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A Study on the Factors Influencing Consumer Purchase Decision Under the Live-Streaming Sales Model
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作者 Zhaoxia Zhang Yating Mo Yijun Xia 《Journal of Electronic Research and Application》 2024年第3期185-190,共6页
In recent years,with the rapid development and popularization of Internet information technology,many new media platforms have risen rapidly,and major e-commerce companies have begun to explore the mode of livestreami... In recent years,with the rapid development and popularization of Internet information technology,many new media platforms have risen rapidly,and major e-commerce companies have begun to explore the mode of livestreaming.Especially during the COVID-19 pandemic,due to the lockdown,live-streaming has become an important means of economic development in many places.Owing to its remarkable characteristics of timeliness,entertainment,and interactivity,it has become the latest and trendiest sales mode of e-commerce channels,reflecting huge economic potential and commercial value.This article analyzes two models and their characteristics of live-streaming sales from a practical perspective.Based on this,it outlines consumer purchasing decisions and the factors that affect consumer purchasing decisions under the live-streaming sales model.Finally,it discusses targeted suggestions for using the live-streaming sales model to expand the consumer market,hoping to promote the healthy and steady development of the live-streaming sales industry. 展开更多
关键词 Live streaming sales model CONSUMERS Purchase decisions Influencing factors
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Influences of Limited Ammonium Nitrogen and Water Temperature on the Urban Stream Restoration Using Bacterial Technology – View from the Perspective of Numerical Modelling 被引量:1
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作者 Doddi Yudianto Yuebo Xie 《Journal of Water Resource and Protection》 2010年第3期227-234,共8页
To complete the previously information issued on the feasibility study and some technical challenges identi-fied from the application of bacterial technology, this study presents another characteristics of numerical o... To complete the previously information issued on the feasibility study and some technical challenges identi-fied from the application of bacterial technology, this study presents another characteristics of numerical output as the bacterial growth is now also limited to ammonium nitrogen and water temperature. Based on the results obtained, it is found that the degradation of readily biodegradable COD will be much slower be-cause of lower bacterial growth. At certain period, the COD concentration will increase and be plotted higher later on compared to the model which is limited only to substrate and oxygen. Besides the ammonium nitro-gen, other parameters i.e. particulate products from COD decay and particulate degradable organic nitrogen will also increase soon after certain time. Considering the increase of ammonium nitrogen as it is also con-verted to nitrate nitrogen, it can be predicted that some algae may show up during the treatment processes. When the model is simulated under different water temperature, slower biodegradation process is presented at lower water temperature. Because the bacteria grow better at higher water temperature, more oxygen is then required. Finally, from this study, it is also identified that the artificial mixing and addition of oxygen at initial stage of treatment will considerably influence the restoration. 展开更多
关键词 stream RESTORATION BACTERIAL TECHNOLOGY Polluted Urban streamS Numerical modelling MATLAB
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Double Multiple Streamtube Model and Numerical Analysis of Vertical Axis Wind Turbine 被引量:2
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作者 Habtamu Beri Yingxue Yao 《Energy and Power Engineering》 2011年第3期262-270,共9页
The present paper contributes to the modeling of unsteady flow analysis of vertical axis wind turbine (VAWT). Double multiple streamtube (DSMT) model was applied for the performance prediction of straight bladed fixed... The present paper contributes to the modeling of unsteady flow analysis of vertical axis wind turbine (VAWT). Double multiple streamtube (DSMT) model was applied for the performance prediction of straight bladed fixed pitch VAWT using NACA0018 airfoil at low wind speed. A moving mesh technique was used to investigate two-dimensional unsteady flow around the same VAWT model with NACA0018 airfoil modified to be flexible at 150 from the main blade axis of the turbine at the trailing edge located about 70 % of the blade chord length using fluent solving Reynolds average Navier-strokes equation. The results obtained from DMST model and the simulation results were then compared. The result shows that the CFD simulation with airfoil modified has shown better performance at low tip speed ratios for the modeled turbine. 展开更多
关键词 Wind TURBINE ACTUATOR DISK MOMENTUM model stream Tube VAWT CFD
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Modelling of Streamflow of a Catchment in Kenya 被引量:1
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作者 John P. O. Obiero Mohammed A. Hassan Lawrence O. M. Gumbe 《Journal of Water Resource and Protection》 2011年第9期667-677,共11页
Modeling stream flow forms a basis upon which policy makers, watershed planners and managers make ap- propriate decisions consistent with sustainable management of land and water resources in the watershed. The aim of... Modeling stream flow forms a basis upon which policy makers, watershed planners and managers make ap- propriate decisions consistent with sustainable management of land and water resources in the watershed. The aim of this research is to provide a preliminary assessment of the performance of a complex watershed model in predicting stream flow on the Naro Moru river catchment in Ewaso Ng’iro river basin, Kenya. The research involved model input data preparation, model set up and test running, sensitivity analysis and cali- bration of the Soil Water Assessment Tool (SWAT) model. Preliminary evaluation of the model performance involved the use of known quantitative evaluation statistics that included correlation coefficient, Nash Sut- cliffe efficiency (NSE), Deviation Volume (Dv) and a graphical technique for comparing observed and simu- lated flows. Initial model runs yielded poor daily flow simulations compared to monthly simulations. Poor daily simulation was attributed to differences in the timing of observed and simulated hydrographs. The model was calibrated for a three year period followed by a three year validation period based on monthly flows. Calibration results indicated an acceptable, but modest, agreement between observed and simulated monthly stream flows with a correlation coefficient (r) of about 0.7, NSE = 5%, and Dv= 61.7%. After vali- dation, the model performance was satisfactory with the coefficient of determination (R2 ≈ 0.6), Nash-Sut- cliffe efficiency (NSE) of 0.51 and a deviation volume (Dv) value of 24.7%. The modest model performance was associated with input data deficiencies and model limitations. Even then, the results indicate that the model can possibly be adapted to the local conditions in the catchment for which it is being applied but with improvements involving better parameter calibration techniques, and collection of better quality data. Such a study may be used to predict the effect of climate change on river flows as well as the effect of land use changes on the hydrologic response of a catchment. 展开更多
关键词 stream FLOW Simulation model Evaluation Prediction CALIBRATION and VALIDATION
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Modelling Uncertainty of Stream Networks Derived from Elevation Data Using Two Free Softwares: R and SAGA 被引量:1
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作者 Hammadi Achour Noamen Rebai +1 位作者 Jean Van Den Driessche Samir Bouaziz 《Journal of Geographic Information System》 2012年第2期153-160,共8页
Stream networks are considered important units in many environmental decision making processes. The extraction of streams using digital elevation models (DEMs) presents many advantages. However it is very sensitive to... Stream networks are considered important units in many environmental decision making processes. The extraction of streams using digital elevation models (DEMs) presents many advantages. However it is very sensitive to the uncertainty of the elevation datasets used. The main aim of this paper is to implement geostatistical simulations and assess the propagated uncertainty and map the error of location streams. First, point sampled elevations are used to fit a variogram model. Next two hundred DEM realizations are generated using conditional sequential Gaussian simulation;the stream network map is extracted for each of these realizations, and the collection of stream networks is analyzed to quantify the error propagation. At each grid cell, the probability of the occurrence of a stream and the propagated error are estimated. The more probable stream network are delineated and compared with the digital stream network derived from topographic map. The method is illustrated using a small dataset (8742 sampled elevations) for Anaguid Saharan platform. All computations are run in two free softwares: R and SAGA. R is used to fit variogram and to run sequential Gaussian simulation. SAGA is used to extract streams via RSAGA library. 展开更多
关键词 DEM stream Network UNCERTAINTY modeling R SAGA
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Modeling and Analysis for Streaming Service Systems 被引量:2
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作者 Hai-Peng Zhang Bao-Qun Yin Xiao-Nong Lu 《International Journal of Automation and computing》 EI CSCD 2014年第4期449-458,共10页
The proliferation of streaming service system in various application areas gains increasing importance and also poses more challenges in the research of streaming service system. In this paper, we propose a novel dyna... The proliferation of streaming service system in various application areas gains increasing importance and also poses more challenges in the research of streaming service system. In this paper, we propose a novel dynamic model composed of a set of differential equations to describe the evolution of streaming service systems. And in the model, we focus on how the policies for admission control and peer selection influence on the system. We first introduce a flexible abstraction of streaming service systems. The abstraction is generally enough to capture the essences of streaming service systems with different structures, physical characteristics,software protocols and client behaviors. Then, by analyzing the state which is defined as the number of requests, a novel dynamic model is developed in microscopic scale to characterize the behaviors of streaming service systems. The model proposed in this paper demonstrates the interactions between clients and servers and also between different servers. The interactions are primarily influenced by the admission control policy and peer selection policy. Finally, some experiments are designed to verify the validation and reasonability of the model. 展开更多
关键词 PEER-TO-PEER streaming service system dynamic model admission control policy peer selection policy
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SIZE DISTRIBUTION OF DROPLETS ABOVE A ROTATING STREAM TRAY AND MODEL OF DROPLET MOTION THEREIN 被引量:1
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作者 陈建孟 谭天恩 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 1997年第2期35-42,共8页
Droplet size distributions have been investigated with a two-probe system above a rotatingstream tray of 300 mm diameter.The measured distributions are found to follow the upper limitedlognormal distribution with thre... Droplet size distributions have been investigated with a two-probe system above a rotatingstream tray of 300 mm diameter.The measured distributions are found to follow the upper limitedlognormal distribution with three parameters dependent primarily on gas hole F-factor.A probabilitymethod is used to describe the initial state of the droplet population above the tray,and a model fordroplet motion is presented.The results computed with model agree well with experimental data. 展开更多
关键词 ROTATING stream TRAY DROPLET size distribution model for DROPLET MOTION
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Comparison of Geographically Weighted Regression of Benthic Substrate Modeling Accuracy on Large and Small Wadeable Streams
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作者 Ken R. Sheehan Stuart A. Welsh 《Journal of Geographic Information System》 2021年第2期194-209,共16页
Aquatic habitat assessments encompass large and small wadeable streams which vary from many meters wide to ephemeral. Differences in stream sizes within or across watersheds, however, may lead to incompatibility of da... Aquatic habitat assessments encompass large and small wadeable streams which vary from many meters wide to ephemeral. Differences in stream sizes within or across watersheds, however, may lead to incompatibility of data at varying spatial scales. Specifically, issues caused by moving between scales on large and small streams are not typically addressed by many forms of statistical analysis, making the comparison of large (>30 m wetted width) and small stream (<10 m wetted width) habitat assessments difficult. Geographically weighted regression (GWR) may provide avenues for efficiency and needed insight into stream habitat data by addressing issues caused by moving between scales. This study examined the ability of GWR to consistently model stream substrate on both large and small wadeable streams at an equivalent resolution. We performed GWR on two groups of 60 randomly selected substrate patches from large and small streams and used depth measurements to model substrate. Our large and small stream substrate models responded equally well to GWR. Results showed no statistically significant difference between GWR R<sup>2 </sup>values of large and small stream streams. Results also provided a much needed method for comparison of large and small wadeable streams. Our results have merit for aquatic resource managers, because they demonstrate ability to spatially model and compare substrate on large and small streams. Using depth to guide substrate modeling by geographically weighted regression has a variety of applications which may help manage, monitor stream health, and interpret substrate change over time. 展开更多
关键词 stream Habitat modeling Geographically Weighted Regression Spatial Scale Habitat Interpolation Geographic Information System
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Predicting Hourly Stream Temperatures Using the Equilibrium Temperature Model
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作者 Cindie Hébert Daniel Caissie +1 位作者 Mysore G. Satish Nassir El-Jabi 《Journal of Water Resource and Protection》 2015年第4期322-338,共17页
Water temperature is a key physical habitat determinant in lotic ecosystems as it influences many physical, chemical and biological properties of rivers. Hence, a good understanding of the thermal regime of rivers is ... Water temperature is a key physical habitat determinant in lotic ecosystems as it influences many physical, chemical and biological properties of rivers. Hence, a good understanding of the thermal regime of rivers is essential for effective management of water and fisheries resources. This study deals with the modeling of hourly stream water temperature using the equilibrium temperature model. This water temperature model was applied on two thermally different watercourses, namely, the Little Southwest Miramichi River (LSWM) and Catamaran Brook (CatBk;New Brunswick). The equilibrium temperature model is a simplified version of a deterministic model. As such, in the equilibrium temperature model the total heat flux at the surface is assumed proportional to the difference between the water temperature and an equilibrium temperature. In the present study, the equilibrium temperature was assumed to vary linearly with hourly air temperature. This study showed that there was a good relationship between the equilibrium and air temperature at the hourly time scale. The root-mean-square error (RMSE) obtained with the hourly equilibrium temperature model was similar to results reported in previous studies with values of 1.05&deg;C (CatBk) and 1.36&deg;C (LSWM). The model’s performance was best in late summer and autumn when water levels were low. In contrast, the presence of snowmelt in the spring resulted in poorer performances. This study also showed good results in estimating the daily mean (Tmean) and maximum (Tmax) water temperatures from the predicted hourly water temperatures, which were often required in fishery management. 展开更多
关键词 stream TEMPERATURE modelING EQUILIBRIUM TEMPERATURE
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Algebraic Attack on Filter-Combiner Model Keystream Generators
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作者 WUZhi-ping YEDing-feng MAWei-ju 《Wuhan University Journal of Natural Sciences》 EI CAS 2005年第1期259-262,共4页
Algebraic attack was applied to attack Filter-Combintr model keystreamgenerators. We proposed the technique of function composition to improve the model, and the improvedmodel can resist the algebraic attack. A new cr... Algebraic attack was applied to attack Filter-Combintr model keystreamgenerators. We proposed the technique of function composition to improve the model, and the improvedmodel can resist the algebraic attack. A new criterion for designing Filter-Combiner model was alsoproposed: the total length I. of Linear Finite State Machines used in the model should be largeenough and the degree d of Filter-Combiner function should be approximate [L/2]. 展开更多
关键词 algebraic attack Filter-Combiner model stream cipher 'XL' algorithm function composition
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Conceptual Modeling of Contaminated Solute Transport Based on Stream Tube Model
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作者 Seung-Gun Chung Soon-Jae Lee +2 位作者 Dong-Ju Kim Sang-Hyup Lee Jae-Woo Choi 《Advances in Chemical Engineering and Science》 2012年第4期481-489,共9页
In this study, we performed a conceptual modeling on solute transport based on theoretical stream tube model (STM) with various travel time distributions assuming a pure convective flow through each tube in order to i... In this study, we performed a conceptual modeling on solute transport based on theoretical stream tube model (STM) with various travel time distributions assuming a pure convective flow through each tube in order to investigate how the lengths and distributions of solute travel time through STM affect the breakthrough curves at the end mixing surface. The conceptual modeling revealed that 1) the shape of breakthrough curve (BTC) at the mixing surface was determined by not only input travel time distributions but also solute injection mode such as sampling time and pulse lengths;2) the increase of pulse length resulted in the linear increase of the first time moment (mean travel time) and quadratic increase of the second time moment (variance of travel time) leading to more spreading of solute, however, the second time moment was not affected by travel time distributions and 3) for a given input distributions the increase in travel distance resulted in more dispersion with the quadratic increase of travel time variance. This indicates that stream tube model obeying strictly pure convective flow follows the concept of convective-lognormal transport (CLT) model regardless the input travel time distributions. 展开更多
关键词 CONCEPTUAL modeling SOLUTE Transport PURE CONVECTIVE Flow stream Tube model TRAVEL Time Distribution
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Integrating Downstream Ecological, Social and Economic Effects of Hydropower to Hydraulic Modeling: A Review
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作者 J. Bastian Höller Anders G. Andersson J. Gunnar I. Hellström 《World Journal of Mechanics》 2023年第8期149-172,共24页
Hydropower gains increasing importance as a steerable and controllable power source in a renewable energy mix and deregulated markets. Although hydropower produces fossil-free energy, it has a significant impact on th... Hydropower gains increasing importance as a steerable and controllable power source in a renewable energy mix and deregulated markets. Although hydropower produces fossil-free energy, it has a significant impact on the local environment. This review investigates the effects of flow alterations by hydropower on the downstream river system and the possibilities to integrate these effects into hydraulic modeling. The results show that various effects of flow regulation on the ecosystem, but also social and economic effects on related communities were observed in the last decades. The application of hydraulic models for investigations of ecological effects is common. Especially hydraulic effects and effects on fish were extensively modeled with the help of hydraulic 1D- and 2D-simulations. Current applications to investigate social and economic effects integrated into hydraulic modeling are meanwhile limited. Approaches to realizing this integration are presented. Further research on the economic valuation of ecosystems and integration of social and economic effects to hydraulic models is necessary to develop holistic tools to support decision-making on sustainable hydropower. 展开更多
关键词 Sustainable Hydropower Hydraulic Simulation River Regulation Down-stream Effects Integrated modeling
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面向粮食安全政策咨询的情报智库服务模式与实现路径研究 被引量:1
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作者 张海涛 刘彦辉 +1 位作者 周红磊 栾宇 《情报理论与实践》 北大核心 2025年第1期31-41,共11页
[目的/意义]以情报学手段保障国家粮食安全,提升智库服务专业性的同时,推动图情机构的服务创新与升级。[方法/过程]通过网络调研与访谈总结现有智库在支撑粮食安全政策咨询中的不足,解析服务任务,基于多源流理论提出面向粮食安全政策咨... [目的/意义]以情报学手段保障国家粮食安全,提升智库服务专业性的同时,推动图情机构的服务创新与升级。[方法/过程]通过网络调研与访谈总结现有智库在支撑粮食安全政策咨询中的不足,解析服务任务,基于多源流理论提出面向粮食安全政策咨询的情报智库服务模式与实现路径。[结果/结论]研究设计的情报智库服务模式能够容纳粮食安全问题的复杂逻辑关系,并通过内容问答、简报服务与方案服务的方式响应政策咨询需求,促进科学化与高质量智库服务实现。 展开更多
关键词 粮食安全 政策咨询 情报智库 服务模式 多源流理论
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委托代理关系下品牌商网络直播营销激励机制设计 被引量:2
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作者 周驰 李赫 于静 《中国管理科学》 北大核心 2025年第4期265-274,共10页
数字经济的迅速发展促进了网络直播在营销中的广泛应用,越来越多的品牌商委托电商主播为其提供商品推荐服务。本文构建了单一品牌商与风险规避的电商主播构成的委托代理模型,其中品牌商与主播分别为委托方与代理方,通过求解不同信息状... 数字经济的迅速发展促进了网络直播在营销中的广泛应用,越来越多的品牌商委托电商主播为其提供商品推荐服务。本文构建了单一品牌商与风险规避的电商主播构成的委托代理模型,其中品牌商与主播分别为委托方与代理方,通过求解不同信息状态下品牌商的最优激励合同以及主播的最优推荐努力水平,分析消费者偏好和主播推荐努力水平的信息价值,探究消费者偏好、主播的风险规避程度和市场需求的不确定性对最优合同的影响。结论表明:当主播的推荐努力水平可观测时,品牌商设计仅含直播佣金的最优激励合同,以获取主播的全部价值;当推荐努力水平不可观测时,最优激励合同包括直播佣金与收入分成两部分,此时风险规避程度的增大会降低主播的推荐努力水平,导致品牌商利润降低,从而降低最优激励合同中的收入分成。此外,不对称的消费者偏好信息在努力水平可观测时不影响品牌商利润,而在努力水平不可观测时可能增加品牌商利润,且具有努力水平信息优势的品牌商往往获利更多。 展开更多
关键词 委托代理模型 直播营销 推荐服务 激励合同 信息不对称
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文旅场景直播中意义迁移促进产品销售的作用机制研究——以东方甄选山西行的农产品销售为例 被引量:3
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作者 刘改芳 王涛 《旅游科学》 北大核心 2025年第1期49-68,共20页
旅游直播逐渐成为旅游及相关商品重要的销售手段之一。文章以意义迁移模型为理论视角,研究了东方甄选山西行直播过程中消费者购买农产品的意愿机制。研究发现:遗产地年代价值和传统文化意义会通过直播的互动过程转移到地方农特产品,从... 旅游直播逐渐成为旅游及相关商品重要的销售手段之一。文章以意义迁移模型为理论视角,研究了东方甄选山西行直播过程中消费者购买农产品的意愿机制。研究发现:遗产地年代价值和传统文化意义会通过直播的互动过程转移到地方农特产品,从而激发消费者购买欲望。具体来说,遗产地文旅场景直播过程中的娱乐氛围和主播名人光环,强化了消费者和直播的类社会互动过程,增强了受众的遗产认同和虚拟依恋,通过意义转移,遗产真实性及由此产生的认同情感转移至对农产品原生态和真实质朴特质的认可,从而正向影响消费者购买意愿。文章在旅游电商直播基础上提出了文旅场景直播的概念,并对文旅场景直播促进农产品消费的内在机制进行了实证分析,研究假设均得到了实证数据的支持。本研究有助于进一步深化旅游直播的理论研究,并一定程度上对文旅场景直播促进旅游产品销售和强化溢出效应提供实践指导。 展开更多
关键词 文旅场景直播 意义迁移模型 购买意愿 遗产认同
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Analysis of River Tributaries’ Streamflow Contribution Using WEAP Model: A Case of the Ngwerere and Kanakatampa Tributaries to the Chongwe River in Zambia
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作者 Tewodros M. Tena Frank Mudenda +2 位作者 Alick Nguvulu Phenny Mwaanga John M. Gathenya 《Journal of Water Resource and Protection》 2021年第4期309-323,共15页
Ngwerere and Kanakatampa Streams are the main tributaries of the Chongwe River. The Ngwerere stream originates from the city of Lusaka and meanders through Lusaka City and Chongwe Town for an approximate distance of 4... Ngwerere and Kanakatampa Streams are the main tributaries of the Chongwe River. The Ngwerere stream originates from the city of Lusaka and meanders through Lusaka City and Chongwe Town for an approximate distance of 41 km before joining into the upper part of Chongwe River. The Kanakatampa Stream is a tributary of the Chongwe River. It meanders from the Kanakatampa Area for approximately 52 km before discharging into the middle of the upper part of the Chongwe River. The Chongwe River Catchment which is a sub-catchment of the Zambezi Basin drew the attention of researchers and policymakers when the Chongwe River started drying up in the dry seasons causing a water crisis particularly in the downstream regions of the middle catchment. Therefore, it is important from the water resources management perspective, to assess the contribution of tributaries into the flows of the Chongwe River. Ngwerere and Kanakatampa streams are socially, economically, and environmentally important streams for the city of Lusaka and surrounding area. This study, therefore, concentrated on evaluating the flow contribution of the two streams to the Chongwe River using the Water Evaluation And Planning (WEAP) tool. The streamflow data (1970-2010) recorded at the Chongwe Great East Road Bridge gauging station were used in the WEAP embedded Parameter ESTimation (PEST) auto-calibration tool to calibrate (1970-1999) and validate (2000-2010) the model. The monthly streamflow model calibration and validation results were assessed using the correlation coefficient (CC), Coefficient of determination (R<sup>2</sup>), Nash-Sutcliffe Coefficient of Efficiency (NSE), and Percent bias (PBIAS). The model performance results achieved were PBIAS of 1.24%, CC = 0.81, R<sup>2</sup> = 0.66 and NSE = 0.62 during the calibration period and a positive PBIAS of 2.94%, CC = 0.81, R<sup>2</sup> = 0.67 and NSE = 0.62 during the validation period. The median of the flows (Q<sub>50</sub>) was obtained from the historical flow duration curves (FDCs) generated in averaged intervals of 10-year from 1970 to 2019. The results showed that on average, the Ngwerere and Kanakatampa Streams contribute 52.8% and 29.6% respectively, to the flow of the Chongwe River in the upper and middle Catchment. The results also showed that the contribution of the Ngwerere and Kanakatampa Streams to the Chongwe River discharge has been reducing historically at a rate of 0.65% per decade and 1.35% per decade respectively over a period of 50 years (1970-2019). Suggestions for sustainable management of the tributaries such as the Ngwerere and Kanakatampa Streams were provided in this study. 展开更多
关键词 Ngwerere stream Kanakatampa stream Chongwe River Zambezi Basin WEAP model Water Resource Management PEST
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基于流计算的动车组PHM模型处理框架
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作者 李燕 王辉 +2 位作者 杨春辉 李超旭 赵士伟 《计算机应用与软件》 北大核心 2025年第7期27-32,共6页
针对动车组故障预测与健康管理(Prognostics and Health Management,PHM)实时海量数据解析处理与模型计算问题,提出一种基于流计算的动车组PHM模型处理框架。首先分析动车组车载数据处理流程,然后基于Spark Streaming给出动车组PHM模型... 针对动车组故障预测与健康管理(Prognostics and Health Management,PHM)实时海量数据解析处理与模型计算问题,提出一种基于流计算的动车组PHM模型处理框架。首先分析动车组车载数据处理流程,然后基于Spark Streaming给出动车组PHM模型处理的总体框架。针对实时海量数据解析处理,首先分析解析前的车载数据结构,定义解析后的车载数据结构,然后设计通用化数据解析组件,给出流计算实现方式。针对模型计算,详细给出PHM模型的形式化定义,包括模型的基本信息、输入、输出和逻辑主体等,根据此定义设计模型通用组件,实现模型的快速研发、高效计算和统一应用。通过动车组PHM系统的有效应用,证明了该框架可以很好地满足海量数据的实时计算需求。 展开更多
关键词 动车组 故障预测与健康管理 流计算 模型 形式化 组件化
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变化环境下西江干流水文情势演变及其驱动因素 被引量:2
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作者 李继清 刘佳利 +1 位作者 邓世浪 吴亮 《水资源保护》 北大核心 2025年第1期9-18,共10页
为掌握变化环境下西江干流水文情势演变特征及主要驱动因素,通过识别径流序列突变点将径流序列划分为天然时期和变化时期,采用基于水文改变指标的变化范围法定量探究各水文指标改变度,借助水文变异程度和水文情势变化法(DHRAM)评估整体... 为掌握变化环境下西江干流水文情势演变特征及主要驱动因素,通过识别径流序列突变点将径流序列划分为天然时期和变化时期,采用基于水文改变指标的变化范围法定量探究各水文指标改变度,借助水文变异程度和水文情势变化法(DHRAM)评估整体水文情势改变度,利用主成分分析法筛选最相关生态指标捕捉关键水文变量,并基于随机森林模型,结合残差分析法定量评估气候变化与人类活动对流域水文情势的影响。结果表明:西江干流4座水文站32个水文指标以中、低度改变为主,天峨、迁江、武宣、梧州站水文变异程度分别为64.70%、61.34%、51.70%、51.89%,基于DHRAM得到各站水文情势改变等级分别为3、3、2、3,综合判定4站整体水文情势改变度均为中度;中上游天峨、迁江站改变度比中下游武宣、梧州站高,应重点关注中上游生态保护;气候变化与人类活动均是西江干流水文情势变化的重要驱动因素,气候变化对天峨、迁江、武宣、梧州站水文情势变化的贡献率分别为25.65%、60.07%、50.29%、55.22%,气候变化对于西江流域中下游地区水文情势的影响大于上游地区。 展开更多
关键词 水文情势变化 IHA-RVA 驱动因素 随机森林模型 西江干流
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Wind Tunnel Validation of Double Multiple Streamtube Model for Vertical Axis Wind Turbine
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作者 Palanisamy Mohan Kumar Sudhakar Rao Rashmitha +1 位作者 Narasimalu Srikanth Teik-Cheng Lim 《Smart Grid and Renewable Energy》 2017年第12期412-424,共13页
The performance and annual energy output have to be predicted to maximize the economic benefits from a wind turbine. Mathematically predicting the performance of Darrieus type lift based turbines are challenging due t... The performance and annual energy output have to be predicted to maximize the economic benefits from a wind turbine. Mathematically predicting the performance of Darrieus type lift based turbines are challenging due to the inconsistent angle of attack, blade wake interaction and local induced velocities giving rise to complex flow physics. A reliable and validated mathematical model is therefore essential to optimize the various design parameters prior to manufacture. The objective of the current study is to evaluate widely employed aerodynamic models based on their prediction accuracy, limitations, and computational requirements. Double multiple stream tube models have been discussed in detail and the predictions are experimentally validated through the wind tunnel test of three-bladed H-Darrieus rotor in terms of torque and power coefficient. The possible sources for the deviation between the predicted and measured values have been discussed and concluded with potential solutions. 展开更多
关键词 Aerodynamic model WIND TURBINE DOUBLE MULTIPLE stream Tube Xfoil ANALYTICAL
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基于改进TCNN算法的脑电动态连续情绪识别研究
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作者 揭丽琳 刘勇 +3 位作者 王铭勋 邹杨萌 徐亦璐 鲁宇明 《电子学报》 北大核心 2025年第4期1347-1360,共14页
在现实生活中,人类情绪具有动态和多样化的特征,受外部环境、社交互动以及个体内在状态的共同影响.针对脑电情绪识别研究通常局限于实验室的静态场景,未能充分考虑情绪的动态连续性的问题,本文提出了一种基于改进TCNN算法的脑电动态连... 在现实生活中,人类情绪具有动态和多样化的特征,受外部环境、社交互动以及个体内在状态的共同影响.针对脑电情绪识别研究通常局限于实验室的静态场景,未能充分考虑情绪的动态连续性的问题,本文提出了一种基于改进TCNN算法的脑电动态连续情绪识别方法 .首先,设计了适用于动态情境的脑电数据采集范式,使用64通道的脑电设备收集24名受试者在经历开心至平静、平静至开心、平静至悲伤、悲伤至平静、平静至紧张和紧张至平静六种动态连续情绪转变时的脑电信号,并进行了动态连续情绪标签的标注.其次,对现有的TCNN算法进行了改进,构建了一种双流网络模型进行动态连续情绪识别.该模型通过短期流利用时序卷积模块捕捉局部时间序列特征,而长期流则通过Transformer模块捕捉全局时间序列特征.最后,对提取的脑电特征进行特征层融合,以获得更加精准的动态连续情绪识别结果.结果表明:在采集的动态连续情绪数据集上,本文方法在六种情绪的valence和arousal上分别取得了最小误差均值0.083和0.084;在DEAP数据集上,valence和arousal的误差分别低至0.108和0.113.与四种传统机器学习算法以及GRU、CGRU、CNN、CNN-LSTM、CNN-Bi-LSTM、TCNN等六种深度学习模型相比,本文方法表现出了更高的识别精度和稳定性,能够有效满足应用场景的需求. 展开更多
关键词 脑电信号 情绪识别 特征提取 特征融合 双流网络模型
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