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Explicit diagnosis of the local ozone production rate and the ozone-NOx-VOC sensitivities 被引量:38
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作者 Zhaofeng Tan Keding Lu +10 位作者 Huabin Dong Min Hu Xin Li Yuhan Liu Sihua Lu Min Shao Rong Su Haichao Wang Yusheng Wu Andreas Wahner Yuanhang Zhang 《Science Bulletin》 SCIE EI CSCD 2018年第16期1067-1076,共10页
In the troposphere, ozone is a harmful gas compound to both human health and vegetation. Ozone is produced from the reaction of NO_x(@NO + NO_2) and VOCs(volatile organic compounds) with light. Due to the highly nonli... In the troposphere, ozone is a harmful gas compound to both human health and vegetation. Ozone is produced from the reaction of NO_x(@NO + NO_2) and VOCs(volatile organic compounds) with light. Due to the highly nonlinear relationships between ozone and its precursors, proper ozone mitigation relies on the knowledge of chemical mechanisms. In this study, an observation-based method is used to simulate ozone formation and elucidate its controlling factors for a rural site on the North China Plain. The instantaneous ozone production rate is calculated utilizing a box model using the dataset obtained from the Wangdu campaign. First, the model was operated in a time-dependent mode to calculate the ozone production rate at each time stamp. The calculated ozone formation rate showed a diurnal average maximum value of 17 ppbv/h(1-h diurnal averaged). The contribution of individual peroxy radicals to ozone production was analyzed. In addition, the functional dependence of calculated P(O_3) reveals that ozone production was in a NO_x-limited regime during the campaign. Furthermore, the missing peroxy radical source will further extend NO_x-limited conditions to earlier in the day, making NO_xlimitation dominate more of a day than the current chemical model predicts. Finally, a multiple scenarios mode,also known as EKMA(empirical kinetic modeling approach), was used to simulate the response of P(O_3) to the imaginary change in precursor concentrations. We found that ozone production was in the NO_x-limited region. However, the use of NO_2 measured by the molybdenum converter and/or the absence of a peroxy radical source in the current chemical model could over-emphasize the VOC-limited effect on ozone production. 展开更多
关键词 Observational-based model Instantaneous ozone production rate empirical kinetic modeling approach) EKMA
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信用风险度量方法与建模研究 被引量:7
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作者 朱小宗 张宗益 耿华丹 《系统工程学报》 CSCD 北大核心 2006年第6期561-567,共7页
实证分析表明,现代信用风险度量模型对我国银行贷款组合信用风险度量有一定的效果,大多数测算的结果大于实际值,不同模型预测结果相差也较大,而且不能对单笔贷款的损失进行有效预测.在深入研究企业违约本质的基础上,建立了一个解析式的... 实证分析表明,现代信用风险度量模型对我国银行贷款组合信用风险度量有一定的效果,大多数测算的结果大于实际值,不同模型预测结果相差也较大,而且不能对单笔贷款的损失进行有效预测.在深入研究企业违约本质的基础上,建立了一个解析式的新模型,实证检验和范式比较分析说明了新模型预测的效果要明显优于西方国家开发的模型,并且不需要大量的历史信贷统计数据,更适合于缺乏长期历史信贷数据的我国商业银行,也完全满足高级内部评级法的要求,显示出强大的优越性. 展开更多
关键词 信用风险 金融模型 实证分析 建模研究
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Science of empirical design in mining ground control 被引量:9
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作者 Mark Christopher 《International Journal of Mining Science and Technology》 SCIE EI CSCD 2016年第3期461-470,共10页
Many problems in rock engineering are limited by our imperfect knowledge of the material properties and failure mechanics of rock masses. Mining problems are somewhat unique, however, in that plenty of real world expe... Many problems in rock engineering are limited by our imperfect knowledge of the material properties and failure mechanics of rock masses. Mining problems are somewhat unique, however, in that plenty of real world experience is generally available and can be turned into valuable experimental data.Every pillar that is developed, or stope that is mined, represents a full-scale test of a rock mechanics design. By harvesting these data, and then using the appropriate statistical techniques to interpret them,mining engineers have developed powerful design techniques that are widely used around the world.Successful empirical methods are readily accepted because they are simple, transparent, practical, and firmly tethered to reality. The author has been intimately associated with empirical design for his entire career, but his previous publications have described the application of individual techniques to specific problems. The focus of this paper is the process used to develop a successful empirical method. A sixstage process is described: identification of the problem, and of the end users of the final product; development of a conceptual rock mechanics model, and identification of the key parameters in that model;identification of measures for each of the key parameters, and the development of new measures(such as rating scales) where necessary; data sources and data collection; statistical analysis; and packaging of the final product. Each of these stages has its own potential rewards and pitfalls, which will be illustrated by incidents from the author's own experience. The ultimate goal of this paper is to provide a new and deeper appreciation for empirical techniques, as well as some guidelines and opportunities for future developers. 展开更多
关键词 Design Pillar Stope empirical Statistics modeling
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Observation and modeling on irregular purple soil water infiltration process 被引量:6
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作者 CHENG Dong-bing DONG Lin-yao +1 位作者 QIAN Feng SUN Bei 《Journal of Mountain Science》 SCIE CSCD 2017年第6期1076-1085,共10页
The infiltration process is a critical link between surface water and groundwater. In this research, a specific device to observe infiltration processes in homogeneous and heterogeneous soils with triangular and inver... The infiltration process is a critical link between surface water and groundwater. In this research, a specific device to observe infiltration processes in homogeneous and heterogeneous soils with triangular and inverted triangular profiles was designed, and the Green-Ampt model was employed for the process simulation. The results indicate that(1) the wetting front in coarse texture soils transports faster than in fine texture soils;(2) for the homogeneous case, the wetting front in triangularshaped soils transports faster than the inverted triangular type, but the triangular-shaped soils show a lower infiltration rate;(3) in the initial step, the wetting front in triangular-shaped soils shows higher transport speed, but depicts lower speed with increase in the time;(4) both the wetting front and infiltration rate show a significant exponential relation with the time. From these findings, an empirical model was developed which agrees well with the observed data and provides a useful method for this field of soil research. 展开更多
关键词 Purple soil Triangular profile Inverted triangular profiles Soil water infiltration empirical modeling
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Modeling the Kinetics of Moisture Desorption from Safou Pulp [Dacryodes edulis (G. Don) H.J.Lam] before the Oil Extraction Step
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作者 Anicet Frédéric Binaki Feueltgaldah Christian Bopoundza +3 位作者 Bob Wilfrid Loumouamou Gueko Séraphin Nguié Eliane Thérèse Biassala Thomas Silou 《Open Journal of Applied Sciences》 2024年第8期2050-2064,共15页
The aim of this work is to model the drying kinetics of Safou pulp with or without endocarp using a phenomenological approach. Oven-drying kinetics at 70˚C, 90˚C and 105˚C were monitored using the curves given by the ... The aim of this work is to model the drying kinetics of Safou pulp with or without endocarp using a phenomenological approach. Oven-drying kinetics at 70˚C, 90˚C and 105˚C were monitored using the curves given by the reduced mass as a function of time, which are modeled according to the Avrami/page, Fick and Peleg models using OringinPro 2018 software. The results showed that parameters k and n of the Avrami/Page model vary very little with fruit size and drying temperature (0.0018 ± 0.0002 k n k (Avrami model/page) were virtually identical, while b (Fick model) and n (Avrami model/page) were virtually identical for the same sample. For the Peleg model, the parameter a, varies from 0.0018 ± 0.0002 to 0.03328 ± 0.0079, with a ratio of 18.6 for all experimental conditions studied. However, with 0.977 R2 χ2 < 0.00002, we have a good fit of the model to the experimental data. The same applies to parameter b, which ranges from 0.82 ± 0.05 to 1.21 ± 0.02. Thus, drying modeling by these three models can be used to describe and predict the progress of oven-drying of safou pulp. 展开更多
关键词 DRYING modeling empirical Models Dacryodes edulis Congo Basin
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经验研究中情景感知需求获取与建模系统文献综述 被引量:5
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作者 栗元邦 彭蓉 +2 位作者 季晶晶 王帮超 赖涵 《软件学报》 EI CSCD 北大核心 2018年第2期320-339,共20页
情景感知(context aware)的应用是当前的一个研究热点,但是,由于情景的复杂性和不确定性,如何获取这些应用的需求面临着巨大挑战,需求工程领域出现了大量的研究来解决这一挑战.使用系统文献综述(systematic literature review)的方法首... 情景感知(context aware)的应用是当前的一个研究热点,但是,由于情景的复杂性和不确定性,如何获取这些应用的需求面临着巨大挑战,需求工程领域出现了大量的研究来解决这一挑战.使用系统文献综述(systematic literature review)的方法首先分析了不同情景维度对需求获取与建模的支持,统计并深入分析情景感知的需求获取与建模中常用的方法,评估了不同经验方法的技术转移成熟度.最后,基于上述结论,给出了情景感知的需求获取与建模下一步的研究方向. 展开更多
关键词 系统文献综述 经验研究 需求获取 需求建模 技术转移
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高速端面铣削加工引入残余压应力场的试验研究 被引量:5
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作者 龙震海 赵文祥 王西彬 《航空材料学报》 EI CAS CSCD 2008年第2期24-29,共6页
为研究高速铣削加工表面残余应力分布,在统计试验设计指导下,使用X射线衍射/电解抛光方法对试样表层、次表层残余应力分布进行测量,得出残余应力分布曲线经验预报公式,探讨切削参数对残余压应力场特征指标的影响规律。研究结果表明,合... 为研究高速铣削加工表面残余应力分布,在统计试验设计指导下,使用X射线衍射/电解抛光方法对试样表层、次表层残余应力分布进行测量,得出残余应力分布曲线经验预报公式,探讨切削参数对残余压应力场特征指标的影响规律。研究结果表明,合理的高速切削工艺将在加工表面内引入类似喷丸强化效果的残余压应力场;(3,1)有理式模型与三阶多项式模型是描述高速铣削引入残余应力分布曲线的有效拟合公式;高速切削工艺参数对加工表面残余应力场的产生有直接影响,每齿进给量是决定残余压应力分布的关键因素,每齿进给量的变化将引起残余应力场形成机理的改变。 展开更多
关键词 高速加工 残余应力场 峰值应力作用深度 经验建模
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Empirical modeling of ionospheric F2 layer critical frequency over Wakkanai under geomagnetic quiet and disturbed conditions 被引量:4
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作者 LIU Jing LIU LiBo +2 位作者 ZHAO BiQiang WAN WeiXing CHEN YiDing 《Science China(Technological Sciences)》 SCIE EI CAS 2012年第5期1169-1177,共9页
The hourly values of the ionospheric F2 layer critical frequency, foF2, recorded at Wakkanai ionosonde station (45.4°N, 141.7°E) have been collected to construct a middle-latitude single-station model for ... The hourly values of the ionospheric F2 layer critical frequency, foF2, recorded at Wakkanai ionosonde station (45.4°N, 141.7°E) have been collected to construct a middle-latitude single-station model for forecasting foF2 under geomagnetic quiet and disturbed conditions. The module for the geomagnetic quiet conditions incorporates local time, seasonal, and solar vari- ability of climatological foF2 and its upper and lower quartiles. It is the first attempt to predict the upper and lower quartiles of foF2 to account for the notable day-to-day variability in ionospheric foF2. The validation statistically verifies that the model captures the climatological variations of foF2 with higher accuracy than IRI does. The storm-time module is built to capture the geomagnetic storm induced relative deviations of foF2 from the quiet time references. In the geomagnetically disturbed module, the storm-induced deviations are described by diumal and semidiumal waves, which are modulated by a modified magnetic activity index, the Kf index, reflecting the delayed responses of foF2 to geomagnetic activity forcing. The coeffi- cients of the model in each month are determined by fitting the model formula to the observation in a least-squares way. We provide two options for the geomagnetic disturbed module, including or not including Kalman filter algorithm. The Kalman filter algorithm is introduced to optimize these coefficients in real time. Our results demonstrate that the introduction of the Kalman filter algorithm in the storm time module is promising for improving the accuracy of predication. In addition, comparisons indicate that the IRI model prediction of the F2 layer can be improved to provide better performances over this region. 展开更多
关键词 empirical modeling Kalman f'dter ionospheric storm
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PEMFC的通用稳态电压模型的开发 被引量:3
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作者 张颖颖 曹广益 朱新坚 《电源技术》 CAS CSCD 北大核心 2005年第6期402-405,共4页
为了进行电池控制设计而为电池输出电压建立模型。在分析大量文献的机理模型和经验模型的基础上,将机理和经验两种建模方法良好结合,重点是改进电池膜阻抗部分的模型,目的是使得到的PEMFC电压模型因为基于机理基础而具有灵活的有效性,... 为了进行电池控制设计而为电池输出电压建立模型。在分析大量文献的机理模型和经验模型的基础上,将机理和经验两种建模方法良好结合,重点是改进电池膜阻抗部分的模型,目的是使得到的PEMFC电压模型因为基于机理基础而具有灵活的有效性,同时又有经验的形式而具有适合控制的简单性。多组PEMFC实验数据的验证表明,提出的膜阻抗模型能够在电流密度为0~0.9A/cm的范围内准确预测各种Nafion117膜的阻抗,电压模型能够在很大的电流密度范围内,适用于具有不同反应面积和不同特点Nafion膜的PEM燃料电池,因此是PEM燃料电池发电系统仿真和设计分析的一个很有用的工具。 展开更多
关键词 质子交换膜燃料电池 输出电压 膜阻抗 机理建模 经验建模
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Experimental study on the wave loads of twin-plate breakwaterunder oblique waves 被引量:2
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作者 GU Qian HUANG Guoxing +2 位作者 ZHANG Ningchuan LI Longxiang SHAO Zhong'an 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2016年第12期100-109,共10页
In this study, systematic physical model tests were performed to investigate the wave forces on the twin-plate breakwater under irregular waves. Based on the experimental results, the effects of the relative plate wid... In this study, systematic physical model tests were performed to investigate the wave forces on the twin-plate breakwater under irregular waves. Based on the experimental results, the effects of the relative plate width B/L,wave height Hs/D and incident angle θ0 on the wave forces were analyzed and discussed. The results showed that:(1) The envelopes of the total wave pressure were generally symmetrical along the direction of plate width under the incident angles(θ0) being 0°, 15°, 30°, 45° and 60°. In particular, the envelopes of wave pressure atθ0=30° were larger than all other cases.(2) The synchronous pressure distribution of the breakwater under oblique wave action was more complicated comparing to the normal incident waves.(3) Based on data analysis, an empirical formula was obtained to estimate the total vertical force of the twin-plate breakwater.This empirical formula can be a good reference for the design basis of engineering applications under specified wave conditions. 展开更多
关键词 twin-plate breakwater oblique random wave wave load modeling test empirical formula
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面向控制的PEMFC膜阻抗模型的改进研究
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作者 张颖颖 曹广益 朱新坚 《计算机仿真》 CSCD 2006年第9期240-242,252,共4页
PEM燃料电池建模不论对电池研制还是操作都具有重要意义。该文针对控制的需要,集中研究质子交换膜燃料电池膜阻抗部分的模型。首先根据机理研究结果分析,质子交换膜的阻抗性质可以简化为电流密度和工作温度的函数关系,然后以复杂的... PEM燃料电池建模不论对电池研制还是操作都具有重要意义。该文针对控制的需要,集中研究质子交换膜燃料电池膜阻抗部分的模型。首先根据机理研究结果分析,质子交换膜的阻抗性质可以简化为电流密度和工作温度的函数关系,然后以复杂的机理分析模型为基础,结合经验的数据分析技术,对膜阻抗提出了适合控制的改进型简化模型。最后对多组不同实验数据的验证结果表明,该膜阻抗模型可以在电流密度为0~0.9A/cm的范围内准确的预测各种Nafion117膜的阻抗特性。 展开更多
关键词 质子交换膜 膜阻抗 机理建模 经验建模
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海杂波测量与建模研究进展 被引量:1
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作者 李清亮 张金鹏 张玉石 《电波科学学报》 CSCD 北大核心 2023年第4期559-573,共15页
海杂波作为对海雷达目标检测的重要影响因素,其特性的准确认知一直是雷达技术领域的关注热点和难点问题.本文从海杂波测量、数据处理和特性建模三个方面,对中国电波传播研究所在海杂波系统性研究方面的进展进行综述.结合具体试验测量系... 海杂波作为对海雷达目标检测的重要影响因素,其特性的准确认知一直是雷达技术领域的关注热点和难点问题.本文从海杂波测量、数据处理和特性建模三个方面,对中国电波传播研究所在海杂波系统性研究方面的进展进行综述.结合具体试验测量系统和数据,介绍了不同平台的海杂波测量技术和数据处理方法,从传统经验建模和基于深度学习的人工智能建模两个角度,对海杂波特性建模进行了重点阐述.最后,从测量、建模和理论研究等方面对海杂波研究未来发展方向进行了展望. 展开更多
关键词 海杂波测量 数据处理 海杂波建模 经验建模 深度学习 擦地角 自动识别系统(AIS) 雷达分辨率 虚警率 大气波导
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Comparison of Debris Flow Characteristics Obtained by Using Video Materials and Modeling 被引量:1
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作者 Viktoriia Antonovna Kurovskaia Dariia Pavlovna Sokolova +1 位作者 Andrey Alekseevich Ostashov Tatyana Alexandrovna Vinogradova 《Open Journal of Geology》 2019年第2期75-88,共14页
Velocity of debris flow is one of the most important characteristics for the protective construction design. Since debris flows are rare events, and observations are conducted only on stations in Russia, Ukraine, Ital... Velocity of debris flow is one of the most important characteristics for the protective construction design. Since debris flows are rare events, and observations are conducted only on stations in Russia, Ukraine, Italy, Switzerland, USA, China, Japan and New Zealand, the velocity is calculated rather than measured. Nowadays, a large number of videos with passing debris flows have appeared on the Internet. Scientists can use such video materials to obtain qualitative and quantitative characteristics of the debris flow. Therefore, the aim of our research is an attempt to measure the debris flow velocity using video materials and compare the obtained results with the calculated values using various methods. The debris flow that came down in Firgen, Austria on August 4, 2012 was chosen as the object of our study. The video was carried out from several angles, so it was possible to select a section of the channel, through which we could measure the debris flows waves velocity. In addition, we calculated the velocities of waves by formulas adopted in the regulatory documents and compared with the measured by video values. During the video analysis, debris flow velocities at different sites were observed: minimum—7.2 m/s and maximum—10 m/s. The calculated values varied from 4.5 m/s to 11.4 m/s. Moreover, we applied model of the transport-shear process of debris flow formation developed by Yu. B. Vinogradov. When we were comparing the obtained debris flow discharges with results from Austrian colleagues, we found out that the values were similar to each other. However, internal scatter in the model changed from 151 to 190 m3/s, while in the report of Austrian colleagues the discharges were from 80 to 250 m3/s. 展开更多
关键词 DEBRIS FLOW VELOCITY of DEBRIS FLOW VIDEO Material of DEBRIS FLOW empirical FORMULAS modeling
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Adaptive robust control of soft bending actuators:an empirical nonlinear model-based approach 被引量:2
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作者 Cong CHEN Jun ZOU 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2021年第9期681-694,共14页
Soft robotics,compared with their rigid counterparts,are able to adapt to uncharted environments,are superior in safe human-robot interactions,and have low cost,owing to the native compliance of the soft materials.How... Soft robotics,compared with their rigid counterparts,are able to adapt to uncharted environments,are superior in safe human-robot interactions,and have low cost,owing to the native compliance of the soft materials.However,customized complex structures,as well as the nonlinear and viscoelastic soft materials,pose a great challenge to accurate modeling and control of soft robotics,and impose restrictions on further applications.In this study,a unified modeling strategy is proposed to establish a complete dynamic model of the most widely used pneumatic soft bending actuator.First,a novel empirical nonlinear model with parametric and nonlinear uncertainties is identified to describe the nonlinear behaviors of pneumatic soft bending actuators.Second,an inner pressure dynamic model of a pneumatic soft bending actuator is established by introducing a modified valve flow rate model of the unbalanced pneumatic proportional valves.Third,an adaptive robust controller is designed using a backstepping method to handle and update the nonlinear and uncertain system.Finally,the experimental results of comparative trajectory tracking control indicate the validity of the proposed modeling and control method. 展开更多
关键词 Pneumatic soft bending actuator empirical nonlinear model identification Unbalanced pneumatic proportional valve modeling Adaptive robust control Trajectory tracking
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一种经验建模的客观分型方法及其应用 被引量:2
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作者 张丰启 金保华 《南京气象学院学报》 CSCD 1999年第1期69-74,共6页
介绍一种应用常规历史天气图资料进行天气学客观分型的思路和方法。首先建立某种天气发生的若干环流模型,然后确定各模型的判别条件和顺序,由计算机进行自动分型,得到各环流型样本,实现客观分型。此方法应用于威海市冬季分区降水预... 介绍一种应用常规历史天气图资料进行天气学客观分型的思路和方法。首先建立某种天气发生的若干环流模型,然后确定各模型的判别条件和顺序,由计算机进行自动分型,得到各环流型样本,实现客观分型。此方法应用于威海市冬季分区降水预报系统的天气分型,降水模型物理意义明确,识别条件实用,系统自动化。 展开更多
关键词 天气图 经验建模 客观分型 数值产品释用
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Cloth Modeling Based on Particle System
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作者 Zhong Yueqi(钟跃崎) +1 位作者 Wang Shanyuan(王善元) 《Journal of Donghua University(English Edition)》 EI CAS 2001年第2期41-44,共4页
A physical-based particle system is employed for cloth modeling supported by two basic algorithms, between which one is the construction of the internal and external forces acting on the particle system in terms of KE... A physical-based particle system is employed for cloth modeling supported by two basic algorithms, between which one is the construction of the internal and external forces acting on the particle system in terms of KES-F bending and shearing tests, and the other is the collision algorithm of which the collision detection is carried by means of bi-section of time step and the collision response is handled according to the empirical law for frictionless collision With these algorithms. the geometric state of parcles can be expressed as ordinary differential equationswhich is numerically solved by fourth order Runge- Kutta integration. Different draping figures of cotton fabric and wool fabric prove that such a particle system is suitable for 3D cloth modeling and simulation. 展开更多
关键词 CLOTH modeling PARTICLE system empirical data dynamic animation NUMERICAL simulation COLLISION algorithm
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Calculating the dielectric anisotropy of nematic liquid crystals:a reinvestigation of the Maier-Meier theory
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作者 张然 何军 +1 位作者 彭增辉 宣丽 《Chinese Physics B》 SCIE EI CAS CSCD 2009年第7期2885-2892,共8页
This paper investigates the average dielectric permittivity (^-ε) in the Maier-Meier theory for calculating the dielectric anisotropy (△ε) of nematic liquid crystals.For the reason that ^-ε of nematics has the... This paper investigates the average dielectric permittivity (^-ε) in the Maier-Meier theory for calculating the dielectric anisotropy (△ε) of nematic liquid crystals.For the reason that ^-ε of nematics has the same expression as the dielectric permittivity of the isotropic state,the Onsager equation for isotropic dielectric was used to calculate it.The computed ^-ε shows reasonable agreement with the results of the numerical methods used in the literature.Molecular parameters,such as the polarizability and its anisotropy,the dipole moment and its angle with the molecular long axis,were taken from semi-empirical quantum chemistry (MOCPAC/AM1) modeling.The calculated values of △ε according to the Maier-Meier equation are in good agreement with the experimental results for the investigated compounds having different core structures and polar substituents. 展开更多
关键词 dielectric anisotropy molecule modeling semi-empirical quantum chemistry nematic liquid crystals
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Color development in an extrusion-cooked model system 被引量:1
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作者 Hanwu Lei Roger Ruan +1 位作者 R.Gary Fulcher Bernhard van Lengerich 《International Journal of Agricultural and Biological Engineering》 SCIE EI CAS 2008年第2期55-63,共9页
Rice-glucose-lysine blend was extruded using a co-rotating twin-screw extruder.The effects of different extrusion conditions on the browning properties of extrudates were analyzed and compared using the CIE Lab system... Rice-glucose-lysine blend was extruded using a co-rotating twin-screw extruder.The effects of different extrusion conditions on the browning properties of extrudates were analyzed and compared using the CIE Lab system of measurement.Extrusion process variables included moisture content,screw speed,barrel temperature,and screw geometry.The influence of product temperature on the browning property of extrudates was significant(P<0.05).The color parameters were related to product temperature by a 4th degree polynomial(P<0.05).Hunter color scale values(L*,a*,b*,-L*a*/b*,Whiteness Index,and Yellowness Index)from extruded samples were analyzed to relate to extrusion process variables.Product temperature and browning properties were modeled and tested at various screw configurations and extrusion conditions.Product temperature and browning property models were verified using different screw geometries and other processing conditions with reasonable accuracy. 展开更多
关键词 twin-screw extrusion BROWNING hunter color scale Maillard reaction empirical modeling
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Stochastic Systems Arising from Markov Modulated Empirical Measures 被引量:1
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作者 YIN Gang BUI Trang 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2017年第5期999-1011,共13页
This work is devoted to stochastic systems arising from empirical measures of random sequences(termed primary sequences) that are modulated by another Markov chain. The Markov chain is used to model random discrete ev... This work is devoted to stochastic systems arising from empirical measures of random sequences(termed primary sequences) that are modulated by another Markov chain. The Markov chain is used to model random discrete events that are not represented in the primary sequences. One novel feature is that in lieu of the usual scaling in empirical measure sequences, the authors consider scaling in both space and time, which leads to new limit results. Under broad conditions, it is shown that a scaled sequence of the empirical measure converges weakly to a number of Brownian bridges modulated by a continuous-time Markov chain. Ramifications and special cases are also considered. 展开更多
关键词 Brownian bridge limit empirical measure multi-scale modeling regime-switching model weak convergence
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Comparison of artificial neural networks with empirical correlations for estimating the average cycle time in conical spouted beds 被引量:1
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作者 I. Estiatia M. Tellabidea +4 位作者 J.F. Saldarriaga H. Altzibara F.B. Freirec J.T. Freirec M. Olazara 《Particuology》 SCIE EI CAS CSCD 2019年第1期48-57,共10页
Conventional spouted beds have been extensively used in many real-life applications but are not suited for all types of materials, especially fine particles, which require internal devices to improve their motion in t... Conventional spouted beds have been extensively used in many real-life applications but are not suited for all types of materials, especially fine particles, which require internal devices to improve their motion in the spouted bed. However, unlike conventional spouted beds, there are almost no mechanistic or empirical models available for the design of spouted beds with internals. Given the availability of an extensive but not experimentally designed database, the main purpose of this study is to present an analysis of neural networks and empirical models in terms of their suitability to fit and predict average cycle times in conical spouted beds with and without draft tubes. The parameters investigated are particle size, density, contactor angle, gas inlet diameter, static bed height, and draft tube features. Although the amount of information is always a key factor when fitting models, the size of the database used in this study strongly affects the fitting performance of empirical models, whereas artificial neural networks are more influenced by how the data are scaled. Results of model verification show that both techniques are suitable for predicting average cycle times for data outside the range covered by the database. 展开更多
关键词 empirical correlation Artificial neural network AVERAGE CYCLE time Conical spouted BED Draft TUBES modeling
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