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Nonlinear Mathematical Modeling and Sensitivity Analysis of Hydraulic Drive Unit 被引量:10
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作者 KONG Xiangdong YU Bin +2 位作者 QUAN Lingxiao BA Kaixian WU Liujie 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2015年第5期999-1011,共13页
The previous sensitivity analysis researches are not accurate enough and also have the limited reference value, because those mathematical models are relatively simple and the change of the load and the initial displa... The previous sensitivity analysis researches are not accurate enough and also have the limited reference value, because those mathematical models are relatively simple and the change of the load and the initial displacement changes of the piston are ignored, even experiment verification is not conducted. Therefore, in view of deficiencies above, a nonlinear mathematical model is established in this paper, including dynamic characteristics of servo valve, nonlinear characteristics of pressure-flow, initial displacement of servo cylinder piston and friction nonlinearity. The transfer function block diagram is built for the hydraulic drive unit closed loop position control, as well as the state equations. Through deriving the time-varying coefficient items matrix and time-varying free items matrix of sensitivity equations respectively, the expression of sensitivity equations based on the nonlinear mathematical model are obtained. According to structure parameters of hydraulic drive unit, working parameters, fluid transmission characteristics and measured friction-velocity curves, the simulation analysis of hydraulic drive unit is completed on the MATLAB/Simulink simulation platform with the displacement step 2 mm, 5 mm and 10 mm, respectively. The simulation results indicate that the developed nonlinear mathematical model is sufficient by comparing the characteristic curves of experimental step response and simulation step response under different constant load. Then, the sensitivity function time-history curves of seventeen parameters are obtained, basing on each state vector time-history curve of step response characteristic. The maximum value of displacement variation percentage and the sum of displacement variation absolute values in the sampling time are both taken as sensitivity indexes. The sensitivity indexes values above are calculated and shown visually in histograms under different working conditions, and change rules are analyzed. Then the sensitivity indexes values of four measurable parameters, such as supply pressure, proportional gain, initial position of servo cylinder piston and load force, are verified experimentally on test platform of hydraulic drive unit, and the experimental research shows that the sensitivity analysis results obtained through simulation are approximate to the test results. This research indicates each parameter sensitivity characteristics of hydraulic drive unit, the performance-affected main parameters and secondary parameters are got under different working conditions, which will provide the theoretical foundation for the control compensation and structure optimization of hydraulic drive unit. 展开更多
关键词 非线性数学模型 液压驱动装置 灵敏度分析 MATLAB/SIMULINK 数学建模 液压传动装置 初始位移 敏感性分析
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Thermal Model of High-Speed Spindle Units 被引量:3
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作者 Jeong-Du Kim Igor Zverv Keon-Beom Lee 《Intelligent Information Management》 2010年第5期306-315,共10页
For the purpose to facilitate development of high-speed Spindle Units (SUs) running on rolling bearings, we have developed a beam element model, algorithms, and software for computer analysis of thermal characteristic... For the purpose to facilitate development of high-speed Spindle Units (SUs) running on rolling bearings, we have developed a beam element model, algorithms, and software for computer analysis of thermal characteristics of SUs. The thermal model incorporates a model of heat generation in rolling bearings, a model of heat transfer from bearings, and models for estimation of temperature and temperature deformations of SU elements. We have carried out experimental test and made quantitative evaluation of the effect of operation conditions on friction and thermal characteristics of the SUs of grinding and turning machines of typical structures. It is found that the operation conditions make stronger effect on SU temperatures when rpm increases. A comparison between the results of analysis and experiment proves their good mutual correspondence and allows us to recommend application of the models and software developed for design and research of high-speed SUs running on rolling bearings. 展开更多
关键词 THERMAL model HIGH-SPEED SPINDLE unit ROLLING BEARING
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Elastic Predictions of 3D Orthogonal Woven Composites Using Micro/meso-scale Repeated Unit Cell Models
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作者 贾西文 高丽敏 +2 位作者 张田 张发 王岩 《Journal of Donghua University(English Edition)》 EI CAS 2019年第4期390-398,共9页
This presentation predicts the elastic properties of three-dimensional(3D)orthogonal woven composite(3DOWC)by finite element analysis based on micro/meso repeated unit cell(RUC)models.First,the properties of fiber yar... This presentation predicts the elastic properties of three-dimensional(3D)orthogonal woven composite(3DOWC)by finite element analysis based on micro/meso repeated unit cell(RUC)models.First,the properties of fiber yarn are obtained by analysis on a micro-scale RUC model assuming fibers in a hexagonal distribution pattern in the polymer matrix.Then a full thickness meso-scale RUC model including weft yarns,warp yarns,Z-yarns and pure resin zones is established and full stiffness matrix of the 3DOWC including the in-plane and flexural constants are predicted.For thick 3DOWC with large number of weft,warp layers,an alternative analysis method is proposed in which an inner meso-RUC and a surface meso-RUC are established,respectively.Then the properties of 3DOWC are deduced based on laminate theory and properties of the inner and surface layers.The predicted results by the above two alternative methods are in good experimental agreement. 展开更多
关键词 composite MULTI-SCALE analysis repeated unit cell model FINITE ELEMENT method
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Prediction of the Biaxial Failure Strength of Composite Laminates with Unit Cell Analytic Model
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作者 赵琳 ZHANG Boming QING Xinlin 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2014年第5期923-927,共5页
A new method to predict the ultimate strength of fiber reinforced composites under arbitrary load condition is introduced. The micromechanics strength theory is used to perform the final failure prediction of composit... A new method to predict the ultimate strength of fiber reinforced composites under arbitrary load condition is introduced. The micromechanics strength theory is used to perform the final failure prediction of composite laminates. The theory is based on unit cell analytic model which can provide the ply composite material properties by only using the constituent fiber and matrix properties and the laminate geometric parameters without knowing any experimental information of the laminates. To show that this method is suitable for predicting the strength of composite laminates, the micromechanics strength theory is ranked by comparing it with all the micro-level and the best two macro-level theories chosen from the World Wide Failure Exercise. The results show that this method can be used for predicting strength of any composite laminates and provide a direct reference for composite optimum design. 展开更多
关键词 复合材料层压板 强度预测 型号 晶胞 双轴 强度理论 细观力学 负载条件
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A thermodynamic model of calculating mass action concentrations for structural units or ion couples in NaClO_4-H_2O and NaF-H_2O binary solutions and NaClO_4-NaF-H_2O ternary solution 被引量:1
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作者 Xue-min Yang Wei-jie Zhao +2 位作者 Han-jie Guo Qiang Zhang Jian Zhang 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CAS CSCD 2010年第5期546-557,共12页
A thermodynamic model of calculating mass action concentrations for structural units or ion couples in NaClO4-H2O and NaF-H2O binary solutions and NaClO4-NaF-H2O ternary strong electrolyte aqueous solutions was develo... A thermodynamic model of calculating mass action concentrations for structural units or ion couples in NaClO4-H2O and NaF-H2O binary solutions and NaClO4-NaF-H2O ternary strong electrolyte aqueous solutions was developed based on the ion and molecule coexistence theory (IMCT). A transformation coefficient was needed to compare the calculated mass action concentration and the reported activity, because they were usually obtained at different standard states and concentration units. The results show that transformation coefficients between the calculated mass action concentrations and the reported activities of the same components change in a very narrow range. The transformed mass action concentrations of structural units or ion couples in NaClO4-H2O and NaF-H2O binary solutions agree well with the reported activities. The transformed mass action concentrations of structural units or ion couples in NaClO4-NaF-H2O ternary solution are also in good agreement with the reported activities in a total ionic strength range from 0.1 to 0.9 mol/kg H2O by the 0.1 mol/kg step with different ionic strength fractions of 0, 0.2, 0.4, 0.5, 0.6, 0.8, and 1, respectively. The results indicate that the developed thermodynamic model can reveal the structural characteristics of binary and ternary strong electrolyte aqueous solutions, and the calculated mass action concentrations of structural units or ion couples also strictly follow the mass action law. 展开更多
关键词 溶液热力学模型 离子浓度 三元溶液 氟化钠 质量作用定律 电解质水溶液 计算单位 结构改造
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Logic Picture-Based Dynamic Power Estimation for Unit Gate-Delay Model CMOS Circuits
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作者 Omnia S. Ahmed Mohamed F. Abu-Elyazeed +2 位作者 Mohamed B. Abdelhalim Hassanein H. Amer Ahmed H. Madian 《Circuits and Systems》 2013年第3期276-279,共4页
In this research, a fast methodology to calculate the exact value of the average dynamic power consumption for CMOS combinational logic circuits is developed. The delay model used is the unit-delay model where all gat... In this research, a fast methodology to calculate the exact value of the average dynamic power consumption for CMOS combinational logic circuits is developed. The delay model used is the unit-delay model where all gates have the same propagation delay. The main advantages of this method over other techniques are its accuracy, as it is deterministic and it requires less computational effort compared to exhaustive simulation approaches. The methodology uses the Logic Pictures concept for obtaining the nodes’ toggle rates. The proposed method is applied to well-known circuits and the results are compared to exhaustive simulation and Monte Carlosimulation methods. 展开更多
关键词 Dynamic Power ESTIMATION LOGIC PICTURES CMOS Digital LOGIC Circuits TOGGLE Rate unit-Delay model
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Controller design based on viscoelasticity dynamics model and experiment for flexible drive unit 被引量:1
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作者 吴伟国 侯月阳 《Journal of Central South University》 SCIE EI CAS 2014年第12期4468-4477,共10页
In order to ensure that the system has the advantage of light weight and vibration absorption, the steel rope is used as a flexible transmission part. A flexible drive unit(FDU) is developed, whose features are guided... In order to ensure that the system has the advantage of light weight and vibration absorption, the steel rope is used as a flexible transmission part. A flexible drive unit(FDU) is developed, whose features are guided by steel rope, increasing force by the movable pulley group, modular, convenient and flexible. Dynamics model for controller is deduced based on the constitutive equation of viscoelasticity. Controller is designed for position control and is based on the viscoelasticity dynamics model compensation control strategy proposed. The control system is based on the TURBO PMAC multi-axis motion control card.Prototype loading experiments and velocity experiments results show that the FDU can reach 2 Hz with no load and the max speed of 30(°)/s. The FDU has the capability of the load torque 11.2 N·m and the speed of 24(°)/s simultaneously, and the frequency response is 1.3 Hz. The FDU can be used to be the pitch joint of hip for biped robot whose walking speed is 0.144 km/h theoretically. 展开更多
关键词 弹性动力学模型 控制器设计 驱动单元 实验 粘弹性动力学 多轴运动控制卡 最大速度 控制系统
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基于DP-Modeler的实景三维校园精细化模型构建 被引量:1
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作者 郭昕怡 刘军 +1 位作者 陈毓洁 胡泽坤 《山西建筑》 2023年第24期165-168,193,共5页
无人机倾斜摄影测量自动化三维建模技术具备高效率、低成本和高精度的特点,已经得到了广泛应用。为了进一步提升实景三维模型的质量,以防灾科技学院校园为例,在实景三维模型自动化构建基础上,利用DP-Modeler完成了三维场景的修饰和建筑... 无人机倾斜摄影测量自动化三维建模技术具备高效率、低成本和高精度的特点,已经得到了广泛应用。为了进一步提升实景三维模型的质量,以防灾科技学院校园为例,在实景三维模型自动化构建基础上,利用DP-Modeler完成了三维场景的修饰和建筑物精细化单体建模。结果表明:DP-Modeler软件直接在倾斜三维模型上交互式单体化建模,具有自动化程度高、简单易用等特点,能够有效提升三维建模的效率,所构建的实景三维模型能够客观真实地反映校园场景。 展开更多
关键词 无人机倾斜摄影 实景三维模型 DP-modeler 单体化
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A finite element modeling of the human lumbar unit including the spinal cord 被引量:1
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作者 Fafa Ben-Hatira Kaouthar Saidane Abdelfatah Mrabet 《Journal of Biomedical Science and Engineering》 2012年第3期146-152,共7页
The purpose of this present work is to provide a tool to better understand mechanically related pathologies of the lumbar unit and the spinal structure by providing spinal cord deformations in different loading cases.... The purpose of this present work is to provide a tool to better understand mechanically related pathologies of the lumbar unit and the spinal structure by providing spinal cord deformations in different loading cases. In fact, spinal cord injury (SCI) resulting from a traumatic movement leades to a deformation of the neural and vascular structure of the spinal cord. And since the magnitude of the spinal cord stress is correlated with the pressure of the vertebral elements, stresses will be computed on all theses components. Physical properties of the vertebrae, various ligaments, the discs, and the spinal cord are described under simple loading as compression, and combined loading, flexion and lateral bending to evaluate the pressure undergone by different components of the lumbar unit. A nonlinear three-dimensional finite element method is used as a numerical tool to perform all the computations. This study provides accurate results for the localisation and the magnitude of maximum equivalent stress and shear stress on the lumbar unit and especially for the spinal cord. These results showed that stresses are more important when a compression of 500 N is combined with a flexion and a lateral bending. In particular, shear stresses are maximum for the spinal cord and the four intervertebral discs for the case of a flexion of 3.8 N.m and a lateral bending of 6.5 N.m. 展开更多
关键词 Numerical modelling Three Dimensional Reconstruction LUMBAR unit SPINAL CORD
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Force Distribution Model of Motor Units of Leg Extensor Muscles
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作者 Milenko Milosevic Predrag Nemec +2 位作者 Dragan Zivotic Milos Milosevic Ranko Rajovic 《Journal of Sports Science》 2014年第4期195-199,共5页
关键词 运动科学 体育运动 体育训练 运动训练
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Unleashing the Power of Information Theory: Enhancing Accuracy in Modeling Physical Phenomena
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作者 Boris Menin 《Journal of Applied Mathematics and Physics》 2023年第3期760-779,共20页
When building a model of a physical phenomenon or process, scientists face an inevitable compromise between the simplicity of the model (qualitative-quantitative set of variables) and its accuracy. For hundreds of yea... When building a model of a physical phenomenon or process, scientists face an inevitable compromise between the simplicity of the model (qualitative-quantitative set of variables) and its accuracy. For hundreds of years, the visual simplicity of a law testified to the genius and depth of the physical thinking of the scientist who proposed it. Currently, the desire for a deeper physical understanding of the surrounding world and newly discovered physical phenomena motivates researchers to increase the number of variables considered in a model. This direction leads to an increased probability of choosing an inaccurate or even erroneous model. This study describes a method for estimating the limit of measurement accuracy, taking into account the stage of model building in terms of storage, transmission, processing and use of information by the observer. This limit, due to the finite amount of information stored in the model, allows you to select the optimal number of variables for the best reproduction of the observed object and calculate the exact values of the threshold discrepancy between the model and the phenomenon under study in measurement theory. We consider two examples: measurement of the speed of sound and measurement of physical constants. 展开更多
关键词 Finite Information Quantity International System of units modelLING Physical Constant Speed of Sound
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Optimization of a precise integration method for seismic modeling based on graphic processing unit 被引量:2
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作者 Jingyu Li Genyang Tang Tianyue Hu 《Earthquake Science》 CSCD 2010年第4期387-393,共7页
General purpose graphic processing unit(GPU) calculation technology is gradually widely used in various fields.Its mode of single instruction,multiple threads is capable of seismic numerical simulation which has a hug... General purpose graphic processing unit(GPU) calculation technology is gradually widely used in various fields.Its mode of single instruction,multiple threads is capable of seismic numerical simulation which has a huge quantity of data and calculation steps.In this study,we introduce a GPU-based parallel calculation method of a precise integration method(PIM) for seismic forward modeling.Compared with CPU single-core calculation,GPU parallel calculating perfectly keeps the features of PIM,which has small bandwidth,high accuracy and capability of modeling complex substructures,and GPU calculation brings high computational efficiency,which means that high-performing GPU parallel calculation can make seismic forward modeling closer to real seismic records. 展开更多
关键词 precise integration method seismic modeling general purpose GPU graphic processing unit
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LVP Modeling and Dynamic Characteristics Prediction of A Hydraulic Power Unit in Deep-Sea 被引量:1
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作者 曹学鹏 叶敏 +2 位作者 邓斌 张翠红 俞祖英 《China Ocean Engineering》 SCIE EI CSCD 2013年第1期17-32,共16页
A hydraulic power unit(HPU) is the driving "heart" of deep-sea working equipment.It is critical to predict its dynamic performances in deep-water before being immerged in the seawater,while the experimental ... A hydraulic power unit(HPU) is the driving "heart" of deep-sea working equipment.It is critical to predict its dynamic performances in deep-water before being immerged in the seawater,while the experimental tests by simulating deep-sea environment have many disadvantages,such as expensive cost,long test cycles,and difficult to achieve low-temperature simulation,which is only used as a supplementary means for confirmatory experiment.This paper proposes a novel theoretical approach based on the linear varying parameters(LVP) modeling to foresee the dynamic performances of the driving unit.Firstly,based on the varying environment features,dynamic expressions of the compressibility and viscosity of hydraulic oil are derived to reveal the fluid performances changing.Secondly,models of hydraulic system and electrical system are accomplished respectively through studying the control process and energy transfer,and then LVP models of the pressure and flow rate control is obtained through the electro-hydraulic models integration.Thirdly,dynamic characteristics of HPU are obtained by the model simulating within bounded closed sets of varying parameters.Finally,the developed HPU is tested in a deep-sea imitating hull,and the experimental results are well consistent with the theoretical analysis outcomes,which clearly declare that the LVP modeling is a rational way to foresee dynamic performances of HPU.The research approach and model analysis results can be applied to the predictions of working properties and product designs for other deep-sea hydraulic pump. 展开更多
关键词 深海环境 特性预测 液压系统 动力单元 模型集成 建模 动态性能 模型模拟
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Equality Testing for Soil Grid Unit Resolutions to Polygon Unit Scales with DNDC Modeling of Regional SOC Pools 被引量:2
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作者 YU Dongsheng PAN Yue +4 位作者 ZHANG Haidong WANG Xiyang NI Yunlong ZHANG Liming SHI Xue-zheng 《Chinese Geographical Science》 SCIE CSCD 2017年第4期552-568,共17页
Matching soil grid unit resolutions with polygon unit map scales is important to minimize the uncertainty of regional soil organic carbon(SOC) pool simulation due to their strong influences on the modeling.A series of... Matching soil grid unit resolutions with polygon unit map scales is important to minimize the uncertainty of regional soil organic carbon(SOC) pool simulation due to their strong influences on the modeling.A series of soil grid units at varying cell sizes was derived from soil polygon units at six map scales,namely,1:50 000(C5),1:200 000(D2),1:500 000(P5),1:1 000 000(N1),1:4 000 000(N4) and 1:14 000 000(N14),in the Taihu Region of China.Both soil unit formats were used for regional SOC pool simulation with a De Nitrification-DeC omposition(DNDC) process-based model,which spans the time period from 1982 to 2000 at the six map scales.Four indices,namely,soil type number(STN),area(AREA),average SOC density(ASOCD) and total SOC stocks(SOCS) of surface paddy soils that were simulated by the DNDC,were distinguished from all these soil polygon and grid units.Subjecting to the four index values(IV) from the parent polygon units,the variations in an index value(VIV,%) from the grid units were used to assess its dataset accuracy and redundancy,which reflects the uncertainty in the simulation of SOC pools.Optimal soil grid unit resolutions were generated and suggested for the DNDC simulation of regional SOC pools,matching their respective soil polygon unit map scales.With these optimal raster resolutions,the soil grid units datasets can have the same accuracy as their parent polygon units datasets without any redundancy,when VIV < 1% was assumed to be a criterion for all four indices.A quadratic curve regression model,namely,y = – 0.80 × 10^(–6)x^2 + 0.0228 x + 0.0211(R^2 = 0.9994,P < 0.05),and a power function model R? = 10.394?^(0.2153)(R^2 = 0.9759,P < 0.05) were revealed,which describe the relationship between the optimal soil grid unit resolution(y,km) and soil polygon unit map scale(1:10 000x),the ratio(R?,%) of the optimal soil grid size to average polygon patch size(?,km^2) and the ?,with the highest R^2 among different mathematical regressions,respectively.This knowledge may facilitate the grid partitioning of regions during the investigation and simulation of SOC pool dynamics at a certain map scale,and be referenced to other landscape polygon patches' mesh partition. 展开更多
关键词 土壤有机碳库 DNDC模型 多边形网格 单元网格 分辨率 SOC 地图比例尺 动态模拟
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An Examination of Male and Female Monthly Employment Rates over Time in Canada and the United States Using Hidden Markov Probability Models
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作者 William H. Laverty Ivan W. Kelly 《Open Journal of Statistics》 2018年第5期837-845,共9页
In this paper, we will illustrate the use and power of Hidden Markov models in analyzing multivariate data over time. The data used in this study was obtained from the Organization for Economic Co-operation and Develo... In this paper, we will illustrate the use and power of Hidden Markov models in analyzing multivariate data over time. The data used in this study was obtained from the Organization for Economic Co-operation and Development (OECD. Stat database url: https://stats.oecd.org/) and encompassed monthly data on the employment rate of males and females in Canada and the United States (aged 15 years and over;seasonally adjusted from January 1995 to July 2018). Two different underlying patterns of trends in employment over the 23 years observation period were uncovered. 展开更多
关键词 EMPLOYMENT Trends Hidden MARKOV models Multivariate Data CANADA unitED States
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论企业合规改革中的个人模式与组织模式关系
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作者 李本灿 《北京社会科学》 北大核心 2024年第1期71-77,共7页
在单位犯罪归责理论中,个人模式最大程度地契合了传统刑事责任理论,但其理论缺陷也较为明显,即无法适用于大型去中心化的现代企业,可能造成企业责任的严格化。组织模式充分契合了现代化的组织特征,对于激励企业合规也具有重要意义,然而... 在单位犯罪归责理论中,个人模式最大程度地契合了传统刑事责任理论,但其理论缺陷也较为明显,即无法适用于大型去中心化的现代企业,可能造成企业责任的严格化。组织模式充分契合了现代化的组织特征,对于激励企业合规也具有重要意义,然而,倡导组织模式不意味着对传统责任理论的摒弃,强调组织体绝对独立性的观点并不值得提倡。更合适的理论方案是,将个人模式与组织模式进行有益调和。如此,一则维持了传统刑事责任理论,不至于突破传统刑法;二则充分结合了现代组织特征,具有更强的合理性;三则有利于激励企业合规,以实现国家规制与企业自治的二元共治。 展开更多
关键词 企业合规 个人模式 组织模式 单位犯罪
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光储系统并网动态容量规划及运行优化研究
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作者 戚艳 王旭东 +3 位作者 陈淑婷 聂靖宇 邬斌扬 苏万华 《电测与仪表》 北大核心 2024年第4期116-122,共7页
针对电网中光储系统的容量规划问题,提出了一种考虑电网常规机组运行特性的光储系统并网动态容量规划模型。采用双层模型方法,上层规划以项目投资期间的光储系统、电网常规机组总成本为目标,通过灰狼算法求解,得到光储系统容量配置方案... 针对电网中光储系统的容量规划问题,提出了一种考虑电网常规机组运行特性的光储系统并网动态容量规划模型。采用双层模型方法,上层规划以项目投资期间的光储系统、电网常规机组总成本为目标,通过灰狼算法求解,得到光储系统容量配置方案,作为下层模型的输入;下层优化以光储并网后的日运行成本最低为目标,通过MATLAB调用Cplex的分支定界算法求解,得到光伏、蓄电池、电网常规机组调度方案,作为上层模型的输入。上下层循环迭代,直至满足收敛条件,实现光储系统容量的动态规划。最后通过具体算例验证了模型的合理性。算例仿真结果表明,该方法兼顾了电网常规机组能耗,得到了经济性最优的光储系统容量配置方案以及光储并网运行调度策略,从而降低电网的发电成本,提升环境效益。 展开更多
关键词 光储 常规机组 容量规划 双层模型
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基于CNN-GRU-ISSA-XGBoost的短期光伏功率预测
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作者 岳有军 吴明沅 +1 位作者 王红君 赵辉 《南京信息工程大学学报》 CAS 北大核心 2024年第2期231-238,共8页
针对光伏功率随机性及波动性大,单一预测模型往往难以准确分析历史数据波动规律,从而导致预测精度不高的问题,提出一种基于卷积神经网络-门控循环单元(CNN-GRU)和改进麻雀搜索算法(ISSA)优化的极限梯度提升(XGBoost)模型的短期光伏功率... 针对光伏功率随机性及波动性大,单一预测模型往往难以准确分析历史数据波动规律,从而导致预测精度不高的问题,提出一种基于卷积神经网络-门控循环单元(CNN-GRU)和改进麻雀搜索算法(ISSA)优化的极限梯度提升(XGBoost)模型的短期光伏功率预测组合模型.首先去除历史数据中的异常值并对其进行归一化处理,利用主成分分析法(PCA)进行特征选取,以便更好地识别影响光伏功率的关键因素.然后采用CNN网络提取数据的空间特征,再经过GRU网络提取时间特征,针对XGBoost模型手动配置参数困难、随机性大的问题,利用ISSA对模型超参数寻优.最后对两种方法预测的结果用误差倒数法减小误差的同时对权重进行更新,得到新的预测值,从而完成对光伏功率的预测.实验结果表明,所提出的CNN-GRU-ISSA-XGBoost组合模型具有更强的适应性和更高的精度. 展开更多
关键词 光伏功率预测 改进麻雀搜索算法 卷积神经网络 门控循环单元 XGBoost模型
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Advancing Scientific Rigor: Towards a Universal Informational Criterion for Assessing Model-Phenomenon Mismatch
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作者 Boris Menin 《Journal of Applied Mathematics and Physics》 2023年第7期1817-1836,共20页
The escalating costs of research and development, coupled with the influx of researchers, have led to a surge in published articles across scientific disciplines. However, concerns have arisen regarding the accuracy, ... The escalating costs of research and development, coupled with the influx of researchers, have led to a surge in published articles across scientific disciplines. However, concerns have arisen regarding the accuracy, validity, and reproducibility of reported findings. Issues such as replication problems, fraudulent practices, and a lack of expertise in measurement theory and uncertainty analysis have raised doubts about the reliability and credibility of scientific research. Rigorous assessment practices in certain fields highlight the importance of identifying potential errors and understanding the relationship between technical parameters and research outcomes. To address these concerns, a universally applicable criterion called comparative certainty is urgently needed. This criterion, grounded in an analysis of the modeling process and information transmission, accumulation, and transformation in both theoretical and applied research, aims to evaluate the acceptable deviation between a model and the observed phenomenon. It provides a theoretically grounded framework applicable to all scientific disciplines adhering to the International System of Units (SI). Objective evaluations based on this criterion can enhance the reproducibility and reliability of scientific investigations, instilling greater confidence in published findings. Establishing this criterion would be a significant stride towards ensuring the robustness and credibility of scientific research across disciplines. 展开更多
关键词 Amount of Information Information Channel Measurement model System of units Uncertainty Underwater Electrical Discharge
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陆地高分辨率水文—生物地球化学过程CNMM-DNDC三维模型的研发及应用进展
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作者 郑循华 李思琪 +7 位作者 张伟 刘春岩 姚志生 韩圣慧 王睿 王凯 陈笑 李勇 《大气科学》 CSCD 北大核心 2024年第1期92-107,共16页
CNMM-DNDC模型是本文作者团队研发的陆地高分辨率水文—生物地球化学过程三维模型。本文系统介绍了建模背景和理念、核心过程和模型特点、模拟功能和观测验证、多尺度区域或流域初步应用以及未来发展展望。自2018年刊发首个版本以来,该... CNMM-DNDC模型是本文作者团队研发的陆地高分辨率水文—生物地球化学过程三维模型。本文系统介绍了建模背景和理念、核心过程和模型特点、模拟功能和观测验证、多尺度区域或流域初步应用以及未来发展展望。自2018年刊发首个版本以来,该模型经过了多方面科学过程改进和模拟功能扩展,在元素化学反应、物质相变和机械迁移等基本物理、化学、生物过程层面,完成了对陆地表层系统碳氮磷水循环全耦合的精细刻画。迄今开展的观测验证表明,CNMM-DNDC模型基本普适于不同生物气候带(从热带到寒区多年冻土地带)的流域或区域长时间序列“三高”(时间、空间和过程高分辨率)综合模拟,实现对陆地生态系统的碳、氮、磷、水三维运移、水土流失、水力驱动溶解态和颗粒态碳氮磷横向迁移、碳氮温室气体和污染气体排放、生态系统生产力、水分蒸散发和水分能量平衡等众多可持续发展目标表征变量的预测。该模型广泛推广应用于多尺度区域或流域的复杂过程虚拟科学试验研究和服务于面向生态环境建设与减污降碳的优化调控决策,可望为协同落实联合国多个可持续发展目标提供先进的数值模拟技术支撑。 展开更多
关键词 碳氮磷水循环全耦合模拟 水文—生物地球化学过程模型 CNMM-DNDC模型 联合国可持续发展目标
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