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Nonlinearity Estimation and Compensation for Accurate PMSM Modeling and Voltage Prediction
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作者 Beichen Ding Yuting Lu +3 位作者 Chunyan Lai Weiwen Peng Kaide Huang Guodong Feng 《CES Transactions on Electrical Machines and Systems》 EI CSCD 2024年第4期394-403,共10页
For permanent magnet synchronous machine(PMSM),the machine model is critical to predict the operating states for motor control,which,however,can be greatly affected by system nonlinearities.Hence,this paper investigat... For permanent magnet synchronous machine(PMSM),the machine model is critical to predict the operating states for motor control,which,however,can be greatly affected by system nonlinearities.Hence,this paper investigates accurate machine modeling for control and parameter estimation.In the proposed approach,the PMSM model with saturated inductances is used as the base model,and this paper investigates modeling and compensation of the offsets to the base model due to system nonlinearities such as saturation and core loss effects for accurate machine modeling and voltage prediction.Specifically,the offsets to the base model are modeled using nonlinear functions with variable coefficients to compensate saturation and core loss effect,which can achieve better accuracy without changing the model structure.A differential estimation model is derived to estimate the model coefficients from a small amount of measurements with simplified procedure.Moreover,the model offset calculation is both computation and memory efficient with simplified implementation.The contribution is to improve the machine model accuracy and achieve precise voltage prediction for practical applications.Experiments,comparisons and the application to temperature estimation are conducted on a test interior PMSM to validate the proposed approach. 展开更多
关键词 Core loss Differential modeling Multiparameter estimation PMSM
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Differential Equation Model of Carbon, Nitrogen and Zinc Components in Growing Tomatoes
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作者 Weijie Lin Hailing Xian +3 位作者 Wenwen Wang Caiyun Huang Zhenkun Jiang Xiaoliang Zhou 《Open Journal of Modelling and Simulation》 2022年第3期303-313,共11页
Tomato is a common food on the human table. Up to now, the research on the growth and development model of tomato has been about 50 years. There are many researches on the main nutrients of tomato, such as carbon and ... Tomato is a common food on the human table. Up to now, the research on the growth and development model of tomato has been about 50 years. There are many researches on the main nutrients of tomato, such as carbon and nitrogen, but few on the trace element zinc. In this paper, taking plant nutrient C, N and Z<sub>n</sub> as variables, the differential equation model of C, N and Z<sub>n</sub> in tomato growth and development was established. According to the research of tomato as a whole and divided into root and leaf, the one-compartment and two-compartment models of tomato growth and development were established. The model was analyzed by Matlab program, and the existing experimental data was used to test the numerical simulation results, which proves that the model conforms to the facts. 展开更多
关键词 Carbon Nitrogen and Zinc Differential Equation model Tomato Growth and Development
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Medical X-Ray Image Enhancement Based on Kramer's PDE Model
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作者 Yan-Fei Zhao Qing-Wei Gao +1 位作者 De-Xiang Zhang Yi-Xiang Lu 《Journal of Electronic Science and Technology of China》 2007年第2期187-190,共4页
The purpose of this study is to present an application of a novel enhancement technique for enhancing medical images generated from X-rays. The method presented in this study is based on a nonlinear partial differenti... The purpose of this study is to present an application of a novel enhancement technique for enhancing medical images generated from X-rays. The method presented in this study is based on a nonlinear partial differential equation (PDE) model, Kramer's PDE model. The usefulness of this method is investigated by experimental results. We apply this method to a medical X-ray image. For comparison, the X-ray image is also processed using classic Perona-Malik PDE model and Catte PDE model. Although the Perona-Malik model and Catte PDE model could also enhance the image, the quality of the enhanced images is considerably inferior compared with the enhanced image using Kramer's PDE model. The study suggests that the Kramer's PDE model is capable of enhancing medical X-ray images, which will make the X-ray images more reliable. 展开更多
关键词 Terms-Enhancement nonlinear partial differential equation (PDE) partial differential equation model X-ray image.
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Analysis of clinical characteristics and diagnostic prediction of Qi deficiency and blood stasis syndrome in acute ischemic stroke 被引量:1
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作者 Hao XU Xu ZHU +3 位作者 Bo LI Xiaodan LIU Xihui PAN Changqing DENG 《Digital Chinese Medicine》 2025年第1期111-122,共12页
Objective To explore the clinical characteristics and methods for syndrome differentiation prediction,as well as to construct a predictive model for Qi deficiency and blood stasis syndrome in patients with acute ische... Objective To explore the clinical characteristics and methods for syndrome differentiation prediction,as well as to construct a predictive model for Qi deficiency and blood stasis syndrome in patients with acute ischemic stroke(AIS).Methods This study employed a retrospective case-control design to analyze patients with AIS who received inpatient treatment at the Neurology Department of The First Hospital of Hunan University of Chinese Medicine from January 1,2013 to December 31,2022.AIS patients meeting the diagnostic criteria for Qi deficiency and blood stasis syndrome were stratified into case group,while those without Qi deficiency and blood stasis syndrome were stratified into control group.The demographic characteristics(age and gender),clinical parameters[time from onset to admission,National Institutes of Health Stroke Scale(NIHSS)score,and blood pressure],past medical history,traditional Chinese medicine(TCM)diagnostic characteristics(tongue and pulse),neurological symptoms and signs,imaging findings[magnetic resonance imaging-diffusion weighted imaging(MRI-DWI)],and biochemical indicators of the two groups were collected and compared.The indicators with statistical difference(P<0.05)in univariate analysis were included in multivariate logistic regression analysis to evaluate their predictive value for the diagnosis of Qi deficiency and blood stasis syndrome,and the predictive model was constructed by receiver operating characteristic(ROC)curve analysis.Results The study included 1035 AIS patients,with 404 cases in case group and 631 cases in control group.Compared with control group,patients in case group were significantly older,had extended onset-to-admission time,lower diastolic blood pressure,and lower NIHSS scores(P<0.05).Case group showed lower incidence of hypertension history(P<0.05).Regarding tongue and pulse characteristics,pale and dark tongue colors,white tongue coating,fine pulse,astringent pulse,and sinking pulse were more common in case group.Imaging examinations demonstrated higher proportions of centrum semiovale infarction,cerebral atrophy,and vertebral artery stenosis in case group(P<0.05).Among biochemical indicators,case group showed higher proportions of elevated fasting blood glucose and glycated hemoglobin(HbA1c),while lower proportions of elevated white blood cell count,reduced hemoglobin,and reduced high-density lipoprotein cholesterol(HDL-C)(P<0.05).Multivariate logistic regression analysis identified significant predictors for Qi deficiency and blood stasis syndrome including:fine pulse[odds ratio(OR)=4.38],astringent pulse(OR=3.67),superficial sensory abnormalities(OR=1.86),centrum semiovale infarction(OR=1.57),cerebral atrophy(OR=1.55),vertebral artery stenosis(OR=1.62),and elevated HbA1c(OR=3.52).The ROC curve analysis of the comprehensive prediction model yielded an area under the curve(AUC)of 0.878[95%confidence interval(CI)=0.855-0.900].Conclusion This study finds out that Qi deficiency and blood stasis syndrome represents one of the primary types of AIS.Fine pulse,astringent pulse,superficial sensory abnormalities,centrum semiovale infarction,cerebral atrophy,vertebral artery stenosis,elevated blood glucose,elevated HbA1c,pale and dark tongue colors,and white tongue coating are key objective diagnostic indicators for the syndrome differentiation of AIS with Qi deficiency and blood stasis syndrome.Based on these indicators,a syndrome differentiation prediction model has been developed,offering a more objective basis for clinical diagnosis,and help to rapidly identify this syndrome in clinical practice and reduce misdiagnosis and missed diagnosis. 展开更多
关键词 Acute ischemic stroke(AIS) Case-control study Qi deficiency and blood stasis syndrome Prediction model of syndrome differentiation Logistic regression analysis
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Multitemporal UAV-based photogrammetry for landslide detection and monitoring in a large area:a case study in the Heifangtai terrace in the Loess Plateau of China 被引量:7
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作者 XU Qiang LI Wei-le +2 位作者 JU Yuan-zhen DONG Xiu-jun PENG Da-lei 《Journal of Mountain Science》 SCIE CSCD 2020年第8期1826-1839,共14页
With high spatial resolution,on-demand-flying ability,and the capacity for obtaining threedimensional measurements,unmanned aerial vehicle(UAV)photogrammetry is widely used for detailed investigations of single landsl... With high spatial resolution,on-demand-flying ability,and the capacity for obtaining threedimensional measurements,unmanned aerial vehicle(UAV)photogrammetry is widely used for detailed investigations of single landslides,but its effectiveness for landslide detection and monitoring in a large area needs to be investigated.The Heifangtai terrace in the Loess Plateau of China is a loess terrace that is extremely susceptible to irrigation-induced loess landslides.This paper used UAV-based photogrammetry for a series of highresolution images spanning over 30 months for landslide detection and monitoring of the terrace with an area of 32 km^2.Dense and evenly distributed ground control points were established and measured to ensure the high accuracy of the photogrammetry results.The structure-from-motion(Sf M)technique was used to convert overlapping images into orthographic images,3D point clouds,digital surface models(DSMs)and mesh models.Using multitemporal differential mesh models,landslide vertical movements and potential landslides were detected and monitored.The results indicate that a combination of UAV-based orthophotos and differential mesh models can be used for flexible and accurate detection and monitoring of potential loess landslides in a large area. 展开更多
关键词 Unmanned Aerial Vehicle Loess Plateau Landslide detection Landslide monitoring Differential mesh model Vertical movement
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A 3-D Differential Method for Solving Rolling Force of PC Hot Strip Mill 被引量:4
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作者 WANG Xue-song PENG Yan XU Li-pu LIU Hong-min 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2010年第9期36-39,共4页
The character of the deformation zone on pair cross rolls is different from that of the regular 4-high mill. Considering comprehensive influences of normal stress and shear stress in rolling direction, width direction... The character of the deformation zone on pair cross rolls is different from that of the regular 4-high mill. Considering comprehensive influences of normal stress and shear stress in rolling direction, width direction and thickness direction, the rolling force calculation model of the PC (pair crossed) hot strip mill is built. Taking the entry stress and the exit stress of strip as the boundary conditions, the longitudinal and transverse distribution of rolling force is worked out by the differential method. Then the total rolling force is calculated, and calculated results are verified by experimental data. 展开更多
关键词 PC rolling mill rolling force differential method model building
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An analysis of the differentiation rules and influencing factors of venture capital in Beijing-Tianjin-Hebei urban agglomeration 被引量:5
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作者 方嘉雯 《Journal of Geographical Sciences》 SCIE CSCD 2018年第4期514-528,共15页
Under China's innovation-driven development strategy, venture capital has become an important driving force in urban agglomeration integration and collaborative innovation. This paper uses social network analysis ... Under China's innovation-driven development strategy, venture capital has become an important driving force in urban agglomeration integration and collaborative innovation. This paper uses social network analysis to analyze spatiotemporal differences of venture capital in the Beijing-Tianjin-Hebei urban agglomeration for the period 2005–2015. A gravity model and panel data regression model are used to reveal the influencing factors on spatiotemporal differences in venture capital in the region. This study finds that there is a certain cyclical fluctuation and uneven differentiation in the venture capital network in the Beijing-Tianjin-Hebei urban agglomeration in terms of total investment, and that the three centers of venture capital(Beijing, Shijiazhuang and Tangshan) have a stimulatory effect on surrounding cities; flows of venture capital between cities display certain networking rules, but they are slow to develop and strongly centripetal; there is a strong positive correlation between levels of information infrastructure development and economic development and venture capital investment; and places with relatively underdeveloped financial environments and service industries are less able to apply the fruits of innovation and entrepreneurship and to attract funds. This study can act as a reference for the Beijing-Tianjin-Hebei urban agglomeration in building a world-class super urban agglomeration with the best innovation capabilities in China. 展开更多
关键词 venture capital Beijing-Tianjin-Hebei urban agglomeration differentiation influencing factors gravity model
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Precise control of a magnetically suspended double-gimbal control moment gyroscope using differential geometry decoupling method 被引量:3
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作者 Chen Xiaocen Chen Maoyin 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2013年第4期1017-1028,共12页
Precise control of a magnetically suspended double-gimbal control moment gyroscope (MSDGCMG) is of vital importance and challenge to the attitude positioning of spacecraft owing to its multivariable, nonlinear and s... Precise control of a magnetically suspended double-gimbal control moment gyroscope (MSDGCMG) is of vital importance and challenge to the attitude positioning of spacecraft owing to its multivariable, nonlinear and strong coupled properties. This paper proposes a novel linearization and decoupling method based on differential geometry theory and combines it with the internal model controller (IMC) to guarantee the system robustness to the external disturbance and parameter uncertainty. Furthermore, by introducing the dynamic compensation for the inner-gimbal rate-servo system and the magnetically suspended rotor (MSR) system only, we can eliminate the influence of the unmodeled dynamics to the decoupling control accuracy as well as save costs and inhibit noises effectively. The simulation results verify the nice decoupling and robustness performance of the system using the proposed method. 展开更多
关键词 Differential geometry decoupling Dynamic compensation Internal model controller MSDGCMG Spacecraft control
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Solid–liquid equilibrium of dimethyl terephthalate(DMT), dimethyl isophthalate(DMI) and dimethyl phthalate(DMP) in melt crystallization process 被引量:2
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作者 Chunyuan Wu Youwei Cheng +1 位作者 Lijun Wang Xi Li 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2017年第12期1735-1739,共5页
The binary solid-liquid equilibrium of Dimethyl Terephthalate (DMT), Dimethyl lsophthalate (DMI) and Dimeth- yl Phthalate (DMP) was investigated by experiment and differential scanning calorimetry (DSC). The r... The binary solid-liquid equilibrium of Dimethyl Terephthalate (DMT), Dimethyl lsophthalate (DMI) and Dimeth- yl Phthalate (DMP) was investigated by experiment and differential scanning calorimetry (DSC). The result demonstrated DMT/DMI and DMT/DMP systems are eutectic while DMI/DMP is a solid-solution system. The eutectic temperature of DMT/DMI system is 336.7 K and that of DMT/DMP is 271.1 K. Furthermore, a classical solid-liquid phase equilibrium model was used to fit the experimental data of the eutectic systems of DMT/DMI and DMT/ DMP and the theoretical model could describe the eutectic solid-liquid phase diagrams properly. 展开更多
关键词 Solid-liquid equilibrium Differential scanning calorimetry Eutectic Solid-solution Phase equilibrium model
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Shear-horizontal waves in periodic layered nanostructure with both nonlocal and interface effects
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作者 Ru TIAN Jinxi LIU +1 位作者 E.N.PAN Yuesheng WANG 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2020年第10期1447-1460,共14页
The propagation of shear-horizontal(SH)waves in the periodic layered nanocomposite is investigated by using both the nonlocal integral model and the nonlocal differential model with the interface effect.Based on the t... The propagation of shear-horizontal(SH)waves in the periodic layered nanocomposite is investigated by using both the nonlocal integral model and the nonlocal differential model with the interface effect.Based on the transfer matrix method and the Bloch theory,the band structures for SH waves with both vertical and oblique incidences to the structure are obtained.It is found that by choosing appropriate interface parameters,the dispersion curves predicted by the nonlocal differential model with the interface effect can be tuned to be the same as those based on the nonlocal integral model.Thus,by propagating the SH waves vertically and obliquely to the periodic layered nanostructure,we could invert,respectively,the interface mass density and the interface shear modulus,by matching the dispersion curves.Examples are further shown on how to determine the interface mass density and the interface shear modulus in theory. 展开更多
关键词 shear-horizontal(SH)wave nonlocal theory interface effect NANOSTRUCTURE integral model differential model
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Novel Computing for the Delay Differential Two-Prey and One-Predator System
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作者 Prem Junsawang Zulqurnain Sabir +3 位作者 Muhammad Asif Zahoor Raja Soheil Salahshour Thongchai Botmart Wajaree Weera 《Computers, Materials & Continua》 SCIE EI 2022年第10期249-263,共15页
The aim of these investigations is to find the numerical performances of the delay differential two-prey and one-predator system.The delay differential models are very significant and always difficult to solve the dyn... The aim of these investigations is to find the numerical performances of the delay differential two-prey and one-predator system.The delay differential models are very significant and always difficult to solve the dynamical kind of ecological nonlinear two-prey and one-predator system.Therefore,a stochastic numerical paradigm based artificial neural network(ANN)along with the Levenberg-Marquardt backpropagation(L-MB)neural networks(NNs),i.e.,L-MBNNs is proposed to solve the dynamical twoprey and one-predator model.Three different cases based on the dynamical two-prey and one-predator system have been discussed to check the correctness of the L-MBNNs.The statistic measures of these outcomes of the dynamical two-prey and one-predator model are chosen as 13%for testing,12%for authorization and 75%for training.The exactness of the proposed results of L-MBNNs approach for solving the dynamical two-prey and onepredator model is observed with the comparison of the Runge-Kutta method with absolute error ranges between 10−05 to 10−07.To check the validation,constancy,validity,exactness,competence of the L-MBNNs,the obtained state transitions(STs),regression actions,correlation presentations,MSE and error histograms(EHs)are also provided. 展开更多
关键词 Delay differential model dynamical system PREY-PREDATOR Levenberg-Marquardt backpropagation MSE neural networks
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The J_2 invariant relative configuration of spaceborne SAR interferometer for digital elevation measurement
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作者 Ming Xu Ying-Hong Jia Shi-Jie Xu 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2010年第4期643-651,共9页
A 3-craft formation configuration is proposed to perform the digital elevation model (DEM) for the distributed spacebome interferometric synthetic aperture radar (InSAR), and it is optimized by the modified ant co... A 3-craft formation configuration is proposed to perform the digital elevation model (DEM) for the distributed spacebome interferometric synthetic aperture radar (InSAR), and it is optimized by the modified ant colony algorithm to have the best compatibility with J2 invariant orbits created by differential correction algorithm. The configuration has succeeded in assigning the across-track baseline to vary periodically and with its mean value equal to the optimal baseline determined by the relative height measurement accuracy. The required relationship between crafts' magnitudes and phases is formulated for the general case of interferometry measure from non-orthographic and non-lateral view. The J2 invariant configurations created by differential correction algorithm are employed to investigate their compatibility with the required configuration. The colony algorithm is applied to search the optimal configuration holding the near-constant across-track baseline under the J2 perturbation, and the absolute height measurement accuracy is preferable as expected. 展开更多
关键词 InSAR Digital elevation model (DEM) J2 invariant orbit Differential correction algorithm Formation flying
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Dynamical Behavior of SEIR-SVS Epidemic Models with Nonlinear Incidence and Vaccination 被引量:1
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作者 Xiao-mei FENG Li-li LIU Feng-qin ZHANG 《Acta Mathematicae Applicatae Sinica》 SCIE CSCD 2022年第2期282-303,共22页
For some infectious diseases such as mumps,HBV,there is evidence showing that vaccinated individuals always lose their immunity at different rates depending on the inoculation time.In this paper,we propose an age-stru... For some infectious diseases such as mumps,HBV,there is evidence showing that vaccinated individuals always lose their immunity at different rates depending on the inoculation time.In this paper,we propose an age-structured epidemic model using a step function to describe the rate at which vaccinated individuals lose immunity and reduce the age-structured epidemic model to the delay differential model.For the age-structured model,we consider the positivity,boundedness,and compactness of the semiflow and study global stability of equilibria by constructing appropriate Lyapunov functionals.Moreover,for the reduced delay differential equation model,we study the existence of the endemic equilibrium and prove the global stability of equilibria.Finally,some numerical simulations are provided to support our theoretical results and a brief discussion is given. 展开更多
关键词 VACCINATION age-structured epidemic model delay differential equation model STABILITY Lyapunov functional
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Modeling, simulation, and prediction of global energy indices: a differential approach
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作者 Stephen Ndubuisi NNAMCHI Onyinyechi Adanma NNAMCHI +2 位作者 Janice Desire BUSINGYE Maxwell Azubuike IJOMAH Philip Ikechi OBASI 《Frontiers in Energy》 SCIE CSCD 2022年第2期375-392,共18页
Modeling, simulation, and prediction of global energy indices remain veritable tools for econometric, engineering, analysis, and prediction of energy indices. Thus, this paper differentially modeled, simulated, and no... Modeling, simulation, and prediction of global energy indices remain veritable tools for econometric, engineering, analysis, and prediction of energy indices. Thus, this paper differentially modeled, simulated, and non-differentially predicated the global energy indices. The state-of-the-art of the research includes normalization of energy indices, generation of differential rate terms, and regression of rate terms against energy indices to generate coefficients and unexplained terms. On imposition of initial conditions, the solution to the system of linear differential equations was realized in a Matlab environment. There was a strong agreement between the simulated and the field data. The exact solutions are ideal for interpolative prediction of historic data. Furthermore, the simulated data were upgraded for extrapolative prediction of energy indices by introducing an innovative model, which is the synergy of deflated and inflated prediction factors. The innovative model yielded a trendy prediction data for energy consumption, gross domestic product, carbon dioxide emission and human development index. However, the oil price was untrendy, which could be attributed to odd circumstances. Moreover, the sensitivity of the differential rate terms was instrumental in discovering the overwhelming effect of independent indices on the dependent index. Clearly, this paper has accomplished interpolative and extrapolative prediction of energy indices and equally recommends for further investigation of the untrendy nature of oil price. 展开更多
关键词 energy indices differential model NORMALIZATION SIMULATION INFLATION DEFLATION predictive factor and prediction rate
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A Teletraffic Model for Service Differentiation in OPS Networks
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作者 H. Overby N. Stol 《光学学报》 EI CAS CSCD 北大核心 2003年第S1期677-678,共2页
This paper present a formal teletraffic model for service diferentiation in optical packet switched networks by utilizing the wavelength domain.Expressions for the time congestion are derived.Simulation results are al... This paper present a formal teletraffic model for service diferentiation in optical packet switched networks by utilizing the wavelength domain.Expressions for the time congestion are derived.Simulation results are also reported. 展开更多
关键词 OPS for in A Teletraffic model for Service Differentiation in OPS Networks
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6-Shogaol Derived from Ginger Inhibits Intestinal Crypt Stem Cell Differentiation and Contributes to Irritable Bowel Syndrome Risk
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作者 Bing Zhao Juan Ye +11 位作者 Wenjing Zhao Xinyu Liu Hongli Lan Jinbing Sun Jiao Chen Xueting Cai Qingyun Wei Qian Zhou Zhengwei Zhang Yuze Wu Yang Yang Peng Cao 《Research》 2025年第2期104-118,共15页
Dietary factors play a crucial role in irritable bowel syndrome(IBS)pathogenesis.Therefore,the dietary contraindications for patients with IBS require further supplementation.Recent investigations have revealed that g... Dietary factors play a crucial role in irritable bowel syndrome(IBS)pathogenesis.Therefore,the dietary contraindications for patients with IBS require further supplementation.Recent investigations have revealed that ginger consumption may pose a risk of aggravating the symptoms and incidence of IBS;however,the specific mechanism remains unknown.In this study,we developed experimental IBS and intestinal organoid differentiation screening models to elucidate the mechanisms underlying the gingermediated exacerbation of IBS symptoms.Subsequently,we used a knockout approach combined with click chemistry as well as virus infection to identify the toxic components of ginger and the target mechanism.Our results showed that a daily intake of 90 to 300 mg/kg ginger(equivalent to a human daily dose of O.6 to 2 g per person)may pose a risk of exacerbating IBS symptoms.Furthermore,a component derived from 6-gingerol(ginger's main ingredient)through in vivo gastric acid and heat processing inhibited the formation of the elF3 transcription initiation complex by covalently binding to the Cys^(58)site of elF3A,a key factor regulating intestinal crypt stem celldifferentiation,further reducing the goblet cellnumber and related mucus layer thickness and increasing lipopolysaccharide infiltration and low-grade inflammation in the ileum crypts,thereby exacerbating the symptoms of IBS in mice.Our study suggests that dietary ginger aggravates IBS and provides safety evaluation methods for the proper use of foods in specific populations. 展开更多
关键词 GINGER gingermediated exacerba intestinal organoid differentiation screening models dietary contraindications irritable bowel syndrome ibs pathogenesisthereforethe SHOGAOL dietary factors Irritable Bowel Syndrome
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concept and experimental demonstration of physics-guided end-to-end learning for optical communication systems
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作者 QIARONG XIAO CHEN DING +2 位作者 TENGJI XU CHESTER SHU CHAORAN HUANG 《Photonics Research》 2025年第6期1469-1484,共16页
Driven by advancements in artificial intelligence,end-to-end learning has become a key method for system optimization in various fields,including communications.However,applying learning algorithms such as backpropaga... Driven by advancements in artificial intelligence,end-to-end learning has become a key method for system optimization in various fields,including communications.However,applying learning algorithms such as backpropagation directly to communication systems is challenging due to their non-differentiable nature.Existing methods typically require developing a precise differentiable digital model of the physical system,which is computationally complex and can cause significant performance loss after deployment.In response,we propose a novel end-to-end learning framework called physics-guided learning. 展开更多
关键词 system optimization developing precise differentiable digital model end end learning communication systems optical communication systems learning algorithms physics guided learning artificial intelligenceend end
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NUMERICAL SIMULATION AND EXPERIMENTAL INVESTIGATION OF THE GUIDE-VANE FLOW AND THE INFLUENCE FROM THE LEAKAGE FLOW 被引量:2
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作者 LiaoWei-li LiJian-zhong 《Journal of Hydrodynamics》 SCIE EI CSCD 2003年第1期103-110,共8页
This paper presents numerical and experimental results of the flow in the tipclearance region of the guide vane row in hydraulic turbine. The 3-D Navier-Stokes equations wereemployed to model the flow in end clearance... This paper presents numerical and experimental results of the flow in the tipclearance region of the guide vane row in hydraulic turbine. The 3-D Navier-Stokes equations wereemployed to model the flow in end clearance region of guide vane cascade, the Reynolds stressdifferential model was used for turbulence closure, and the body-fitted curvilinear coordinates andthe SIMPLE! algorithm were adopted. The governing equations were discretized with the non-staggeredgrids by means of the finite volume method. Detailed comparison of hydrodynamical characteristics ofguide vane in hydraulic turbine with or without tip gap was made. Special attention was paid to theinfluence of leakage flow on the main flow and to the movement of tip leakage flow in the end guidevane. The position and strength of the roll-vortex on the sides of guide vane in were determined.The numerical solutions agree with the experimental results obtained by particle image ve-locimetry.The results help to clarify the loss, wear and cavi-tation erosion between the guide vane andrings, especially for those used in the Yellow River which has a high sediment content. 展开更多
关键词 leakage flow guide vane reynolds stress differential model
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Optimization of ohmic contact for InP-based transferred electronic devices
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作者 武德起 丁武昌 +3 位作者 杨姗姗 贾锐 金智 刘新宇 《Journal of Semiconductors》 EI CAS CSCD 2014年第3期158-162,共5页
The effect of the annealing time and annealing temperature on Ni/Ge/Au electrode contacts deposited on the n-type InP contact layer has been studied using a circular transmission line model. The minimum specific conta... The effect of the annealing time and annealing temperature on Ni/Ge/Au electrode contacts deposited on the n-type InP contact layer has been studied using a circular transmission line model. The minimum specific contact resistance of 3.210 7 cm2was achieved on the low-doped n-type InP contact layer with a 40 s anneal at 425 ℃. In order to improve the ohmic contact and reduce the difficulty in the fabrication of the high doped InP epi-layer, the doping concentration in the InP contact layer was chosen to be 51018cm 3in the fabrication of transferred electronic devices. Excellent differential negative resistance properties were obtained by an electron beam evaporating the Ni/Ge/Au/Ge/Ni/Au composite electrode on an InP epi-layer with a 60 s anneal at 380 ℃. 展开更多
关键词 circular transmission line model specific contact resistance InP transferred electronic devices differential negative resistance
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