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Modelling of Daily Long-Term Urban Road Traffic Flow Distribution: A Poisson Process Approach 被引量:1
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作者 Jojo D. Lartey 《Open Journal of Modelling and Simulation》 2025年第1期89-105,共17页
Road traffic flow forecasting provides critical information for the operational management of road mobility challenges, and models are used to generate the forecast. This paper uses a random process to present a novel... Road traffic flow forecasting provides critical information for the operational management of road mobility challenges, and models are used to generate the forecast. This paper uses a random process to present a novel traffic modelling framework for aggregate traffic on urban roads. The main idea is that road traffic flow is random, even for the recurrent flow, such as rush hour traffic, which is predisposed to congestion. Therefore, the structure of the aggregate traffic flow model for urban roads should correlate well with the essential variables of the observed random dynamics of the traffic flow phenomena. The novelty of this paper is the developed framework, based on the Poisson process, the kinematics of urban road traffic flow, and the intermediate modelling approach, which were combined to formulate the model. Empirical data from an urban road in Ghana was used to explore the model’s fidelity. The results show that the distribution from the model correlates well with that of the empirical traffic, providing a strong validation of the new framework and instilling confidence in its potential for significantly improved forecasts and, hence, a more hopeful outlook for real-world traffic management. 展开更多
关键词 Poisson process Macroscopic Traffic Flow Urban Road long-Term Forecast Multiple Entries-Exits Dynamics
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Developing a Process Driven Morphological Model for Long Term Evolution of a Dynamic Coastal Embayment
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作者 Michael O’Shea Jimmy Murphy 《Open Journal of Marine Science》 2020年第3期93-109,共17页
Numerical modelling of coastal morphology is a complex and sometimes unrewarding exercise and often not yielding tangible results. Typically, the underlying drivers of morphology are not properly accounted for in nume... Numerical modelling of coastal morphology is a complex and sometimes unrewarding exercise and often not yielding tangible results. Typically, the underlying drivers of morphology are not properly accounted for in numerical models. Such inaccuracies combined with a paucity of validation data create a difficulty for coastal planners/engineers who are required to interpret such morphological models to develop coastal management strategies. This study develops an approach to long term morphological modelling of a barrier beach system that includes the findings of over 10 years of coastal monitoring on a dynamic coastal system. The novel approach to predicting the long term evolution of the area combines a mix of short term hydrodynamic monitoring and long term morphological modelling to predict future changes in a breached barrier system. A coupled wave, wind, hydrodynamic and sediment transport numerical model was used to predict the coastal evolution in the dynamic barrier beach system of Inner Dingle Bay, Co. Kerry, Ireland. The modelling approach utilizes the schematisation of inputs to reflect observed trends. The approach is subject to two stages of validation both quantitative and qualitative. The study highlights the importance of considering all the parameters responsible for driving coastal evolution and the necessity to have long term monitoring results for trend based validation. 展开更多
关键词 Morphodynamic Modelling Sediment Transport Tidal Inlet Ebb Tidal Bar long Term process
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Fluctuations and pseudo long range dependence in network flows: A non-stationary Poisson process model
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作者 陈煜东 李力 +1 位作者 张毅 胡坚明 《Chinese Physics B》 SCIE EI CAS CSCD 2009年第4期1373-1379,共7页
In the study of complex networks (systems), the scaling phenomenon of flow fluctuations refers to a certain powerlaw between the mean flux (activity) (Fi) of the i-th node and its variance σi as σi α (Fi)α... In the study of complex networks (systems), the scaling phenomenon of flow fluctuations refers to a certain powerlaw between the mean flux (activity) (Fi) of the i-th node and its variance σi as σi α (Fi)α Such scaling laws are found to be prevalent both in natural and man-made network systems, but the understanding of their origins still remains limited. This paper proposes a non-stationary Poisson process model to give an analytical explanation of the non-universal scaling phenomenon: the exponent α varies between 1/2 and 1 depending on the size of sampling time window and the relative strength of the external/internal driven forces of the systems. The crossover behaviour and the relation of fluctuation scaling with pseudo long range dependence are also accounted for by the model. Numerical experiments show that the proposed model can recover the multi-scaiing phenomenon. 展开更多
关键词 SCALING long range dependence non-stationary Poisson process
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Simulation study on characteristics of long-range interaction in randomly asymmetric exclusion process
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作者 赵仕波 刘明哲 杨兰英 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第4期106-110,共5页
In this paper we investigate the dynamics of an asymmetric exclusion process on a one-dimensional lattice with long- range hopping and random update via Monte Carlo simulations theoretically. Particles in the model wi... In this paper we investigate the dynamics of an asymmetric exclusion process on a one-dimensional lattice with long- range hopping and random update via Monte Carlo simulations theoretically. Particles in the model will firstly try to hop over successive unoccupied sites with a probability q, which is different from previous exclusion process models. The probability q may represent the random access of particles. Numerical simulations for stationary particle currents, density profiles, and phase diagrams are obtained. There are three possible stationary phases: the low density (LD) phase, high density (HD) phase, and maximal current (MC) in the system, respectively. Interestingly, bulk density in the LD phase tends to zero, while the MC phase is governed by α,β, and q. The HD phase is nearly the same as the normal TASEP, determined by exit rate β. Theoretical analysis is in good agreement with simulation results. The proposed model may provide a better understanding of random interaction dynamics in complex systems. 展开更多
关键词 exclusion process Monte Carlo simulation random update long-range hopping
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基于Statistical Process Control风险等级判定及神经网络模型构建珠海市传染病指数
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作者 周伴群 戴晓捷 +2 位作者 尹锡玲 李德云 肖峻峰 《中国当代医药》 CAS 2022年第5期143-147,F0004,共6页
目的建立珠海市传染病指数预报模型,为传染病风险预测预报提供思路。方法利用统计过程控制(SPC)的控制下限、中线和控制上限划分全市2014—2017年以周次为时间计量单位的流感样病例比例、手足口病及其他感染性腹泻发病率的风险等级(布... 目的建立珠海市传染病指数预报模型,为传染病风险预测预报提供思路。方法利用统计过程控制(SPC)的控制下限、中线和控制上限划分全市2014—2017年以周次为时间计量单位的流感样病例比例、手足口病及其他感染性腹泻发病率的风险等级(布雷图指数采用5、10、20判定)。运用长短时记忆神经网络模型(LSTM)和自回归移动平均模型(ARIMA)对2018年15~19周数据进行预测。计算传染病指数并将预测值与实际值对比进而评估预测一致性。结果珠海市手足口病发病率LSTM模型中,测试集MSE为9.0441,RMSE为3.0073,训练集MSE为1.1812,RMSE为1.0868。其余模型在训练集和测试集均表现良好,没有出现过拟合现象。风险指数等级预测与实际值对比,预测一致率为96.0%。结论利用SPC划分风险等级,运用LSTM等构建传染病指数预测模型可行。 展开更多
关键词 传染病指数 统计过程控制 长短时记忆神经网络模型
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STRONG APPROXIMATION FOR MOVING AVERAGE PROCESSES UNDER DEPENDENCE ASSUMPTIONS 被引量:2
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作者 林正炎 李德柜 《Acta Mathematica Scientia》 SCIE CSCD 2008年第1期217-224,共8页
Let {Xt,t ≥ 1} be a moving average process defined by Xt = ∑^∞ k=0 αkξt-k, where {αk,k ≥ 0} is a sequence of real numbers and {ξt,-∞ 〈 t 〈 ∞} is a doubly infinite sequence of strictly stationary dependen... Let {Xt,t ≥ 1} be a moving average process defined by Xt = ∑^∞ k=0 αkξt-k, where {αk,k ≥ 0} is a sequence of real numbers and {ξt,-∞ 〈 t 〈 ∞} is a doubly infinite sequence of strictly stationary dependent random variables. Under the conditions of {αk, k ≥ 0} which entail that {Xt, t ≥ 1} is either a long memory process or a linear process, the strong approximation of {Xt, t ≥ 1} to a Gaussian process is studied. Finally, the results are applied to obtain the strong approximation of a long memory process to a fractional Brownian motion and the laws of the iterated logarithm for moving average processes. 展开更多
关键词 Strong approximation long memory process linear process fractional Brownian motion the law of the iterated logarithm
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Study on the long-distance target apperception techniques for underwater vehicles 被引量:2
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作者 Yang Xudong Huang Jianguo Zhang Qunfei Tang Qi 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2007年第3期484-490,共7页
The limited physical size for autonomous underwater vehicles (AUV) or unmanned underwater vehicles (UUV) makes it difficult to acquire enough space gain for localizing long-distance targets. A new technique about ... The limited physical size for autonomous underwater vehicles (AUV) or unmanned underwater vehicles (UUV) makes it difficult to acquire enough space gain for localizing long-distance targets. A new technique about long-distance target apperception with passive synthetic aperture array for underwater vehicles is presented. First, a synthetic aperture-processing algorithm based on the FFT transform in the beam space (BSSAP) is introduced. Then, the study on the flank array passive long-distance apperception techniques in the frequency scope of 11-18 kHz is implemented from the view of improving array gains, detection probability and augmenting detected range under a certain sea environment. The results show that the BSSAP algorithm can extend the aperture effectively and improve detection probability. Because of the augment of the transmission loss, the detected range has the trend of decline with the increase of frequency under the same target source level. The synthesized array could improve the space gain by nearly 7 dB and SNR is increased by about 5 dB. The detected range is enhanced to nearly 2 km under the condition of 108-118 dB of the target source level for AUV system in measurement interval of nearly 1 s. 展开更多
关键词 long-distance apperception synthetic aperture processing array gain detection probability detectedrange.
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基于钢化联产的高炉-转炉长流程极限碳排分析 被引量:1
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作者 朱荣 屠明伟 冯超 《中国冶金》 北大核心 2025年第7期1-11,共11页
为了应对中国钢铁行业高碳排放的挑战,推动绿色低碳转型,系统梳理了钢化联产技术框架下长流程炼钢工艺的碳减排路径、技术突破与实证成果,揭示了其实现近零碳排放的潜力与挑战。在工艺优化层面,钢化联产通过转炉煤气(CO)的定向利用,将... 为了应对中国钢铁行业高碳排放的挑战,推动绿色低碳转型,系统梳理了钢化联产技术框架下长流程炼钢工艺的碳减排路径、技术突破与实证成果,揭示了其实现近零碳排放的潜力与挑战。在工艺优化层面,钢化联产通过转炉煤气(CO)的定向利用,将传统燃烧排放的碳资源转化为甲酸、乙二醇等化工产品,实现“以用代排”的碳循环模式,吨钢水在钢铁行业最多可降低碳排放79.68 kg,在化工行业最多可降低碳排放259.16 kg。同时,铁水生产环节通过氢基直接还原铁(DRI)、铁焦技术及高比例球团矿冶炼的协同应用,吨铁水碳排放可从1.7 t降至0.8 t,而转炉工序通过低碳原料、能源替代与低碳冶炼技术,工序碳水排放可从159.60 kg/t削减至-165.95 kg/t。此外,基于碳流分析的动态模型表明,通过钢化联产、CCUS(碳捕集、利用与封存)和废钢比优化的多路径协同,高炉-转炉长流程吨钢水碳排放(以钢水计)可从当前的1625.35 kg降至287.73 kg,而电弧炉短流程虽具备64 kg/t的超低碳潜力,但长流程仍将在2035年前担任减碳主力角色。 展开更多
关键词 钢化联产 高炉-转炉长流程 极限碳排放 低碳冶炼 低碳原料 负碳转炉
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A Neural Network Controller for Basis-weight Control of Papermaking Processes
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作者 胡恒章 沈毅 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 1996年第1期29-33,共5页
ANeuralNetworkControllerforBasis-weightControlofPapermakingProcessesHUHengzhang;SHENYi(胡恒章);(沈毅)(Dept.ofCont... ANeuralNetworkControllerforBasis-weightControlofPapermakingProcessesHUHengzhang;SHENYi(胡恒章);(沈毅)(Dept.ofControlEngineering,Ha... 展开更多
关键词 ss: NEURAL networks BASIS WEIGHT CONTROL long system response delay PAPERMAKING process
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A novel un-doped long lasting phosphorescence phosphor: SrZrSi_2O_7
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作者 李晓晨 邹泽华 +3 位作者 王治龙 武传强 张加驰 王育华 《Journal of Rare Earths》 SCIE EI CAS CSCD 2015年第1期37-41,共5页
A novel phosphor of un-doped Sr Zr Si2O7 material with blue long lasting phosphorescence which could be recorded for about 5400 s(0.32 mcd/m^2) was developed. It revealed that both the emission centers and traps lev... A novel phosphor of un-doped Sr Zr Si2O7 material with blue long lasting phosphorescence which could be recorded for about 5400 s(0.32 mcd/m^2) was developed. It revealed that both the emission centers and traps levels were related to the oxygen-deficient defects which were induced in reducing atmosphere. The filling and fading experiments indicated that the traps levels in Sr Zr Si2O7 were continuous in distribution. The influence of shallow traps on deep traps was investigated and the important role of the bridge effect was revealed. The un-doped Sr Zr Si2O7 material obtained in reducing atmosphere showed potential application as a cheap blue long lasting phosphorescence phosphor. 展开更多
关键词 SrZrSi2O7 long lasting phosphorescence PHOSPHOR LUMINESCENCE retrapping process rare earths
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基于改进差分进化算法的GNSS无源多基地雷达海上目标定位方法 被引量:1
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作者 何振宇 毛亿 +1 位作者 杨扬 陈武 《通信学报》 北大核心 2025年第2期44-58,共15页
利用全球导航卫星系统无源雷达多卫星的特点,提出一种基于改进差分进化算法的GNSS无源多基地雷达海上目标定位方法。首先,在多个双基地几何配置下,采用长时间积累技术在距离-多普勒域聚焦目标能量;然后,将聚焦的目标能量投影到笛卡儿平... 利用全球导航卫星系统无源雷达多卫星的特点,提出一种基于改进差分进化算法的GNSS无源多基地雷达海上目标定位方法。首先,在多个双基地几何配置下,采用长时间积累技术在距离-多普勒域聚焦目标能量;然后,将聚焦的目标能量投影到笛卡儿平面进行联合检测和定位。为提高投影处理效率,提出一种改进差分进化算法,该算法采用优劣势双种群协同进化策略,能够兼顾算法的收敛性和种群多样性。仿真和现场实验结果表明,所提方法在定位和速度估计精度方面与现有算法相当,但计算耗时显著减少。 展开更多
关键词 全球导航卫星系统 无源雷达 长时间积累 投影处理 差分进化算法
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The principles and guidelines for designing long-term agronomic experiments
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作者 Mark Conyers 《Research in Cold and Arid Regions》 2009年第1期91-97,共7页
Many of the important questions facing farming systems in the world today require long-term studies to provide meaningful information and answers. A long-term agronomic experiment (LTAE) should (1) have long-term obje... Many of the important questions facing farming systems in the world today require long-term studies to provide meaningful information and answers. A long-term agronomic experiment (LTAE) should (1) have long-term objectives; (2) study important soil processes or ecological processes; and (3) be related to the productivity and sustainability of systems. A well established LTAE can provide both insights into how the system operates and foresight into where the system goes. The prerequisites for setting up a LTAE are the secured land, continuous funding and dedicated scientists. A number of principles must be considered carefully when establishing a LTAE, (1) the site must be representative of large areas; (2) the treatments should be simple, but focusing on the big questions; (3) the plots should be large enough to allow subsequent modification of the experiment if this becomes necessary; (4) crop rotations should minimise, wherever possible, the risk of build-up of pests and diseases, and rotational phase should be considered in a rotational experiment; (5) a clearly defined experimental protocol should be developed to ensure data collected is scientifically valid and statistically analysable, but with flexibility to allow essential changes; (6) soil samples, possibly plant samples, should be achieved to provide better answer to the original questions when new, perhaps more accurate analytical techniques are developed, or answer new research questions that were not considered in the original design. The MASTER experiment in Australia was used as a case study to demonstrate how these principles are implemented in practice. 展开更多
关键词 long-term experiment SUSTAINABILITY crop rotation soil processing
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Research on Risk Assessment Method of Long-Tube Trailer Road Transportation
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作者 Caiyan Dai Wenkun Wang +4 位作者 Ming Xu Chenglong Ma Lianqing Yang Hong Zhao Yuan He 《Journal of Software Engineering and Applications》 2023年第8期420-441,共22页
Road transport safety has always been paid attention to by the safety production managers of enterprises. In this study, cloud model and analytic hierarchy process were applied to the safety of long-tube trailer trans... Road transport safety has always been paid attention to by the safety production managers of enterprises. In this study, cloud model and analytic hierarchy process were applied to the safety of long-tube trailer transport. The opinions of 30 experts were analyzed, from which 29 key parameters were selected. The study addressed the relevance of the parameters and the possibility of automatic collection and transmission to obtain 12 core risk factors. The macro-safety risk indicator system for long-tube trailers was established based on the identified risk indicators. Finally, a risk assessment model for road transport of long tube trailers consisting of 3 dimensions of likelihood, severity and sensitivity was constructed. This model provides a technical method for strengthening the risk control of road transport of long-tube trailers. 展开更多
关键词 Cloud Model Analytic Hierarchy process long-Tube Trailer Risk Factors Risk Assessment Model
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高硅纯铁脱锰工艺研究与实践
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作者 黄华 徐李军 +1 位作者 夏春祥 杨渤 《金属功能材料》 2025年第2期58-63,共6页
高硅纯铁要求较低的锰含量,经过对脱锰原理进行分析,结合180 t转炉、LF钢包精炼炉、RH真空精炼炉脱锰生产实践,建立了“铁水KR脱硫→铁水LF深脱硫→转炉冶炼→LF炉外精炼→RH真空精炼→板坯连铸”长流程生产高硅纯铁的工艺路线和操作方... 高硅纯铁要求较低的锰含量,经过对脱锰原理进行分析,结合180 t转炉、LF钢包精炼炉、RH真空精炼炉脱锰生产实践,建立了“铁水KR脱硫→铁水LF深脱硫→转炉冶炼→LF炉外精炼→RH真空精炼→板坯连铸”长流程生产高硅纯铁的工艺路线和操作方法。通过选用低锰铁水、吹氧比30%~35%、温度1350~1400℃时转炉双渣、双渣倒渣量70%~80%、转炉终点氧大于0.0700%、出钢温度1610~1625℃、LF炉终渣碱度6.5等一系列措施,实现了成品锰质量分数不高于0.025%、w(Fe)+w(Si)≥99.90%,确保了批量稳定冶炼低锰高硅纯铁生产。 展开更多
关键词 高硅纯铁 脱锰 长流程 双渣 低锰
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优特钢长材开坯生产工艺技术及其应用实践 被引量:1
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作者 钱宝华 樊泽兴 +1 位作者 马靳江 牛强 《轧钢》 北大核心 2025年第3期92-97,116,共7页
优特钢长材生产技术的进步、产品品质的提升和市场需求的扩大,促进了开坯生产工艺的复兴与发展。讨论了开坯生产的坯料选择及准备、加热、轧制、冷却以及在线与离线精整工艺,介绍了开坯生产线的主要布置型式、典型工程以及系列化牌坊式... 优特钢长材生产技术的进步、产品品质的提升和市场需求的扩大,促进了开坯生产工艺的复兴与发展。讨论了开坯生产的坯料选择及准备、加热、轧制、冷却以及在线与离线精整工艺,介绍了开坯生产线的主要布置型式、典型工程以及系列化牌坊式开坯轧机、无牌坊短应力线轧机的选型要求。提出了单机架往复式、半连轧布置可作为专业化开坯线的首选工艺布置方式,为优特钢长材开坯生产线的工程设计、生产应用提供参考。 展开更多
关键词 优特钢 长材 铸坯质量 开坯工艺 轧制技术 布置型式 轧机选型
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面向舆论情感识别的自然语言处理技术 被引量:4
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作者 王敏 汪旭 《现代电子技术》 北大核心 2025年第12期115-119,共5页
为提高舆情风险预测的准确性和效率,提出一种基于注意力机制与双向长短期记忆(BiLSTM)网络相结合的舆情感知模型。该方法通过结合BiLSTM的双向建模能力与注意力机制的特征聚焦能力,精准捕捉舆论数据中的情感波动和上下文语义特征,从而... 为提高舆情风险预测的准确性和效率,提出一种基于注意力机制与双向长短期记忆(BiLSTM)网络相结合的舆情感知模型。该方法通过结合BiLSTM的双向建模能力与注意力机制的特征聚焦能力,精准捕捉舆论数据中的情感波动和上下文语义特征,从而提升舆情风险的预测精度。同时以“高考冒名顶替”事件为样本,展开网络舆论数据分析。通过与ELM、随机森林、决策树、LSTM、BiGRU和BiLSTM等多种主流算法进行对比实验,验证所提模型的有效性和优越性。在算法设计中,注意力机制的引入有效地提升了模型在长文本情感分类中的表现,能够精确捕捉情感变化的关键节点。实验结果表明,所提出的预测模型能够有效地识别出舆情风险,准确率达到94.87%,相比于表现最优的BiGRU算法提高了约5.75%。 展开更多
关键词 舆情风险预测 情感识别 自然语言处理 双向长短期记忆网络 注意力机制 文本分类
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铁矿烧结工艺过程CO生成机理及减排关键技术 被引量:11
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作者 胡玖林 周浩宇 +2 位作者 刘前 李乾坤 丁成义 《中国冶金》 北大核心 2025年第2期94-101,113,共9页
在全球气候变暖和环境治理的大背景下,针对烧结工序CO排放量大、减排压力紧迫的问题,阐述了中国烧结CO排放和治理现状。探讨了铁矿烧结过程中CO的产生机理,揭示了烧结过程中CO生成的主要途径,包括碳的氧化反应、燃料的不完全燃烧等,并... 在全球气候变暖和环境治理的大背景下,针对烧结工序CO排放量大、减排压力紧迫的问题,阐述了中国烧结CO排放和治理现状。探讨了铁矿烧结过程中CO的产生机理,揭示了烧结过程中CO生成的主要途径,包括碳的氧化反应、燃料的不完全燃烧等,并分析了这些途径对CO排放量的影响。在此基础上,提出富氢燃气喷加和富氧点火2项关键的CO减排技术,采用数值模拟和烧结杯试验方法,考察其对烧结过程CO减排的作用机理和作用效果,并在中天钢铁烧结机上实施了这2项技术的工业应用。应用结果表明,通过富氢燃气喷加技术,可以实现烧结工序CO减排14.8%;通过富氧点火技术,可以实现烧结工序CO减排5.8%。研究结果为烧结行业的CO减排提供了新的技术途径。 展开更多
关键词 长流程炼铁 烧结 CO减排 富氢燃气喷加 富氧点火
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远程预警系统在杀伤网中的应用分析
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作者 胡冰 曾政 《战术导弹技术》 北大核心 2025年第1期155-161,共7页
杀伤网自诞生以来,就始终追求在空间上扩展覆盖范围、在时间上缩短杀伤进程。针对远程预警系统“看得远”与“看得快”等优点,分析了远程预警系统融入杀伤网的主要优势、差距不足和应用现状;设计了远程预警情报支持杀伤网发起无预兆式... 杀伤网自诞生以来,就始终追求在空间上扩展覆盖范围、在时间上缩短杀伤进程。针对远程预警系统“看得远”与“看得快”等优点,分析了远程预警系统融入杀伤网的主要优势、差距不足和应用现状;设计了远程预警情报支持杀伤网发起无预兆式打击、先发射后瞄准式打击、弹群协作式打击、单机穿透式打击等4种典型作战应用场景。结合情报精度、情报传输、情报分发等制约远程预警系统深度融入杀伤网的关键问题,研究了远程预警情报质量提升、可靠通联、按需分发等关键技术,为远程预警手段应用于杀伤网提供借鉴。 展开更多
关键词 杀伤网 杀伤进程 远程预警系统 雷达 远程导弹 应用场景
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改进特征选择和CNN-BiLSTM的网络入侵检测方法 被引量:1
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作者 陈虹 由雨竹 +2 位作者 金海波 武聪 杨思文 《微电子学与计算机》 2025年第8期132-143,共12页
针对网络入侵检测中数据类别不平衡和特征冗余导致分类不准确、检测准确率低的问题,提出一种改进特征选择和CNN-BiLSTM的网络入侵检测方法。首先,设计一种新的方法XGB-S,即XGBoost结合Spearman相关系数对特征进行选择,过滤掉冗余和无用... 针对网络入侵检测中数据类别不平衡和特征冗余导致分类不准确、检测准确率低的问题,提出一种改进特征选择和CNN-BiLSTM的网络入侵检测方法。首先,设计一种新的方法XGB-S,即XGBoost结合Spearman相关系数对特征进行选择,过滤掉冗余和无用的特征,构造出最优特征子集。其次,利用自适应合成过采样(Adaptive Synthetic,ADASYN)和TomekLinks欠采样的方法同时对多数类和少数类样本进行处理,解决数据不平衡问题。然后,使用卷积神经网络(Convolutional Neural Network,CNN)和双向长短期记忆网络(Bi-directional Long Short-Term Memory,BiLSTM)更好地提取数据中的空间特征、时间特征,结合自注意力机制(Self-Attention)对这些特征分配不同的权重,并利用Softmax函数进行分类,提高对少数类攻击样本的检测率。在数据集NSL-KDD、UNSW-NB15上的实验结果表明,该模型的准确率为90.64%、88.78%,F1分数为91.05%、89.25%,优于传统的机器学习模型和深度学习模型。 展开更多
关键词 网络入侵检测 特征选择 不平衡处理 双向长短期记忆网络 自注意力机制
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帕德玛大桥铁路连接线无砟轨道设计及应用实践
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作者 杨文茂 林红松 +3 位作者 易南福 徐浩 代丰 向芬 《价值工程》 2025年第32期101-103,共3页
帕德玛大桥铁路连接线是孟加拉国迄今为止设计时速最高、轴重最大的铁路。项目首通段于2023年10月10日开通,其中包含无砟轨道约30km,实现了无砟轨道技术在孟加拉国的首次成功应用。本文从无砟轨道选型、轨道结构设计、轨道施工流程以及... 帕德玛大桥铁路连接线是孟加拉国迄今为止设计时速最高、轴重最大的铁路。项目首通段于2023年10月10日开通,其中包含无砟轨道约30km,实现了无砟轨道技术在孟加拉国的首次成功应用。本文从无砟轨道选型、轨道结构设计、轨道施工流程以及质量控制要点四个方面,对该线无砟轨道设计及应用实践进行了系统介绍,相关经验对孟加拉国后续铁路项目建设具有一定的参考作用。 展开更多
关键词 帕德玛大桥铁路连接线 无砟轨道 WJ-12扣件 预应力长枕 施工流程 质量控制要点
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