期刊文献+
共找到171篇文章
< 1 2 9 >
每页显示 20 50 100
Simulation of light environment in a serrated photovoltaic greenhouse and optimization of daylighting roofs based on Design Builder
1
作者 LIU Jian WU Xuyong +2 位作者 WANG Baolong WU Qingsen TIAN Libo 《农业工程学报》 北大核心 2025年第7期211-221,共11页
In the tropical regions represented by Hainan,there are abundant solar and thermal resources,and it is relatively suitable for the construction of photovoltaic greenhouse(PVG).However,the construction of PVG still rel... In the tropical regions represented by Hainan,there are abundant solar and thermal resources,and it is relatively suitable for the construction of photovoltaic greenhouse(PVG).However,the construction of PVG still relies mainly on experience and is incapable of quantifying the balance between the photovoltaic(PV)generation and the light requirements for agricultural production.As a result,actual PVGs are primarily PV-based,without carefully considering the needs of agricultural daylighting.To quantify the influence of the design parameters of PVGs and the layout of PV panels on the internal daylighting of serrated PVGs,and to optimize the daylighting design of the roof,this paper utilizes the Design Builder software to establish gradient models for a multi-span serrated-type PVG in tropical regions.Gradient models were established in terms of aspects,namely span,width of longitudinal/transverse daylighting strip,height,roof angle,and photovoltaic panel coverage rate(PCR).Daylighting in the greenhouse of each gradient model was simulated,and with the annual average daily light integral(A_(DLI))and distribution uniformity(DU)as evaluation indicators,the influence of various design parameters on the daylighting inside the greenhouse was quantified.The result reveals that:(1)PCR is the decisive indicator for daylighting in the PVG,and a function between PCR and the A_(DLI) is derived as A_(DLI)=-15.5 PCR+16.841;(2)Increasing the width of longitudinal daylighting strip significantly improves the A_(DLI) and enhances DU while increasing the span has a noticeable effect on improving A_(DLI) but does not significantly enhance DU;(3)Increasing the eave height without changing PCR does not enhance A_(DLI) but effectively improves DU;increasing the transverse daylighting strip and adjusting the roof angle hardly improves A_(DLI).In summary,it is recommended that the optimal span for PVGs in tropical regions be set within the range of 6.5-8.0m,and the eave height be set within the range of 2.5-3.5m.Preferably,the longitudinal daylighting strip with a width ranging from 0.5-0.8m should be installed.Based on the above relationship function,the PCR can be calculated according to the appropriate light demand for the cultivated crops.The daylighting design theory proposed in this paper can provide a theoretical basis and reference for the healthy development of the PV industry in tropical regions. 展开更多
关键词 photovoltaic greenhouse annual average daily light integral greenhouse design parameters DAYlighting tropical regions
在线阅读 下载PDF
Simplified prediction model for lighting energy consumption in office building scheme design
2
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
在线阅读 下载PDF
Study of road tunnel threshold zone lighting reduction coefficient 被引量:5
3
作者 DU Feng WENG Ji +1 位作者 HU Ying-kui CAI Xian-yun 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第9期2040-2048,共9页
The luminance in the road tunnel threshold zone attracts broad attention due to its enormous energy consumption and direct influence on tunnel transportation security.Current lighting design methods in threshold zones... The luminance in the road tunnel threshold zone attracts broad attention due to its enormous energy consumption and direct influence on tunnel transportation security.Current lighting design methods in threshold zones mostly adopt the reduction coefficient method.However,the determination of reduction coefficient k simply considers tunnel design speed and flow rate,while excluding outside tunnel luminance and threshold zone color temperature and luminance,which have a major impact on driver visual adaptation.Existing problems in the determination of k value are analyzed;a visual performance experiment is utilized;and the reaction time of drivers in changeable outside tunnel luminance and threshold zone color temperature and luminance conditions is obtained;thus,the equations concerning reduction coefficient variation law are derived.In the end,a comparative analysis is made of the k values of the reduction coefficient stipulated by various norms under different color temperature conditions. 展开更多
关键词 tunnel lighting visual performance threshold zone reduction coefficient reaction time
在线阅读 下载PDF
A new method to create depth information based on lighting analysis for 2D/3D conversion 被引量:1
4
作者 Hyunho Han Gangseong Lee +2 位作者 Jongyong Lee Jinsoo Kim Sanghun Lee 《Journal of Central South University》 SCIE EI CAS 2013年第10期2715-2719,共5页
A new method creating depth information for 2D/3D conversion was proposed. The distance between objects is determined by the distances between objects and light source position which is estimated by the analysis of th... A new method creating depth information for 2D/3D conversion was proposed. The distance between objects is determined by the distances between objects and light source position which is estimated by the analysis of the image. The estimated lighting value is used to normalize the image. A threshold value is determined by some weighted operation between the original image and the normalized image. By applying the threshold value to the original image, background area is removed. Depth information of interested area is calculated from the lighting changes. The final 3D images converted with the proposed method are used to verify its effectiveness. 展开更多
关键词 lighting ANALYSIS depth INFORMATION focus/defocus INFORMATION 2D/3D CONVERSION
在线阅读 下载PDF
Effects of Variable Lighting Intensity on Growth Characteristics and Nutritional Quality of Hydroponically Grown Arugula(Eruca sativa Mill.)
5
作者 Sun Ming-han Zhou Fu-jun +1 位作者 Liu He Zhao Jing 《Journal of Northeast Agricultural University(English Edition)》 CAS 2023年第1期85-96,共12页
Arugula(Eruca sativa Mill.),as an edible medicinal vegetable of peculiar flavor,is served as uncooked dish.The influence of variable lighting intensity(LI)on the growth characteristics and nutritional quality of hydro... Arugula(Eruca sativa Mill.),as an edible medicinal vegetable of peculiar flavor,is served as uncooked dish.The influence of variable lighting intensity(LI)on the growth characteristics and nutritional quality of hydroponically grown arugula was investigated by using light-emitting diodes(LEDs)to light the hydroponically grown arugula for a reference for industrialized arugula production.The dynamic demands of arugula for LI in the seedling stage,initial growth stage and vigorous growth stage were tested under two light quality conditions including a red/blue light ratio of 7:1 and a light/dark photoperiod of 12 h/12 h.Then,the curves of variable LI-induced changes in the growth indices of arugula in different development periods were drawn.Next,the influence of variable LI on the growth characteristics and nutritional quality of arugula was investigated by measuring the dry/fresh weight ratio,chlorophyll content,vitamin C content and soluble protein content.Variable LI significantly increased the height,stem diameter,leaf width,dry/fresh weight ratio,chlorophyll content and soluble protein content of arugula plant.Plant height,stem diameter,dry/fresh weight ratio,chlorophyll content and soluble protein content were the highest in the group exposed to LI of 200,300 and 300μmol•m^(-2)•s^(-1)during the seedling stage,initial growth stage and vigorous growth stage,respectively.The greatest leaf width was achieved at LI of 100,250 and 350μmol•m^(-2)•s^(-1),respectively.High intensity LI markedly repressed the synthesis of vitamin C. 展开更多
关键词 arugula LED lighting intensity growth characteristics nutritional quality plant factory
在线阅读 下载PDF
Improvement of light uniformity by lighting arrangement for standardized crop production
6
作者 Lee Hwa-Soo Kwon Sook-Youn Lim Jae-Hyun 《Journal of Central South University》 SCIE EI CAS 2014年第11期4311-4319,共9页
In a commercialized, fully artificial plant factory, artificial luminaire is arranged in a unified way using a general illumination theory, an actual measurement, or an empirical methodology. However, with these metho... In a commercialized, fully artificial plant factory, artificial luminaire is arranged in a unified way using a general illumination theory, an actual measurement, or an empirical methodology. However, with these methods, lightings are implemented without considering specific optical characteristics of lighting or material characteristics of each component that constructs a cultivation system, resulting in an amount of light that becomes irregular. The amount of lighting is closely related with the growth and quality of crops, and the deviation between points where cultivated crops are located causes quality difference in the produced crops, thus impairing the economic feasibility of a plant factory. In this regard, a simulation to figure out an optimum lighting layout was performed. Arrangements based on the spectrum distribution of light source and reflector materials were implemented to ascertain the distance between lighting and height of lighting and gather information in the pre-treatment process to improve the uniformity of light in the plant cultivation system. Improvement of around 15% in light uniformity is achieved compared with the existing system after the simulation is carried out. This result would reduce the deviation in crop growth to make uniform quality crop production possible. 展开更多
关键词 high-quality crop light uniformity improvement optimal lighting layout fully artificial plant factory Relux simulation
在线阅读 下载PDF
斯托克斯定理的形式化及其初步应用
7
作者 刘永梅 王国辉 +3 位作者 关永 张景芝 施智平 董璐 《计算机工程与科学》 北大核心 2025年第6期1050-1061,共12页
斯托克斯定理是场论中的重要定理之一,它在流体力学、电磁学等领域都有广泛的应用。然而在实际应用中,斯托克斯定理前提条件的满足往往得不到正式的验证,这就存在一定的风险。因此,有必要对斯托克斯定理进行验证。基于斯托克斯定理的数... 斯托克斯定理是场论中的重要定理之一,它在流体力学、电磁学等领域都有广泛的应用。然而在实际应用中,斯托克斯定理前提条件的满足往往得不到正式的验证,这就存在一定的风险。因此,有必要对斯托克斯定理进行验证。基于斯托克斯定理的数学定义,构建其形式化模型,通过分析斯托克斯定理的数学证明过程,得出其形式化证明推导思路,根据分析、构建和验证目标,完成定理的形式化证明,最后将斯托克斯定理证明应用到管道流量设计模型的验证中。 展开更多
关键词 形式化验证 定理证明 斯托克斯定理 HOL Light
在线阅读 下载PDF
单球驱动平衡机器人运动学和动力学形式化验证
8
作者 张善强 张景芝 +2 位作者 施智平 王国辉 关永 《软件学报》 北大核心 2025年第8期3462-3476,共15页
单球驱动平衡机器人是一种具有全向运动性的机器人,其灵活性能在狭小或复杂环境中得到充分体现,因此受到广泛关注.在该型机器人运动学和动力学设计过程中,保证其模型的正确性至关重要.基于测试和仿真的传统方法难以穷尽系统所有状态,因... 单球驱动平衡机器人是一种具有全向运动性的机器人,其灵活性能在狭小或复杂环境中得到充分体现,因此受到广泛关注.在该型机器人运动学和动力学设计过程中,保证其模型的正确性至关重要.基于测试和仿真的传统方法难以穷尽系统所有状态,因此可能无法捕捉到某些设计缺陷或潜在的安全风险.为确保单球驱动平衡机器人满足安全攸关机器人的正确性、安全性验证要求,在定理证明器HOL Light中,基于实分析库、矩阵分析库、机器人运动学和动力学库等定理证明库,构建单球驱动平衡机器人运动学和动力学的形式化模型,并进行高阶逻辑推导与证明. 展开更多
关键词 单球驱动平衡机器人 运动学和动力学 形式化验证 定理证明 HOL Light
在线阅读 下载PDF
Development of an active-detection mid-wave infrared search and track system based on "cat-eye effect"
9
作者 ZHOU Pan-Wei DING Xue-Zhuan +1 位作者 LI Fan-Ming YE Xi-Sheng 《红外与毫米波学报》 北大核心 2025年第4期617-629,共13页
In order to meet the urgent need of infrared search and track applications for accurate identification and positioning of infrared guidance aircraft,an active-detection mid-wave infrared search and track system(ADMWIR... In order to meet the urgent need of infrared search and track applications for accurate identification and positioning of infrared guidance aircraft,an active-detection mid-wave infrared search and track system(ADMWIRSTS)based on"cat-eye effect"was developed.The ADMWIRSTS mainly consists of both a light beam control subsystem and an infrared search and track subsystem.The light beam control subsystem uses an integrated opto-mechanical two-dimensional pointing mirror to realize the control function of the azimuth and pitch directions of the system,which can cover the whole airspace range of 360°×90°.The infrared search and track subsystem uses two mid-wave infrared cooled 640×512 focal plane detectors for co-aperture beam expanding,infrared and illumination laser beam combining,infrared search,and two-stage track opto-mechanical design.In this work,the system integration design and structural finite-element analysis were conducted,the search imaging and two-stage track imaging for external scenes were performed,and the active-detection technologies were experimentally verified in the laboratory.The experimental investigation results show that the system can realize the infrared search and track imaging,and the accurate identification and positioning of the mid-wave infrared guidance,or infrared detection system through the echo of the illumination laser.The aforementioned work has important technical significance and practical application value for the development of compactly-integrated high-precision infrared search and track,and laser suppression system,and has broad application prospects in the protection of equipment,assets and infrastructures. 展开更多
关键词 active-detection mid-wave infrared search and track "cat-eye effect" illumination laser light beam control
在线阅读 下载PDF
Study on Color Difference of Color Reproduction of 3D Objects
10
作者 GU Chong DENG Yi-qiang 《印刷与数字媒体技术研究》 北大核心 2025年第4期33-38,69,共7页
To investigate the applicability of four commonly used color difference formulas(CIELAB,CIE94,CMC(1:1),and CIEDE2000)in the printing field on 3D objects,as well as the impact of four standard light sources(D65,D50,A,a... To investigate the applicability of four commonly used color difference formulas(CIELAB,CIE94,CMC(1:1),and CIEDE2000)in the printing field on 3D objects,as well as the impact of four standard light sources(D65,D50,A,and TL84)on 3D color difference evaluations,50 glossy spheres with a diameter of 2cm based on the Sailner J4003D color printing device were created.These spheres were centered around the five recommended colors(gray,red,yellow,green,and blue)by CIE.Color difference was calculated according to the four formulas,and 111 pairs of experimental samples meeting the CIELAB gray scale color difference requirements(1.0-14.0)were selected.Ten observers,aged between 22 and 27 with normal color vision,were participated in this study,using the gray scale method from psychophysical experiments to conduct color difference evaluations under the four light sources,with repeated experiments for each observer.The results indicated that the overall effect of the D65 light source on 3D objects color difference was minimal.In contrast,D50 and A light sources had a significant impact within the small color difference range,while the TL84 light source influenced both large and small color difference considerably.Among the four color difference formulas,CIEDE2000 demonstrated the best predictive performance for color difference in 3D objects,followed by CMC(1:1),CIE94,and CIELAB. 展开更多
关键词 Color difference formula 3D objects Light source Gray scale Normalized residual sum of squares
在线阅读 下载PDF
Na and O Co-doped Carbon Nitride for Efficient Photocatalytic Hydrogen Evolution
11
作者 CHEN Libo SHENG Ying +3 位作者 WU Ming SONG Jiling JIAN Jian SONG Erhong 《无机材料学报》 北大核心 2025年第5期552-560,I0011,I0012,共11页
Elemental doping is an effective strategy for tuning the band structure of graphite carbon nitride(CN)to enhance its photocatalytic performance.In this study,sodium(Na)and oxygen(O)co-doped carbon nitride(Na/O-CN_(x),... Elemental doping is an effective strategy for tuning the band structure of graphite carbon nitride(CN)to enhance its photocatalytic performance.In this study,sodium(Na)and oxygen(O)co-doped carbon nitride(Na/O-CN_(x),x=1.0,2.0,3.0,4.0)was synthesized via solid-phase reaction of sodium citrate(NaCA)and pure CN powder in the Teflon-sealed autoclave under air conditions at 180℃.Surface area of Na/O-CN_(3.0) is measured to be 18.8 m^(2)/g,increasing by 60.7%compared to that of pure CN(11.7 m^(2)/g).Bandgap energy of Na/O-CN_(3.0) is determined to be 2.68 eV,marginally lower than that of pure CN(2.70 eV),thereby enhancing its capacity for sunlight absorption.Meanwhile,the incorporation of Na and O atoms into Na/O-CN_(x) is found to effectively reduce recombination rates of photogenerated electron-hole pairs.As a result,Na/O-CN_(x) samples exhibit markedly enhanced photocatalytic hydrogen evolution activity under visible light irradiation.Notably,the optimal Na/O-CN_(3.0) sample achieves a photocatalytic hydrogen production rate of 103.2μmol·g^(–1)·h^(–1),which is 8.2 times greater than that of pure CN(11.2μmol·g^(–1)·h^(–1)).Furthermore,a series of Na/O-CN_(x)-yO_(2)(y=0,20%,40%,60%,80%,100%)samples were prepared by modulating the oxygen content within reaction atmosphere.The catalytic performance evaluations reveal that the incorporation of both Na and O atoms in Na/O-CN_(3.0) enhances photocatalytic activity.This study also introduces novel methodologies for synthesis of metal atom-doped CN materials at lower temperature,highlighting the synergistic effect of Na and O atoms in photocatalytic hydrogen production of Na/O-CN_(x) samples. 展开更多
关键词 Na and O co-doped carbon nitride synergistic effect visible light photocatalytic hydrogen evolution
在线阅读 下载PDF
Machine learning models for optimization, validation, and prediction of light emitting diodes with kinetin based basal medium for in vitro regeneration of upland cotton (Gossypium hirsutum L.)
12
作者 ÖZKAT Gözde Yalçın AASIM Muhammad +2 位作者 BAKHSH Allah ALI Seyid Amjad ÖZCAN Sebahattin 《Journal of Cotton Research》 2025年第2期228-241,共14页
Background Plant tissue culture has emerged as a tool for improving cotton propagation and genetics,but recalcitrance nature of cotton makes it difficult to develop in vitro regeneration.Cotton’s recalcitrance is inf... Background Plant tissue culture has emerged as a tool for improving cotton propagation and genetics,but recalcitrance nature of cotton makes it difficult to develop in vitro regeneration.Cotton’s recalcitrance is influenced by genotype,explant type,and environmental conditions.To overcome these issues,this study uses different machine learning-based predictive models by employing multiple input factors.Cotyledonary node explants of two commercial cotton cultivars(STN-468 and GSN-12)were isolated from 7–8 days old seedlings,preconditioned with 5,10,and 20 mg·L^(-1) kinetin(KIN)for 10 days.Thereafter,explants were postconditioned on full Murashige and Skoog(MS),1/2MS,1/4MS,and full MS+0.05 mg·L^(-1) KIN,cultured in growth room enlightened with red and blue light-emitting diodes(LED)combination.Statistical analysis(analysis of variance,regression analysis)was employed to assess the impact of different treatments on shoot regeneration,with artificial intelligence(AI)models used for confirming the findings.Results GSN-12 exhibited superior shoot regeneration potential compared with STN-468,with an average of 4.99 shoots per explant versus 3.97.Optimal results were achieved with 5 mg·L^(-1) KIN preconditioning,1/4MS postconditioning,and 80%red LED,with maximum of 7.75 shoot count for GSN-12 under these conditions;while STN-468 reached 6.00 shoots under the conditions of 10 mg·L^(-1) KIN preconditioning,MS with 0.05 mg·L^(-1) KIN(postconditioning)and 75.0%red LED.Rooting was successfully achieved with naphthalene acetic acid and activated charcoal.Additionally,three different powerful AI-based models,namely,extreme gradient boost(XGBoost),random forest(RF),and the artificial neural network-based multilayer perceptron(MLP)regression models validated the findings.Conclusion GSN-12 outperformed STN-468 with optimal results from 5 mg·L^(-1) KIN+1/4MS+80%red LED.Application of machine learning-based prediction models to optimize cotton tissue culture protocols for shoot regeneration is helpful to improve cotton regeneration efficiency. 展开更多
关键词 Machine learning COTTON In vitro regeneration Light emitting diodes OPTIMIZATION KINETIN
在线阅读 下载PDF
Femtosecond laser modulated into Bessel beam by spatial light modulator for Fresnel zone plate processing
13
作者 DUAN Lian ZHOU Fang +3 位作者 KONG De-jian ZHANG Fan SUN Xiao-yan DUAN Ji-an 《Journal of Central South University》 2025年第2期469-482,共14页
Femtosecond laser processing is an important machining method for micro-optical components such as Fresnel zone plate(FZP).However,the low processing efficiency of the femtosecond laser restricts its application.Here,... Femtosecond laser processing is an important machining method for micro-optical components such as Fresnel zone plate(FZP).However,the low processing efficiency of the femtosecond laser restricts its application.Here,a femtosecond laser Bessel beam is proposed to process micro-FZP,which is modulated from a Gaussian beam to a Bessel annular beam.The processing time for FZP with an outer diameter of 60μm is reduced from 30 min to 1.5 min on an important semiconductor material gallium arsenide(GaAs),which significantly improves the processing efficiency.In the modulation process,a central ablation hole that has an adverse effect on the diffraction performance is produced,and the adverse effect is eliminated by superimposing the blazed grating hologram.Meanwhile,the FZP machined by spatial light modulator(SLM)has good morphology and higher diffraction efficiency,which provides a strong guarantee for the application of micro-FZP in computed tomography and solar photovoltaic cells. 展开更多
关键词 femtosend laser Fresnel zone plate spatial light modulator Bessel beam GAAS
在线阅读 下载PDF
Hypersonic glide vehicle trajectory prediction based on frequency enhanced channel attention and light sampling-oriented MLP network
14
作者 Yuepeng Cai Xuebin Zhuang 《Defence Technology(防务技术)》 2025年第4期199-212,共14页
Hypersonic Glide Vehicles(HGVs)are advanced aircraft that can achieve extremely high speeds(generally over 5 Mach)and maneuverability within the Earth's atmosphere.HGV trajectory prediction is crucial for effectiv... Hypersonic Glide Vehicles(HGVs)are advanced aircraft that can achieve extremely high speeds(generally over 5 Mach)and maneuverability within the Earth's atmosphere.HGV trajectory prediction is crucial for effective defense planning and interception strategies.In recent years,HGV trajectory prediction methods based on deep learning have the great potential to significantly enhance prediction accuracy and efficiency.However,it's still challenging to strike a balance between improving prediction performance and reducing computation costs of the deep learning trajectory prediction models.To solve this problem,we propose a new deep learning framework(FECA-LSMN)for efficient HGV trajectory prediction.The model first uses a Frequency Enhanced Channel Attention(FECA)module to facilitate the fusion of different HGV trajectory features,and then subsequently employs a Light Sampling-oriented Multi-Layer Perceptron Network(LSMN)based on simple MLP-based structures to extract long/shortterm HGV trajectory features for accurate trajectory prediction.Also,we employ a new data normalization method called reversible instance normalization(RevIN)to enhance the prediction accuracy and training stability of the network.Compared to other popular trajectory prediction models based on LSTM,GRU and Transformer,our FECA-LSMN model achieves leading or comparable performance in terms of RMSE,MAE and MAPE metrics while demonstrating notably faster computation time.The ablation experiments show that the incorporation of the FECA module significantly improves the prediction performance of the network.The RevIN data normalization technique outperforms traditional min-max normalization as well. 展开更多
关键词 Hypersonic glide vehicle Trajectory prediction Frequency enhanced channel attention Light sampling-oriented MLP network
在线阅读 下载PDF
考虑环境因素的电动汽车充电站实时负荷预测模型 被引量:5
15
作者 李波 王宁 +1 位作者 吕叶林 陈宇 《同济大学学报(自然科学版)》 EI CAS CSCD 北大核心 2024年第6期962-969,共8页
为了减少电动汽车大规模集成到电网造成的不利影响,提出了一种能够实现充电站充电负荷精准预测的方法。该方法利用LightGBM(light gradient boosting machine)与XGBoost(eXtreme gradient boosting)模型构建线下-线上组合模型。考虑充... 为了减少电动汽车大规模集成到电网造成的不利影响,提出了一种能够实现充电站充电负荷精准预测的方法。该方法利用LightGBM(light gradient boosting machine)与XGBoost(eXtreme gradient boosting)模型构建线下-线上组合模型。考虑充电负荷、时间、温度、天气等历史数据,利用LightGBM模型初步建立充电负荷线下预测模型;基于XGBoost模型,以线下预测模型输出负荷和实际负荷的误差为优化目标,实时变化的交通流量为协变量,建立线上预测模型,并对初步预测结果进行误差修正。某市实际充电站预测结果表明,相比于随机森林(RF)、LightGBM模型、XGBoost模型、多层感知机(MLP)以及LightGBM-RF组合模型,该组合模型具有更高的预测精度,同时可以准确预测不同充电站的实时充电负荷。 展开更多
关键词 电动汽车 充电负荷预测 LightGBM(light gradient boosting machine) XGBoost(eXtreme gradient boosting) 在线学习
在线阅读 下载PDF
基于机器学习的热带气旋灾害等级评估模型构建及其活动特征分析 被引量:4
16
作者 刘淑贤 张立生 +3 位作者 刘扬 王维国 杨琨 张源达 《气象》 CSCD 北大核心 2024年第3期331-343,共13页
在全球变暖的背景下,热带气旋(TC)作为影响我国最严重的自然灾害之一,其活动特征及灾害损失评估研究受到了广泛关注。采用组合赋权和k-means等方法,分析了2000年以来登陆我国的TC及灾害损失特征,并构建了基于机器学习的TC灾害等级评估... 在全球变暖的背景下,热带气旋(TC)作为影响我国最严重的自然灾害之一,其活动特征及灾害损失评估研究受到了广泛关注。采用组合赋权和k-means等方法,分析了2000年以来登陆我国的TC及灾害损失特征,并构建了基于机器学习的TC灾害等级评估模型。结果表明:从总体趋势来看,登陆我国的TC频数在逐年减少,但登陆风速的最大值却在缓慢增加;广东、浙江、福建、广西受灾较为严重,但整体上全国综合灾情指数呈下降趋势;与传统的随机森林、支持向量机、朴素贝叶斯算法相比,LightGBM(Light Gradient Boosting Machine)在TC灾害评估中效果最佳,准确率值为0.91,其中致灾因子是模型中最关键的因素,其次是防灾减灾能力、暴露度和脆弱性指标。 展开更多
关键词 热带气旋 灾害等级评估 机器学习 LightGBM(Light Gradient Boosting Machine)
在线阅读 下载PDF
基于BERT-GAT表示学习的问答社区最佳回答者推荐
17
作者 夏文宗 赵海燕 +1 位作者 曹健 陈庆奎 《小型微型计算机系统》 CSCD 北大核心 2024年第7期1656-1662,共7页
在问答社区中,每天都会出现大量新的问题,为新问题推荐合适的回答者有助于加快问题的解决并促进社区发展.然而,目前最佳回答者推荐大多基于用户历史回复记录或文本匹配进行推荐,而用户是否回答某一问题与多方因素有关,特别是问题与用户... 在问答社区中,每天都会出现大量新的问题,为新问题推荐合适的回答者有助于加快问题的解决并促进社区发展.然而,目前最佳回答者推荐大多基于用户历史回复记录或文本匹配进行推荐,而用户是否回答某一问题与多方因素有关,特别是问题与用户擅长的知识领域是否匹配有关.因此,本文根据用户回答文本构建的社区知识语料库并对BERT模型进行微调,结合用户社区行为记录和回答赞同数等辅助信息,基于LightGBM模型进行最佳回答者的推荐.在实验中,利用Precision、MRR和Hit指标分析预测结果,结果表明,本文提出基于BERT-GAT表示学习的LightGBM最佳回答者推荐模型在StackExchange三个流行社区中均取得了较好的性能. 展开更多
关键词 问答社区 图注意力网络 BERT 评论网络 Light GBM
在线阅读 下载PDF
Classification of aviation incident causes using LGBM with improved cross-validation 被引量:1
18
作者 NI Xiaomei WANG Huawei +1 位作者 CHEN Lingzi LIN Ruiguan 《Journal of Systems Engineering and Electronics》 SCIE CSCD 2024年第2期396-405,共10页
Aviation accidents are currently one of the leading causes of significant injuries and deaths worldwide. This entices researchers to investigate aircraft safety using data analysis approaches based on an advanced mach... Aviation accidents are currently one of the leading causes of significant injuries and deaths worldwide. This entices researchers to investigate aircraft safety using data analysis approaches based on an advanced machine learning algorithm.To assess aviation safety and identify the causes of incidents, a classification model with light gradient boosting machine (LGBM)based on the aviation safety reporting system (ASRS) has been developed. It is improved by k-fold cross-validation with hybrid sampling model (HSCV), which may boost classification performance and maintain data balance. The results show that employing the LGBM-HSCV model can significantly improve accuracy while alleviating data imbalance. Vertical comparison with other cross-validation (CV) methods and lateral comparison with different fold times comprise the comparative approach. Aside from the comparison, two further CV approaches based on the improved method in this study are discussed:one with a different sampling and folding order, and the other with more CV. According to the assessment indices with different methods, the LGBMHSCV model proposed here is effective at detecting incident causes. The improved model for imbalanced data categorization proposed may serve as a point of reference for similar data processing, and the model’s accurate identification of civil aviation incident causes can assist to improve civil aviation safety. 展开更多
关键词 aviation safety imbalance data light gradient boosting machine(LGBM) cross-validation(CV)
在线阅读 下载PDF
Three-channel CMOS transimpedance amplifier for LiDAR sensor receiver 被引量:1
19
作者 LIU Ruqing ZHU Jingguo +3 位作者 JIANG Yan LI Feng JIANG Chenghao MENG Zhe 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2024年第1期74-80,共7页
For time-of-flight(TOF)light detection and ranging(LiDAR),a three-channel high-performance transimpedance amplifier(TIA)with high immunity to input load capacitance is presented.A regulated cascade(RGC)as the input st... For time-of-flight(TOF)light detection and ranging(LiDAR),a three-channel high-performance transimpedance amplifier(TIA)with high immunity to input load capacitance is presented.A regulated cascade(RGC)as the input stage is at the core of the complementary metal oxide semiconductor(CMOS)circuit chip,giving it more immunity to input photodiode detectors.A simple smart output interface acting as a feedback structure,which is rarely found in other designs,reduces the chip size and power consumption simultaneously.The circuit is designed using a 0.5μm CMOS process technology to achieve low cost.The device delivers a 33.87 dB?transimpedance gain at 350 MHz.With a higher input load capacitance,it shows a-3 dB bandwidth of 461 MHz,indicating a better detector tolerance at the front end of the system.Under a 3.3 V supply voltage,the device consumes 5.2 mW,and the total chip area with three channels is 402.8×597.0μm2(including the test pads). 展开更多
关键词 transimpedance amplifier(TIA) three-channel regulated cascade(RGC) light detection and ranging(LiDAR)
在线阅读 下载PDF
Toughening ultrastrong low-density steel by textured δ-ferrite lamellas
20
作者 Bin Hu Guosen Zhu +4 位作者 Guohui Shen Zheng Wang Qinghua Wen Xiao Shen Haiwen Luo 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第2期405-411,共7页
By both the Charpy V-notched impact and the projectile tests, we here investigated the dynamic fracture behavior of a recently developed ultrastrong lightweight steel comprising a hierarchical martensitic matrix, disp... By both the Charpy V-notched impact and the projectile tests, we here investigated the dynamic fracture behavior of a recently developed ultrastrong lightweight steel comprising a hierarchical martensitic matrix, dispersed ultra-fine-retained austenite grains and oriented δ-ferrite lamellas, the latter being due to high Al and Si contents employed for low-density design. This steel shows a superior combination of specific ultimate tensile strength and impact toughness to other ultrastrong steels and has successfully arrested a real steel-cored bullet shot. These are attributed to the densely textured δ-ferrite lamellas that can deflect the propagating cracks until they are trapped and enclosed besides austenite-to-martensite transformation crack closure, leading to more energy consumed before failure. These results suggest a new pathway for toughening ultrastrong lightweight steels. 展开更多
关键词 Ultrastrong and light steel d-Ferrite lamellas Crack propagation TOUGHNESS
在线阅读 下载PDF
上一页 1 2 9 下一页 到第
使用帮助 返回顶部