑 《北京航空航天大学学报》 EI CAS CSCD 北大核心 2012年第4期432-437,443,共7页
非相似余度配置方式可省去中央液压源并有效克服共性故障,成为多电飞机的发展趋势.利用机械特性匹配的方法对变转速电动静液作动器和直驱式机电作动器组成的非相似余度系统进行总体设计.考虑舵面空气负载和连接刚度建立总体数学模型,对... 非相似余度配置方式可省去中央液压源并有效克服共性故障,成为多电飞机的发展趋势.利用机械特性匹配的方法对变转速电动静液作动器和直驱式机电作动器组成的非相似余度系统进行总体设计.考虑舵面空气负载和连接刚度建立总体数学模型,对3种典型工作模式进行理论分析和仿真对比,再现带载情况下这3种工作模式的切换瞬态.同时提出电机电流内环零值控制的无载工作模式,控制器结构简单并且切换可靠迅速.分析结果对非相似作动系统的设计、工作模式和故障切换方法提供了理论依据. 展开更多
关键词 非相似余度作动系统 工作模式 系统设计 切换瞬态
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^18F—FDGPET/CT诊断非小细胞肺癌纵隔淋巴结转移的方法和价值 被引量:6
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作者 于丽娟 楚春雨 +4 位作者 李迎辞 高翱 陆佩欧 王文志 刘宛予 《实用肿瘤学杂志》 CAS 2010年第6期515-519,共5页
目的本研究通过目测法、测量法以及模式识别方法对非小细胞肺癌(non—small cell lungcancer,NSCLC)患者纵隔淋巴结的PET/CT图像进行诊断分析,并与病理结果比较,探索各种诊断方法的诊断效能,为临床医生提供有关NSCLC区域淋巴结... 目的本研究通过目测法、测量法以及模式识别方法对非小细胞肺癌(non—small cell lungcancer,NSCLC)患者纵隔淋巴结的PET/CT图像进行诊断分析,并与病理结果比较,探索各种诊断方法的诊断效能,为临床医生提供有关NSCLC区域淋巴结转移的准确信息。方法选择术前行全身PET/CT检查且经手术根治切除的NSCLC患者28例作为研究对象,由3名有经验的医生分别应用目测法及测量法对淋巴结的CT、PET以及PET/CT图像进行分析,并与病理结果进行对比;同时通过对淋巴结的PET和CT图像的提取,应用工程学一种新的模式识别方法进行分类诊断。结果CT、PET、PET/CT测量法对NSCLC淋巴结诊断的灵敏性分别为53.6%、80.4%、82.1%;特异度分别为92.2%、83.3%、90.6%;阳性预测值分别为68.2%、60.0%、73.0%;阴性预测值分别为86.5%、93.2%、94.2%;诊断符合率分别为83.1%、82.6%、88.6%;CT、PET、PET/CT目测法对NSCLC淋巴结诊断的灵敏性分别为53.6%、71.4%、69.6%;特异度分别为85.0%、82.2%、88.9%;阳性预测值分别为52.6%、55.6%、66.7%;阴性预测值分别为85.5%、90.2%、90.4%;诊断符合率分别为77.5%、79.7%、84.3%。模式识别法计算得出PET的灵敏度为88%,特异度为76%;CT的灵敏度为84%,特异度为66%。结论PET/CT测量法以及目测法对NSCLC淋巴结转移的诊断明显优于单独的CT或单独的PET;PET/CT测量法对NSCLC淋巴结转移的诊断明显优于目测法。初步探索了通过构建多分辨率直方图及支持向量机(SVM)分类判别的工程学方法对淋巴结图像进行分析,为今后多学科联合以及探索更准确的无创检查手段奠定了基础。 展开更多
关键词 非小细胞肺癌 纵隔淋巴结 PET/CT 模式识别方法
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机器学习算法诊断PET/CT纵膈淋巴结性能评估 被引量:7
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作者 王洪凯 陈中华 +5 位作者 周纵苇 李迎辞 陆佩欧 王文志 刘宛予 于丽娟 《浙江大学学报(工学版)》 EI CAS CSCD 北大核心 2018年第4期788-797,共10页
评估4种主流典型的机器学习方法(随机森林、支持向量机、AdaBoost、反向传播人工神经网络)对(^(18 )F-FDG)PET/CT影像中非小细胞肺癌纵膈淋巴结良恶性进行诊断分类的性能.先从168例病人的PET/CT影像中分割出1 397个淋巴结,对每个淋巴结... 评估4种主流典型的机器学习方法(随机森林、支持向量机、AdaBoost、反向传播人工神经网络)对(^(18 )F-FDG)PET/CT影像中非小细胞肺癌纵膈淋巴结良恶性进行诊断分类的性能.先从168例病人的PET/CT影像中分割出1 397个淋巴结,对每个淋巴结提取出13种图像特征(D_(short)、area、volume、HU_(mean)(2Dor 3D)、HU_(contrast)(2Dor3D)、SUV_(mean)(2Dor 3D)、SUV_(max)(2Dor 3D)、SUV_(std)(2Dor 3D));将提取出的13种图像特征进行组合,得到4种组合变量("All features"、"High AUC features"、"Doctors features"、"3Dfeatures");在4种组合变量下,分别从敏感性、特异性以及ROC曲线下的区域面积(AUC_(ROC))3个方面对随机森林、支持向量机、AdaBoost、反向传播人工神经网络定量地进行诊断性能评估.评估结果显示,4种分类器分割结果的敏感性为77%~84%,特异性为81%~84%,AUC_(ROC)为0.86~0.90.在显著性(p<0.001)条件下对比发现,虽然机器学习方法的特异性略低于人类专家,但是敏感性显著优于人类专家.研究结果表明,三维图像特征及PET/CT影像组合特征可以显著提高AUC_(ROC).基于上述研究结果可以得出结论,虽然4种机器学习方法在(^(18)F-FDG)PET/CT影像的非小细胞肺癌纵膈淋巴结的良恶性诊断中展现了不错的敏感性,但它们的特异性有待进一步提高,在未来需要尝试多种分类方法进行联合实验,使用更高级的机器学习方法如深度学习进行进一步的研究. 展开更多
关键词 计算机辅助诊断 纵膈淋巴结 非小细胞肺癌 正电子发射断层成像 机器学习
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植入碳纤维蜂窝夹芯结构的光纤光栅热载荷响应光谱研究 被引量:1
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作者 马驰 曾捷 +4 位作者 张景川 龚晓静 张益昕 冯翔宇 周林 《光谱学与光谱分析》 SCIE EI CAS CSCD 北大核心 2017年第9期2927-2932,共6页
针对航天领域复合材料结构在空间服役环境的热响应监测需求,研究了一种热载荷作用下基于光纤Bragg光栅(FBG)反射光谱特征分析的碳纤维蜂窝夹芯结构监测方法。将光纤Bragg光栅传感器分别植入碳纤维蜂窝夹芯结构的不同铺层,通过监测不同... 针对航天领域复合材料结构在空间服役环境的热响应监测需求,研究了一种热载荷作用下基于光纤Bragg光栅(FBG)反射光谱特征分析的碳纤维蜂窝夹芯结构监测方法。将光纤Bragg光栅传感器分别植入碳纤维蜂窝夹芯结构的不同铺层,通过监测不同热载荷下各铺层位置的光纤光栅反射光谱,得到碳纤维蜂窝夹芯结构相关铺层位置热应变特征。研究表明,碳纤维蜂窝夹芯结构不同材料铺层的热应变特征存在一定差异。植入外蒙皮表面与玻璃布之间的光纤光栅反射光谱随着温度升高,中心波长向长波方向漂移,且波形未出现明显改变。埋植于外蒙皮第二、三层碳纤维织物预浸料之间的光栅反射光谱随着温度降低逐渐出现旁瓣、多峰等啁啾效应,其主峰与右侧次峰中心波长均向短波方向逐渐漂移,主峰峰值幅度变化较小,温度灵敏度约为5.56×10^(-3) dBm·℃^(-1),而右侧次峰幅度显著增大,温度灵敏度约为40.32×10^(-3)dBm·℃^(-1);埋植于内蒙皮和蜂窝芯子之间的光栅反射光谱随着温度降低,其半波峰带宽逐渐增大,变化率约为3.19pm·℃^(-1),且出现显著多峰趋势,这是由于层间热应力分布不均匀所形成。在-70^+60℃温度范围,各植入层热应变均随温度升高而增大,且变化趋势相接近,而在+60^+120℃温度范围内,各植入层热应变变化趋势呈现显著差异。这些特性能够为后继空间环境复合材料航天器结构状态在轨监测提供有益帮助。 展开更多
关键词 碳纤维蜂窝夹芯结构 光纤光栅 反射光谱 热应变
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光纤光栅传感器与机械结构预处理胶接方法 被引量:3
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作者 曾捷 张钰珏 +4 位作者 郭晓华 李钰 龚晓静 李丹婷 梁大开 《南京航空航天大学学报》 EI CAS CSCD 北大核心 2017年第1期105-109,共5页
结构应力应变高精度测量对于实现直升机动静态强度监测与评估具有至关重要的意义。由于光纤光栅传感器具有柔韧性好、芯径细、抗电磁干扰能力强以及便于实现分布式监测等显著优点,使得其在航空航天器结构强度监测领域受到广泛重视。为... 结构应力应变高精度测量对于实现直升机动静态强度监测与评估具有至关重要的意义。由于光纤光栅传感器具有柔韧性好、芯径细、抗电磁干扰能力强以及便于实现分布式监测等显著优点,使得其在航空航天器结构强度监测领域受到广泛重视。为提升直升机应变监测精度与灵敏度,本文研究了光纤光栅传感器应变感知原理和精度影响因素,构建了基于光纤光栅传感器的板结构应变监测系统。在此基础上,提出剥离光栅栅区涂覆层、施加预应力及其双层胶接等预处理集成方法,实现对板结构光纤光栅传感器应变测量精度的有效提升。 展开更多
关键词 光纤光栅 预处理 胶接 应变
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316L奥氏体不锈钢焊接热影响区性能 被引量:5
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作者 王敏 G.MICHEL J.F.JULLIEN 《上海交通大学学报》 EI CAS CSCD 北大核心 2001年第3期424-426,共3页
为了研究 31 6L焊接热影响区性能 ,采用特定的热、应力、应变模拟控制曲线 ,对其在 2 0℃、60 0℃、1  0 0 0℃及 1  1 0 0℃几种温度下进行热模拟拉伸试验 ,获得了此种材料在多种应变速率下的应力 -应变曲线 .结果表明 ,在一定的应... 为了研究 31 6L焊接热影响区性能 ,采用特定的热、应力、应变模拟控制曲线 ,对其在 2 0℃、60 0℃、1  0 0 0℃及 1  1 0 0℃几种温度下进行热模拟拉伸试验 ,获得了此种材料在多种应变速率下的应力 -应变曲线 .结果表明 ,在一定的应变速率下 ,31 6L的弹性模量 E及屈服极限 σ0 .2 都随温度升高明显降低 ;在室温及高温下 ,31 6L存在着 σ0 .2 随应变速率提高而提高的应变率效应 ,且应变率敏感性随温度升高而增加 .同时 ,还观察到 31 6L在高温 (1 0 0 0℃和 1 1 0 0℃ )塑性状态下由粘塑性引起的应力松弛现象及室温下的加工硬化现象 . 展开更多
关键词 316L奥氏体不锈钢 热模拟 应力-应变曲线 压力容器 焊接 应变速率
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