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Approach to Modeling and Virtual-reality-based Simulation for Plant Canopy Lighting
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作者 WANG Haopeng ZHAO Kai SONG Fengbin 《Chinese Geographical Science》 SCIE CSCD 2008年第4期374-381,共8页
Over the past 20 years, significant progress has been made in virtual plant modeling corresponding to the rapid advances in information technology. Virtual plant research has broad applications in agronomy, forestry, ... Over the past 20 years, significant progress has been made in virtual plant modeling corresponding to the rapid advances in information technology. Virtual plant research has broad applications in agronomy, forestry, ecol- ogy and remote sensing. As many biological processes are driven by light, it is the key for virtual plant to estimate the light absorbed by each organ. This paper presents the radiance equation suitable for calculating sun and sky light intercepted by plant organs based on the principles of the interaction between light and plant canopy firstly; analyzes the process principles of plant canopy primary lighting based on ray casting and projection secondly; describes the multiple scattering of plant lighting based on Monte Carlo ray tracing method and on the radiosity method thirdly; and confirms the research with 3D visualization based on Virtual Reality Modeling Language (VRML) finally. The research is the primary work of digital agriculture, and important for monitoring and estimating corn growth in Northeast China. 展开更多
关键词 virtual plant canopy light modeling radiative modeling Virtual Reality modeling Language (VRML)
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Theoretical Models of Light Scattering Applied in Sizing Particles in Coal Water Slurry 被引量:1
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作者 王仁哲 张荣曾 徐志强 《Journal of China University of Mining and Technology》 2004年第1期64-66,81,共4页
Advantges and disadvantage of Mie scattering model and Fraunhofer diffraction model are discussed. The result shows that 1) the Fraunhofer diffraction model is simple in design and fast in operation, which is quite su... Advantges and disadvantage of Mie scattering model and Fraunhofer diffraction model are discussed. The result shows that 1) the Fraunhofer diffraction model is simple in design and fast in operation, which is quite suitable for on-line control and 2) the intensity and energy distribution of diffracted light of both the Mie scattering model and the Fraunhofer theoretical model are compared and researched. Feasibility of using the Fraunhofer diffraction model to replace the Mie scattering model in measuring particles in coal water slurry is demonstrated. 展开更多
关键词 coal water slurry light scattering model Mie scattering model DIFFRACTION
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Lighting Model of the Real World in Augmented Reality
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作者 周雅 闫达远 赵虎 《Journal of Beijing Institute of Technology》 EI CAS 2004年第2期165-168,共4页
Construction of a lighting model of the real world is one of the critical aims in an augmented reality (AR) system. The theory of lighting modeling used in computer graphics(CG) is applied in this study. The position... Construction of a lighting model of the real world is one of the critical aims in an augmented reality (AR) system. The theory of lighting modeling used in computer graphics(CG) is applied in this study. The position of the real light-source is first conjectured from light and shade of the registration image element by element using a ray tracking algorithm. Then the virtual light-source and virtual fiducial are constructed in the CG environment, in which, the Phong model is used to draw the light effect. By comparing the CG scene with the real image, one can modify the parameters of the lighting model over and over again, until the lighting effect of the CG scene is close enough to that of the real image. It is proved that this method works well in the indoor AR system. The method can be used feasibly in most applications with some improvements. 展开更多
关键词 augmented reality lighting model REGISTRATION
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Simulation of traffic flow with traffic light strategies via a modified cellular automaton model 被引量:1
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作者 何红弟 董力耘 戴世强 《Journal of Shanghai University(English Edition)》 CAS 2006年第3期189-191,共3页
Traffic flows controlled by traffic light strategies were investigated via a cellular automaton model with anticipation, which is suitable for describing urban traffic. Three kinds of strategies, i. e., synchronized, ... Traffic flows controlled by traffic light strategies were investigated via a cellular automaton model with anticipation, which is suitable for describing urban traffic. Three kinds of strategies, i. e., synchronized, green-wave and random switching lights, were designed, simulated and compared with each other. It is shown that the green-wave strategy is only valid at lower density and there is not an effective way with the three strategies to improve the efficiency of traffic flow at high density. 展开更多
关键词 traffic flow cellular automaton model trafflc light strategy.
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Electromagnetic Properties of S11 States in a Light Cone Quark Model
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作者 HE Jun DONG Yu-Bing 《Communications in Theoretical Physics》 SCIE CAS CSCD 2006年第2X期269-274,共6页
Using relativistic spin-flavor wave functions of a Lorentz-covariant light cone quark model, we calculate the electromagnetic form factors of two S11 resonances, N(1535) and N(1650), and the helicity amplitudes A1... Using relativistic spin-flavor wave functions of a Lorentz-covariant light cone quark model, we calculate the electromagnetic form factors of two S11 resonances, N(1535) and N(1650), and the helicity amplitudes A1/2 and S1/2 for electroexcitation of the S11 resonances from the nucleon. The electromagnetic form factors of these S11 resonances are found to be similar to those of the nucleon in shape, while the charge form factor of neutral N(1650) is nearly zero. The relative peak height of the S11 charge form factors is controlled by the mixing angle common to both resonance wave functions. As in most quark models, there is a systematic overestimate of A1/2 in both N(1535) and N(1650) cases at the photon point. A sizeable S1/2 for all cases is produced as suggested by experiments. 展开更多
关键词 electromagntic properties S11 states light cone quark model
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Simplified prediction model for lighting energy consumption in office building scheme design
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作者 余琼 周潇儒 +1 位作者 林波荣 朱颖心 《Journal of Central South University》 SCIE EI CAS 2009年第S1期28-32,共5页
At the scheme design stage,the potential of daylighting is significant due to the saving for electric lighting use. There are few simple tools for architects to optimize the daylighting design. Therefore,it is useful ... At the scheme design stage,the potential of daylighting is significant due to the saving for electric lighting use. There are few simple tools for architects to optimize the daylighting design. Therefore,it is useful to develop a design guideline related to the evaluation of lighting energy saving potential and sunlight design strategies. This paper analyzes the impacts of different artificial lighting control methods and design parameters on daylighting. A direct correlation between lighting energy consumption and parameters such as orientations,window to wall ratio (WWR) and perimeter depth is established. A simplified prediction model is proposed to estimate lighting energy consumption with the given perimeter depth,WWR,and window transparency. Validation of the model is carried out compared with detailed lighting simulation software for an office building. After the variation analysis for these parameters,design advises for the daylighting design at scheme design phase are summarized. 展开更多
关键词 DAYlightING prediction model lightING ENERGY CONSUMPTION ENERGY-SAVING design GUIDELINE
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Light-absorbing Particles in Snow and Ice: Measurement and Modeling of Climatic and Hydrological impact 被引量:21
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作者 Yun QIAN Teppei J.YASUNARI +7 位作者 Sarah J.DOHERTY Mark G.FLANNER William K.M.LAU MING Jing Hailong WANG Mo WANG Stephen G.WARREN Rudong ZHANG 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2015年第1期64-91,共28页
Light absorbing particles(LAP, e.g., black carbon, brown carbon, and dust) influence water and energy budgets of the atmosphere and snowpack in multiple ways. In addition to their effects associated with atmospheric... Light absorbing particles(LAP, e.g., black carbon, brown carbon, and dust) influence water and energy budgets of the atmosphere and snowpack in multiple ways. In addition to their effects associated with atmospheric heating by absorption of solar radiation and interactions with clouds, LAP in snow on land and ice can reduce the surface reflectance(a.k.a., surface darkening), which is likely to accelerate the snow aging process and further reduces snow albedo and increases the speed of snowpack melt. LAP in snow and ice(LAPSI) has been identified as one of major forcings affecting climate change, e.g.in the fourth and fifth assessment reports of IPCC. However, the uncertainty level in quantifying this effect remains very high. In this review paper, we document various technical methods of measuring LAPSI and review the progress made in measuring the LAPSI in Arctic, Tibetan Plateau and other mid-latitude regions. We also report the progress in modeling the mass concentrations, albedo reduction, radiative forcing, and climatic and hydrological impact of LAPSI at global and regional scales. Finally we identify some research needs for reducing the uncertainties in the impact of LAPSI on global and regional climate and the hydrological cycle. 展开更多
关键词 light-absorbing aerosol SNOW ice ALBEDO MEASUREMENT climate modeling hydrological cycle
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Stochastic Modelling of Relative Light Sensitivity of Hair Follicles
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作者 Ilja L. Kruglikov 《Open Journal of Biophysics》 2013年第3期201-205,共5页
Relative light sensitivity (RLS) of HFs was mathematically described as the ratio of two stochastic variables presenting the durations of light sensitive and light insensitive sub-phases of the cycle according to a ne... Relative light sensitivity (RLS) of HFs was mathematically described as the ratio of two stochastic variables presenting the durations of light sensitive and light insensitive sub-phases of the cycle according to a new theory of HF light sensitivity formulated in our previous article (Kruglikov, Am J Cosm Surg, 2012, 29:266 - 272). RLS gives possibility to rank the HFs from different body regions according to their light sensitivities. Application of proposed method for estimation of the light sensitivity of scalp hairs predicts remarkable difference in light sensitivities of HFs in alopecic and non-alopecic patients. 展开更多
关键词 light Sensitivity HAIR Follicle MATHEMATICAL model
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Evaluating the Conservation Efforts of Multi-Projects Using Remote Sensing and Light Use Efficiency Model: A Case of Nyungwe Forest National Park, Rwanda
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作者 Evariste Rutebuka Lixiao Zhang +2 位作者 Ernest Frimpong Asamoah Emmanuel Rukundo Apollinaire William 《Open Journal of Forestry》 2018年第1期68-86,共19页
This paper investigates the effectiveness of conservation efforts in the Nyungwe Forest National Park (Nyungwe). The forest is one of the six key landscapes identified for conservation in the Albertine Rift because it... This paper investigates the effectiveness of conservation efforts in the Nyungwe Forest National Park (Nyungwe). The forest is one of the six key landscapes identified for conservation in the Albertine Rift because it hosts many threatened species. As such, a number of different stakeholders have been involved in its conservation since 1987;yet, studies that emphasize and evaluate the success of these conservation efforts are limited. We combined a rapid and relatively low cost remotely-sensed data and the Light Use Efficiency model to generate forest conservation indicators such as NDVI, forest canopy Net Primary Productivity and carbon sequestered from 1986 to 2010. The influence of topographic and climatic factors on these indicators was examined. The supervised classifier was used to catalogue the area into Forest, Wetland, and Bareland. The forest was the major category (above 90%) of Nyungwe relative to wetland and bareland. Based on degradation intensity, two distinctive periods were realised;the first period spans 8 years (1986-1994) whereas the second spans 16 years (1994-2010). The former degradation intensity period is 10 times higher than the latter period. Although the size of forest recovered up to 90%, the daily NPP and carbon sequestration capacity decreased by 37.1% (i.e. NPP 6.5 Mg tons in 1986 to 4.1 Mg tons in 2010). Areas of the forest that are physically constrained (high altitude) had a higher degradation. Guided by our indicators, there is an overall success in conservation efforts, but efforts were mostly concentrated in accessible areas. Therefore, conservation efforts that aim to respond to degradation of the inaccessible areas of the forest should be stressed in the management plan of the park. 展开更多
关键词 CONSERVATION EFFORTS FOREST CANOPY COVER light Use Efficiency model Remote Sensing Nyungwe Rwanda
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Research and Application of Caideng Model Rendering Technology for Virtual Reality
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作者 Xuefeng Wang Yadong Wu +1 位作者 Yan Luo Dan Luo 《Journal of Computer and Communications》 2024年第4期95-110,共16页
With the development of virtual reality (VR) technology, more and more industries are beginning to integrate with VR technology. In response to the problem of not being able to directly render the lighting effect of C... With the development of virtual reality (VR) technology, more and more industries are beginning to integrate with VR technology. In response to the problem of not being able to directly render the lighting effect of Caideng in digital Caideng scenes, this article analyzes the lighting model. It combines it with the lighting effect of Caideng scenes to design an optimized lighting model algorithm that fuses the bidirectional transmission distribution function (BTDF) model. This algorithm can efficiently render the lighting effect of Caideng models in a virtual environment. And using image optimization processing methods, the immersive experience effect on the VR is enhanced. Finally, a Caideng roaming interactive system was designed based on this method. The results show that the frame rate of the system is stable during operation, maintained above 60 fps, and has a good immersive experience. 展开更多
关键词 Virtual Reality Caideng model lighting model Point light Rendering
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TWO-DIMENSIONAL CELLULAR AUTOMATON TRAFFIC MODELWITH RANDOMLY SWITCHING TRAFFIC LIGHTS
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作者 顾国庆 许伯铭 +1 位作者 汪秉宏 戴世强 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 1998年第9期807-813,共7页
Cellular automation traffic models can include various factors in traffic systems and the corresponding computational simulations are rather simple and effective. The Biham-Middleton-Levine model (BML model) facilitat... Cellular automation traffic models can include various factors in traffic systems and the corresponding computational simulations are rather simple and effective. The Biham-Middleton-Levine model (BML model) facilitates the simulation of two-dimensional traffic flow problems via the cellular automaton models. In this paper, the BML model is improved by removing its limitation of synchronized change of traffic lights. In the new model, the traffic light at each crossing could arbitrarily change its starting time and tempo of variation, and hence the model could more realistically describe the influence of traffic lights on the performance of traffic systems. Some new effects appearing in the new model are also elucidated. 展开更多
关键词 cellular automata traffic model traffic light phase transition
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Model Test and Design of the Wave Energy System on "Central Fairway No. 1" Light Ship 被引量:1
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作者 Gao Xiangfan , Liang Xianguang Jiang Niandong Feng Manzhi Wang Wei Senior Engineer, Guangzhou Institute of Energy Conversion, Chinese Academy of Sciences, 510070 GuangzhouAssociate Professor, Guangzhou Institute of Energy Conversion, Chinese Academy of Sciences, 510070 Guangzhou Engineer, Guangzhou Institute of Energy Conversion, Chinese Academy of Sciences, 510070 Guangzhou 《China Ocean Engineering》 SCIE EI 1992年第3期351-360,共10页
This paper presents the test of a ship model for the design of a backward-bent duct oscillating water column type wave energy conversion system, to supply electric power for a light ship. This system suggests a new wa... This paper presents the test of a ship model for the design of a backward-bent duct oscillating water column type wave energy conversion system, to supply electric power for a light ship. This system suggests a new way to produce electric power automatically for large light ships. 展开更多
关键词 model test wave energy oscillating water column (OWC) light ship wave-activated generator
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Experimental Investigation and Development of Artificial Neural Network Model for the Properties of Locally Produced Light Weight Aggregate Concrete
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作者 Mostafa A. M. Abdeen Hossam Hodhod 《Engineering(科研)》 2010年第6期408-419,共12页
The developments in the field of construction raise the need for concrete with less weight. This is beneficial for different applications starting from the less load applied to foundations and soil till the reduction ... The developments in the field of construction raise the need for concrete with less weight. This is beneficial for different applications starting from the less load applied to foundations and soil till the reduction of carnage capacity required for lifting precast units. In this paper, the production of light weight concrete from light local weight aggregate is investigated. Three candidate materials are used: crushed fired brick, vermiculite and light exfoliated clay aggregate (LECA). The first is available as the by-product of brick industry and the later two types are produced locally for different applications. Nine concrete mixes were made with same proportions and different aggregate materials. Physical and mechanical properties were measured for concrete in fresh and hardened states. Among these measured ones are unit weight, slump, compressive and tensile strength, and impact resistance. Also, the performance under elevated temperature was measured. Results show that reduction of unit weight up to 45%, of traditional concrete, can be achieved with 50% reduction in compressive strength. This makes it possible to get structural light weight concrete with compressive strength of 130 kg/cm2. Light weight concrete proved also to be more impact and fire resistant. However, as expected, it needs separate calibration curves for non-destructive evaluation. Following this experimental effort, the Artificial Neural Network (ANN) technique was applied for simulating and predicting the physical and mechanical properties of light weight aggregate concrete in fresh and hardened states. The current paper introduced the (ANN) technique to investigate the effect of light local weight aggregate on the performance of the produced light weight concrete. The results of this study showed that the ANN method with less effort was very efficiently capable of simulating the effect of different aggregate materials on the performance of light weight concrete. 展开更多
关键词 light WEIGHT CONCRETE LOCALLY PRODUCED AGGREGATE Ultrasonic Pulse VELOCITY modeling
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基于强降水时序特征的TSVGG-Light暴雨灾情指数预测模型构建及风险灾情一致性分布验证
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作者 刘付永在 冯明亮 +1 位作者 黄允哲 田霖 《气象水文海洋仪器》 2024年第2期41-45,共5页
文章针对强降水灾情预测问题,提出了一种基于强降水时序特征的TSVGG-Light暴雨灾情指数预测模型。该模型利用气象观测数据中的降水时序特征作为输入,对数据进行特征提取和建模,预测出未来一段时间内的强降水灾情指数。为了验证模型的有... 文章针对强降水灾情预测问题,提出了一种基于强降水时序特征的TSVGG-Light暴雨灾情指数预测模型。该模型利用气象观测数据中的降水时序特征作为输入,对数据进行特征提取和建模,预测出未来一段时间内的强降水灾情指数。为了验证模型的有效性,文中还进行了风险灾情一致性分布验证。实验结果表明,TSVGG-Light模型在强降水灾情预测上具有较高的准确性和稳定性,并且模型预测结果与实际灾情分布具有较好的一致性。TSVGG-Light模型可以成为预测和评估强降水灾情的有效工具。 展开更多
关键词 强降水时序特征 TSVGG-light 暴雨灾情指数预测模型 风险灾情一致性
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Effect of Ambient Humidity on the Transmission of UV/Visible Light through Model Human Epidermis
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作者 Carlton Farley III Aschalew Kassu +1 位作者 Sandra Sadate Anup Sharma 《Open Journal of Applied Sciences》 2016年第3期153-157,共5页
Transmission of light through model human epidermal samples is investigated at four different wavelengths and at varying ambient humidity. Light from light emitting diodes (LEDs) is used for transmission measurements ... Transmission of light through model human epidermal samples is investigated at four different wavelengths and at varying ambient humidity. Light from light emitting diodes (LEDs) is used for transmission measurements through the samples at a UVA wavelength of 365 nm, and visible wavelengths of 460 nm, 500 nm, and 595 nm. Ambient air-humidity is varied between 20% and 100%. Results show that for high ambient humidity, near 100%, transmission of light through the epidermis is higher than at low ambient humidity, 60% or lower. These results are explained with a simple model of epidermis as a turbid medium and the effect of adsorbed water in reducing light-scattering by refractive-index-matching. Biological implications of increased light-transmission through epidermis at high ambient humidity are discussed. 展开更多
关键词 model Human Epidermis model Skin Effect of Humidity Transmission of light Optical Properties of Epidermis
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基于SAO-LightGBM算法的致密砂岩储层孔隙度预测方法
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作者 李庆 龙训荣 +2 位作者 吴秀慧 程子洋 杨天翔 《天然气技术与经济》 2024年第4期9-14,86,共7页
孔隙度是评价储层物性的关键参数,四川盆地中部NC地区钻井取心资料有限,储层孔隙度直接获取难度大,而基于常规测井资料的传统孔隙度预测方法误差大、精度低。为了明确NC地区致密砂岩气藏储层物性特征,以上三叠统须家河组四段储层为研究... 孔隙度是评价储层物性的关键参数,四川盆地中部NC地区钻井取心资料有限,储层孔隙度直接获取难度大,而基于常规测井资料的传统孔隙度预测方法误差大、精度低。为了明确NC地区致密砂岩气藏储层物性特征,以上三叠统须家河组四段储层为研究对象,提出了一种改进的机器学习算法SAO-LightGBM;使用该算法分析了孔隙度与地球物理测井参数之间的深层次潜在关系,指出了研究区储层孔隙度与声波时差、密度、中子孔隙度、地层电阻率和自然伽马具有较强的相关性,并基于以上测井参数建立了孔隙度预测模型。研究结果表明:①采用SAO优化算法独特的双重种群机制、高效的探索与利用策略,可以快速寻找到LightGBM的最优超参数组合,提升了模型的预测能力;②在测试数据集上,SAO-LightGBM的平均绝对误差为3.37%,决定系数为0.92。结论认为,较之于其他常规模型,SAO-LightGBM具有更为可靠的预测能力,能够高效完成目标层位孔隙度的预测工作,对NC地区的储层研究和后期勘探开发具有指导作用。 展开更多
关键词 致密砂岩 孔隙度 雪消融优化算法 轻量梯度提升机 机器学习算法 预测模型
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Projection of future streamflow of the Hunza River Basin,Karakoram Range(Pakistan)using HBV hydrological model 被引量:1
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作者 Ayaz Fateh ALI XIAO Cun-de +3 位作者 ZHANG Xiao-peng Muhammad ADNAN Mudassar IQBAL Garee KHAN 《Journal of Mountain Science》 SCIE CSCD 2018年第10期2218-2235,共18页
Hydrologiska Byrans Vattenbalansavdeling(HBV) Light model was used to evaluate the performance of the model in response to climate change in the snowy and glaciated catchment area of Hunza River Basin. The study aimed... Hydrologiska Byrans Vattenbalansavdeling(HBV) Light model was used to evaluate the performance of the model in response to climate change in the snowy and glaciated catchment area of Hunza River Basin. The study aimed to understand the temporal variation of streamflow of Hunza River and its contribution to Indus River System(IRS). HBV model performed fairly well both during calibration(R2=0.87, Reff=0.85, PBIAS=-0.36) and validation(R2=0.86, Reff=0.83, PBIAS=-13.58) periods on daily time scale in the Hunza River Basin. Model performed better on monthly time scale with slightly underestimated low flows period during bothcalibration(R2=0.94, Reff=0.88, PBIAS=0.47) and validation(R2=0.92, Reff=0.85, PBIAS=15.83) periods. Simulated streamflow analysis from 1995-2010 unveiled that the average percentage contribution of snow, rain and glacier melt to the streamflow of Hunza River is about 16.5%, 19.4% and 64% respectively. In addition, the HBV-Light model performance was also evaluated for prediction of future streamflow in the Hunza River using future projected data of three General Circulation Model(GCMs) i.e. BCC-CSM1.1, CanESM2, and MIROCESM under RCP2.6, 4.5 and 8.5 and predictions were made over three time periods, 2010-2039, 2040-2069 and 2070-2099, using 1980-2010 as the control period. Overall projected climate results reveal that temperature and precipitation are the most sensitiveparameters to the streamflow of Hunza River. MIROC-ESM predicted the highest increase in the future streamflow of the Hunza River due to increase in temperature and precipitation under RCP4.5 and 8.5 scenarios from 2010-2099 while predicted slight increase in the streamflow under RCP2.6 during the start and end of the 21 th century. However, BCCCSM1.1 predicted decrease in the streamflow under RCP8.5 due to decrease in temperature and precipitation from 2010-2099. However, Can ESM2 predicted 22%-88% increase in the streamflow under RCP4.5 from 2010-2099. The results of this study could be useful for decision making and effective future strategic plans for water management and their sustainability in the region. 展开更多
关键词 HBV light model Hydrological modeling Hunza River Upper Indus Basin Snow and glacier-melt
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风电场向孤岛输电的VSC-HVDC Light的建模与仿真 被引量:2
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作者 谢海良 王爱花 赵君亮 《河南科学》 2014年第11期2270-2273,共4页
介绍了以VSC控制为基础的HVDC Light的系统结构和工作原理,在MATLAB中创建了风电场向孤岛输电的VSC-HVDC Light系统仿真模型,并对其进行了稳态仿真研究.对仿真结果进行分析可知,系统直流电压基本稳定在给定的电压值,两端直流电压实现了... 介绍了以VSC控制为基础的HVDC Light的系统结构和工作原理,在MATLAB中创建了风电场向孤岛输电的VSC-HVDC Light系统仿真模型,并对其进行了稳态仿真研究.对仿真结果进行分析可知,系统直流电压基本稳定在给定的电压值,两端直流电压实现了协调配合,有功功率实现了协调控制和自动平衡传输,各状态量都符合理论值,模型准确模拟出了VSC-HVDC Light系统的稳态工作状况,为实际工程提供了科学的理论依据. 展开更多
关键词 孤岛 VSC-HVDC light系统 建模 仿真
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基于LightGBM的航班延误多分类预测 被引量:26
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作者 丁建立 孙玥 《南京航空航天大学学报》 CAS CSCD 北大核心 2021年第6期847-854,共8页
航班延误是民航业的一大难题,提前对航班的延误情况进行预测,以采取合理的应对措施,对缓解航班延误产生的负面影响有着重要意义。为提升预测性能,提出一种基于轻量级梯度提升机(Light gradient boosting machine,LightGBM)的航班延误多... 航班延误是民航业的一大难题,提前对航班的延误情况进行预测,以采取合理的应对措施,对缓解航班延误产生的负面影响有着重要意义。为提升预测性能,提出一种基于轻量级梯度提升机(Light gradient boosting machine,LightGBM)的航班延误多分类预测模型。该模型结合航班信息与天气信息,运用方差过滤与递归特征消除进行特征筛选,并采用合成少数过采样技术(Synthetic minority oversampling technique,SMOTE)与Tomek Link对数据进行不平衡处理,最后使用LightGBM进行建模,实现对航班延误时长的多分类预测。为验证模型的合理性,将所提模型与其他先进算法构建的模型进行对比。实验结果表明,所提模型在各种预测性能指标上结果更优,将预测精度提升至90%以上,同时大幅度降低了训练时间成本。 展开更多
关键词 航班延误 预测模型 轻量级梯度提升机 贝叶斯调参
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基于高斯混合聚类和LightGBM算法的印度洋次表层温度反演研究 被引量:2
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作者 汤贵艳 朱善良 +1 位作者 周伟峰 杨树国 《青岛科技大学学报(自然科学版)》 CAS 2023年第2期116-126,共11页
海洋次表层的热力结构对于海洋环流和全球气候变化具有重要的意义。提出一种新的融合高斯混合模型(gaussion mixture model, GMM)和轻量级梯度提升机(light gradient boosting machine, LightGBM)算法的海洋次表层温度(ocean subsurface... 海洋次表层的热力结构对于海洋环流和全球气候变化具有重要的意义。提出一种新的融合高斯混合模型(gaussion mixture model, GMM)和轻量级梯度提升机(light gradient boosting machine, LightGBM)算法的海洋次表层温度(ocean subsurface temperature, OST)反演模型,利用海表温度(sea surface temperature, SST)、海表盐度(sea surface salinity, SSS)、海表高度(sea surface height, SSH)、海表风场(sea surface wind, SSW)的水平分量(USSW)和垂直分量(VSSW)等多源海表参数对印度洋海域的次表层热力结构进行反演,并采用均方根误差和决定系数对模型进行验证。结果表明:所提出的模型可以准确反演印度洋海域的OST分布特征和季节变化规律。在此基础上,设计了不同海表参数输入组合的3种对比实验来定量分析不同海表参数对LightGBM模型的影响。结果表明:所有海表参数对模型都有积极作用,但5个输入参数(SST、SSS、SSH、USSW和VSSW)的LightGBM模型反演效果最好,3个输入参数(SST、SSS和SSH)和2个输入参数(SST和SSH)的LightGBM模型次之。另外,与已有的极限梯度增强(extreme gradient boosting, XGBoost)反演模型相比,5个输入参数的LightGBM模型具有更好的模拟能力。 展开更多
关键词 高斯混合模型 轻量级梯度提升机 机器学习 海洋次表层温度
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