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Impact of the head cavity and submerged nozzle on corner vortices and pressure oscillations in a solid rocket motor with a backward- facing step
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作者 Hongbo Xu Jie Hu +2 位作者 Chao Huo Yifang He Peijin Liu 《Defence Technology(防务技术)》 2025年第7期405-416,共12页
Taking a C1x motor with a backward-facing step which can generate a typical corner vortex as a reference,a numerical methodology using large eddy simulation was established in this study.Based on this methodology,the ... Taking a C1x motor with a backward-facing step which can generate a typical corner vortex as a reference,a numerical methodology using large eddy simulation was established in this study.Based on this methodology,the position of the backward-facing step of the motor was computed and analyzed to determine a basic configuration.Two key geometrical parameters,the head cavity angle and submerged nozzle cavity height,were subsequently introduced.Their effects on the corner vortex motion and their interactions with the acoustic pressure downstream of the backward-facing step were analyzed.The phenomena of vortex acoustic coupling and characteristics of pressure oscillations were further explored.The results show that the maximum error between the simulations and experimental data on the dominant frequency of pressure oscillations is 5.23%,which indicates that the numerical methodology built in this study is highly accurate.When the step is located at less than 5/8 of the total length of the combustion chamber,vortex acoustic coupling occurs,which can increase the pressure oscillations in the motor.Both the vorticity and the scale of vortices in the downstream step increase when the head cavity angle is greater than 24°,which increases the amplitude of the pressure oscillation by maximum 63.0%.The submerged nozzle cavity mainly affects the vortices in the cavity itself rather than those in the downstream step.When the height of the cavity increases from 10 to 20 mm,the pressure oscillation amplitude under the main frequency increases by 39.1%.As this height continues to increase,the amplitude of pressure oscillations increases but the primary frequency decreases. 展开更多
关键词 Solid rocket motor Backward-facing step Head cavity Submerged nozzle Large eddy simulation Pressure oscillation
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Seismic pseudo-static stability analysis of bedding jointed rock slope stability under the interaction of the upper dangerous rock mass and lower stepped slope mass based on acceleration assessment
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作者 LI De-jian XIAO Yu +3 位作者 YANG Yan-song YU Peng-cheng ZHANG Ying-bin ZHAO Lian-heng 《Journal of Central South University》 2025年第7期2619-2637,共19页
In the practical slope engineering,the stability of lower sliding mass(region A)with back tensile cracks of the jointed rock slope attracts more attentions,but the upper rock mass(region B)may also be unstable.Therefo... In the practical slope engineering,the stability of lower sliding mass(region A)with back tensile cracks of the jointed rock slope attracts more attentions,but the upper rock mass(region B)may also be unstable.Therefore,in this study,based on the stepped failure mode of bedding jointed rock slopes,considering the influence of the upper rock mass on the lower stepped sliding mass,the improved failure model for analyzing the interaction force(F_(AB))between two regions is constructed,and the safety factors(F_(S))of two regions and whole region are derived.In addition,this paper proposes a method to determine the existence of F_(AB) using their respective acceleration values(a_(A) and a_(B))when regions A and B are unstable.The influences of key parameters on two regions and the whole region are analyzed.The results show that the variation of the F_(AB) and F_(S) of two regions can be obtained accurately based on the improved failure model.The accuracy of the improved failure model is verified by comparative analysis.The research results can explain the interaction mechanism of two regions and the natural phenomenon of slope failure caused by the development of cracks. 展开更多
关键词 bedding jointed rock slope upper dangerous rock mass stepped sliding interaction mechanism stability analysis
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Enhancing formability of NiS_(2)cathode by SiO_(2)doping for high-performance thermal batteries
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作者 SONG Ren-hong HU Jing +4 位作者 LI Xiao GUO Hao ZHANG Wen TIAN Qian-qiu HU Wen-bin 《Journal of Central South University》 2025年第4期1272-1283,共12页
As a cathode material for thermal batteries,NiS_(2)has a high theoretical capacity but low thermal stability.Besides,the poor formability of NiS_(2)powders also restricts the cathode performance of thermal batteries.I... As a cathode material for thermal batteries,NiS_(2)has a high theoretical capacity but low thermal stability.Besides,the poor formability of NiS_(2)powders also restricts the cathode performance of thermal batteries.In this paper,the novel NiS_(2)/SiO_(2)composite material was developed by high temperature vulcanization to improve the thermal stability formability of NiS_(2).The good filling and lubrication of spherical SiO_(2)can improve the thermal conductivity of NiS_(2)electrode.The discharge test shows that the NiS_(2)/SiO_(2)cathode has a stable discharge voltage at a current density of 200 mA/cm^(2),and the activation time is shortened by nearly 20%compared with the NiS_(2)cathode.In addition,due to the favorable thermal insulation protection of SiO_(2),the initial decomposition temperature of NiS_(2)is increased by 30℃after the addition of SiO_(2).The incorporation of SiO_(2)not only effectively improves the thermal stability and electrochemical properties of NiS_(2),but also improves the cold pressing forming performance of the NiS_(2)powder.Therefore,the novel NiS_(2)/SiO_(2)composite material is more suitable for thermal batteries with high stability and fast response,which is of great significance for improving the maneuverability and quality reliability of weapons and equipment. 展开更多
关键词 thermal batteries NiS_(2)/SiO_(2)cathode stable discharge voltage FORMABILITY activation time
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Random step maneuver algorithm with normally distributed starting times 被引量:1
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作者 Liguang Wang Lingling Wang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2016年第4期887-891,共5页
The random step maneuver with uniformly distributed starting times has the disadvantage that it cannot focus the starting time on the more efficiency time. It decreases the penetration probability. To resolve this pro... The random step maneuver with uniformly distributed starting times has the disadvantage that it cannot focus the starting time on the more efficiency time. It decreases the penetration probability. To resolve this problem, a random step penetration algorithm with normal distribution starting time is proposed. Using the shaping filters and adjoint system method, the miss distance with different starting times can be acquired. According to the penetration standard, the time window ensuring successful penetration can be calculated and it is used as the 3σ bound of the normally distributed random maneuver. Simulation results indicate that the normally distributed random maneuver has higher penetration probability than the uniformly distributed random maneuver. 展开更多
关键词 random maneuver step maneuver uniform distribution normal distribution
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基于DWT-CNN-Informer模型的液压支架压力多步长预测
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作者 张传伟 张刚强 +1 位作者 路正雄 李林岳 《中国安全生产科学技术》 北大核心 2025年第4期57-63,共7页
为了实现液压支架压力多步长精准预测,提出1种基于DWT-CNN-Informer模型的压力多步长预测方法,该方法利用离散小波变换(discrete wavelet transform, DWT)将预处理后的压力时序数据分解为趋势项和周期项频率分量;各频率分量输入卷积神... 为了实现液压支架压力多步长精准预测,提出1种基于DWT-CNN-Informer模型的压力多步长预测方法,该方法利用离散小波变换(discrete wavelet transform, DWT)将预处理后的压力时序数据分解为趋势项和周期项频率分量;各频率分量输入卷积神经网络(CNN)模型提取频率特征;提取的频率特征输入Informer编码器,经位置编码和多头概率稀疏自注意力机制捕捉时序变化特征,并结合自注意力蒸馏减少特征冗余;将Informer解码器改为全连接层,直接输出各分量多步长预测结果;重构叠加各分量多步长预测结果得到液压支架压力多步长预测结果。研究结果表明:在预测步长分别为6,12,24时,DWT-CNN-Informer模型相比LSTM、Informer、CNN-Informer模型在平均绝对误差(MAE)、均方根误差(RMSE)、对称平均绝对百分比误差(SMAPE)指标上均表现出更高预测精度。研究结果为液压支架压力精准预测提供有效方法。 展开更多
关键词 液压支架压力 多步长预测 离散小波变换 CNN模型 informer模型
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基于Thermal Time模型预测高加索三叶草花序生长和花期发展
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作者 张慧敏 王明玖 +3 位作者 提忠慧 刘嘉伟 曹克璠 马一鸣 《草地学报》 北大核心 2025年第3期850-858,共9页
Thermal time模型认为植物需要高于基准温度(Base temperature,Tb)累积固定量的热效应(Thermal time,Tt)来完成特定的发育阶段,低于Tb或未达到固定量的Tt,不发生发育阶段的转化。本文在中国青藏高原、内蒙古高原、东北平原和新西兰坎特... Thermal time模型认为植物需要高于基准温度(Base temperature,Tb)累积固定量的热效应(Thermal time,Tt)来完成特定的发育阶段,低于Tb或未达到固定量的Tt,不发生发育阶段的转化。本文在中国青藏高原、内蒙古高原、东北平原和新西兰坎特伯雷平原设置5个试验区,以高加索三叶草(Trifolium ambiguum Bieb.)为研究对象,观测单个花序发育速率和种群开花进展速率。基于试验区温度,运用Thermal time模型预测花序生长和花期进展,旨在量化花序开放和花期推进所需的热量条件,以此指导高加索三叶草饲草利用和种子生产。结果表明,高加索三叶草从现蕾发育到最大花序尺寸约需在2℃以上累积25℃·d;从始花期到盛花期需在7.5℃以上累积635℃·d;从盛花期到结实期存在地形差异,高原地区需在8.7℃以上累积1813℃·d,平原地区需在3℃以上累积1290℃·d。在高原地区高加索三叶草更适合饲草利用,在平原地区有种子生产利用的潜质。 展开更多
关键词 高加索三叶草 温度 基温 花期 热效应
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Multi-type ant system algorithm for the time dependent vehicle routing problem with time windows 被引量:15
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作者 DENG Ye ZHU Wanhong +1 位作者 LI Hongwei ZHENG Yonghui 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2018年第3期625-638,共14页
The time dependent vehicle routing problem with time windows(TDVRPTW) is considered. A multi-type ant system(MTAS) algorithm hybridized with the ant colony system(ACS)and the max-min ant system(MMAS) algorithm... The time dependent vehicle routing problem with time windows(TDVRPTW) is considered. A multi-type ant system(MTAS) algorithm hybridized with the ant colony system(ACS)and the max-min ant system(MMAS) algorithms is proposed. This combination absorbs the merits of the two algorithms in solutions construction and optimization separately. In order to improve the efficiency of the insertion procedure, a nearest neighbor selection(NNS) mechanism, an insertion local search procedure and a local optimization procedure are specified in detail. And in order to find a balance between good scouting performance and fast convergence rate, an adaptive pheromone updating strategy is proposed in the MTAS. Computational results confirm the MTAS algorithm's good performance with all these strategies on classic vehicle routing problem with time windows(VRPTW) benchmark instances and the TDVRPTW instances, and some better results especially for the number of vehicles and travel times of the best solutions are obtained in comparison with the previous research. 展开更多
关键词 multi-type ant system(MTAS) time dependent vehicle routing problem with time windows(VRPTW) nearest neighbor selection(NNS)
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Splitting Based Scheme for Three-dimensional MHD with Dual Time Stepping 被引量:1
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作者 FU Huazheng FENG Xueshang 《空间科学学报》 CAS CSCD 北大核心 2015年第1期9-17,共9页
A new hybrid numerical scheme of combining an E-CUSP(Energy-Convective Upwind and Split Pressure) method for the fluid part and the Constrained Transport(CT) for the magnetic induction part is proposed.In order to avo... A new hybrid numerical scheme of combining an E-CUSP(Energy-Convective Upwind and Split Pressure) method for the fluid part and the Constrained Transport(CT) for the magnetic induction part is proposed.In order to avoid the occurrence of negative pressure in the reconstructed profiles and its updated value,a positivity preserving method is provided.Furthermore,the MHD equations are solved at each physical time step by advancing in pseudo time.The use of dual time stepping is beneficial in the computation since the use of dual time stepping allows the physical time step not to be limited by the corresponding values in the smallest cell and to be selected based on the numerical accuracy criterion.This newly established hybrid scheme combined with positivity preserving method and dual time technique has demonstrated the accurateness and robustness through numerical experiments of benchmark problems such as the 2D Orszag-Tang vortex problem and the3 D shock-cloud interaction problem. 展开更多
关键词 SPLITTinG BASED SCHEME THREE-DIMENSIONAL MHD Dual time stepPinG
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LSTM与Informer融合预测冠层区域温度
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作者 黄铝文 刘宇航 +1 位作者 屈昆仪 朱玉颖 《农业工程学报》 北大核心 2025年第8期222-232,共11页
针对传统温度预测方法难以充分捕捉多尺度信息,导致模型预测性能不佳等问题,该研究提出了一种基于Informer架构和长短时记忆网络(long short-term memory,LSTM)与多源数据融合的冠层区域温度预测模型。在编码层中,采用稀疏注意力机制提... 针对传统温度预测方法难以充分捕捉多尺度信息,导致模型预测性能不佳等问题,该研究提出了一种基于Informer架构和长短时记忆网络(long short-term memory,LSTM)与多源数据融合的冠层区域温度预测模型。在编码层中,采用稀疏注意力机制提取输入因子的多尺度信息及其与长时序数据之间的耦合关系;在解码层中,利用LSTM提取短期时序依赖,以增强时间序列的连贯性,同时引入改进的反向残差前馈网络(improved residual feedforward network,IRFFN)以优化模型结构。首先采用孤立森林法对数据进行异常值清理,并进行了归一化处理;然后使用斯皮尔曼相关系数法对冠层区域温度进行相关性分析,并选择相关程度较高的环境因子作为模型的输入特征;最终通过网格搜索法对超参数进行优化,并通过迭代训练实现模型的最优配置。通过与其他4种主流算法进行对比分析,提出的InformerLSTM在冠层区域温度预测方面表现出更高的精度,其平均绝对误差(mean absolute error,MAE)、均方根误差(root mean square error,RMSE)和决定系数(R^(2))分别达到了0.166、0.224℃和0.978,与基础模型Informer相比,冠层区域温度的均方根误差降低了0.448℃。该模型在时间序列预测方面具有较高的精度,为区域气象温度的中短期精准预测提供了一种新的技术方法。 展开更多
关键词 冠层 温度 非线性时间序列 长短期记忆神经网络 inFORMER
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Simutaneous radar imaging and velocity measuring with step frequency waveforms 被引量:4
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作者 Yuan Haotian Wen Shuliang Cheng Zhen 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第4期741-747,共7页
The principle and method of both radar target imaging and velocity measurement simultaneously based on step frequency waveforms is presented. Velocity compensation is necessary in order to obtain the good High resolut... The principle and method of both radar target imaging and velocity measurement simultaneously based on step frequency waveforms is presented. Velocity compensation is necessary in order to obtain the good High resolution range profile since this waveform is greatly sensitive to the Doppler shift. The velocity measurement performance of the four styles is analyzed with two pulse trains consisted of positive and negative step frequency waveforms. The velocity of targets can be estimated first coarsely by using the pulse trains with positive-positive step frequency combination, and then fine by positive-negative combination. Simulation results indicate that the method can accomplish the accurate estimation of the velocity with efficient computation and good anti-noise performance and obtain the good HRRP simultaneously. 展开更多
关键词 high resolution radar step frequency waveform velocity measuring high resolution range profile.
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基于时序InSAR的中海村滑坡变形过程研究
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作者 田述军 李珊 +2 位作者 尹庆宏 黄涛 罗明 《自然灾害学报》 北大核心 2025年第4期39-47,共9页
借助合成孔径雷达干涉测量(interferometric synthetic aperture radar,InSAR)全天候、长时序、高精度的形变监测优势,可以实现滑坡长时序变形过程监测,其在捕捉滑坡加速期迹象及潜在灾害预警信号方面展现出巨大潜力,这对于提升滑坡预... 借助合成孔径雷达干涉测量(interferometric synthetic aperture radar,InSAR)全天候、长时序、高精度的形变监测优势,可以实现滑坡长时序变形过程监测,其在捕捉滑坡加速期迹象及潜在灾害预警信号方面展现出巨大潜力,这对于提升滑坡预测与警报系统的效能至关重要。该文采用时序InSAR技术对中海村滑坡不同分区的形变进行监测,分析了滑坡不同分区的形变过程,研究了降雨对滑坡变形的影响机制。研究结果表明,滑坡发生前经历了初始变形、相对稳定和加速变形3个阶段,形变大小的顺序均表现为后缘、中部和前缘,不同分区的累积变形量在不同阶段变化趋势基本一致。滑坡不同分区累积变形均表现为随降雨增大而增大,降雨对后缘形变的影响更为显著。采用InSAR技术能监测到滑坡发生前后缘显著的变形加速过程,持续降雨过程对滑坡变形的影响显著。 展开更多
关键词 时序inSAR 形变监测 变形阶段 持续降雨过程
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Alpha-reliable combined mean traffic equilibrium model with stochastic travel times 被引量:5
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作者 张文义 关伟 +1 位作者 宋丽英 孙会君 《Journal of Central South University》 SCIE EI CAS 2013年第12期3770-3778,共9页
Based on the reliability budget and percentile travel time(PTT) concept, a new travel time index named combined mean travel time(CMTT) under stochastic traffic network was proposed. CMTT here was defined as the convex... Based on the reliability budget and percentile travel time(PTT) concept, a new travel time index named combined mean travel time(CMTT) under stochastic traffic network was proposed. CMTT here was defined as the convex combination of the conditional expectations of PTT-below and PTT-excess travel times. The former was designed as a risk-optimistic travel time index, and the latter was a risk-pessimistic one. Hence, CMTT was able to describe various routing risk-attitudes. The central idea of CMTT was comprehensively illustrated and the difference among the existing travel time indices was analyzed. The Wardropian combined mean traffic equilibrium(CMTE) model was formulated as a variational inequality and solved via an alternating direction algorithm nesting extra-gradient projection process. Some mathematical properties of CMTT and CMTE model were rigorously proved. Finally, a numerical example was performed to characterize the CMTE network. It is founded that that risk-pessimism is of more benefit to a modest(or low) congestion and risk network, however, it changes to be risk-optimism for a high congestion and risk network. 展开更多
关键词 travel behavior risk attitude travel time reliability combined mean travel time wardropian user equilibrium
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Numerical investigation of flow and heat transfer behind a two-dimensional backward-facing step equipped with a semi-porous baffle 被引量:4
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作者 Hamid-Reza BAHRAMI 《Journal of Central South University》 SCIE EI CAS CSCD 2021年第11期3354-3367,共14页
The backward-facing step is a critical problem existing in many engineering and industrial applications.In this study,a semi-porous baffle(the root of the baffle is a porous medium and the tip is solid) is placed behi... The backward-facing step is a critical problem existing in many engineering and industrial applications.In this study,a semi-porous baffle(the root of the baffle is a porous medium and the tip is solid) is placed behind the step.The effects of the length of the porous part,and the baffle location on the energy transfer and pressure drop are studied in different Reynolds numbers(Re=100,200,300,400,500).The effect of the Darcy number of the porous medium on the aforementioned parameters is also investigated.Both the local maximum and average relative Nusselt numbers(divided by the Nusselt of the base case with no baffle at the same Reynolds) and relative pressure drop(calculated as the relative Nusselt number) are reported.The results show that by adoption of the proper length of the porous medium,the average relative and maximum local Nusselt numbers could be enhanced by 20% and 90%,respectively.Low permeable porous media give better energy transfer.For example,porous media with Da=10^(-5) give 30% better maximum local Nusselt number and about 7% higher average Nusselt number with respect to the same case with Da=10^(-2). 展开更多
关键词 porous media enhanced heat transfer BAFFLE backward-facing step two-dimensional channel
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Performance improvement in stepped solar still modified by sponge layer
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作者 Mahtab TARAHOMI Saman RASHIDI +1 位作者 Faramarz HORMOZI Shahabeddin ASHTIANI 《Journal of Central South University》 SCIE EI CAS CSCD 2024年第6期1973-1982,共10页
In this paper,the experimental investigation on the performance improvement of conventional stepped solar still is conducted.The steps are covered by the porous material to improve the performance of the conventional ... In this paper,the experimental investigation on the performance improvement of conventional stepped solar still is conducted.The steps are covered by the porous material to improve the performance of the conventional device and increase the evaporation rate.All the parameters,including the temperature on the glass surface,the water temperature inside the evaporation zone,and the amount of water produced in both conventional and modified stepped solar stills are measured and compared.The efficiency of two devices and their exergy efficiency have been calculated.Finally,the economic analysis of both devices has been done to check the economic feasibility of the modified device.The amount of freshwater generated during one day was 2244.4 and 3076.2 mL/m^(2),respectively for the conventional and modified stepped solar stills.As a result,the amount of water produced in one day by modified stepped solar still is 35.5% more than the conventional one.Also,the costs for the conventional and modified stepped solar stills have been calculated as 0.0359 and 0.029$/(L·m^(-2)),respectively. 展开更多
关键词 stepped solar still black sponge EFFICIENCY EXERGY economic analysis
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Infinitesimal dividing modeling method for dual suppliers inventory model with random lead times 被引量:2
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作者 Ji Pengcheng Song Shiji Wu Cheng 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第3期527-536,共10页
As one of the basic inventory cost models, the (Q, τ)inventory cost model of dual suppliers with random procurement lead time is mostly formulated by using the concepts of "effective lead time" and "lead time de... As one of the basic inventory cost models, the (Q, τ)inventory cost model of dual suppliers with random procurement lead time is mostly formulated by using the concepts of "effective lead time" and "lead time demand", which may lead to an imprecise inventory cost. Through the real-time statistic of the inventory quantities, this paper considers the precise (Q, τ) inventory cost model of dual supplier procurement by using an infinitesimal dividing method. The traditional modeling method of the inventory cost for dual supplier procurement includes complex procedures. To reduce the complexity effectively, the presented method investigates the statistics properties in real-time of the inventory quantities with the application of the infinitesimal dividing method. It is proved that the optimal holding and shortage costs of dual supplier procurement are less than those of single supplier procurement respectively. With the assumption that both suppliers have the same distribution of lead times, the convexity of the cost function per unit time is proved. So the optimal solution can be easily obtained by applying the classical convex optimization methods. The numerical examples are given to verify the main conclusions. 展开更多
关键词 inVENTORY precise model random lead times dual supplier infinitesimal dividing method optimiza- tion.
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基于时序InSAR与机器学习的岩溶地区铁路沿线形变监测及预测方法
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作者 徐林荣 何元幸子 +3 位作者 邓志兴 肖源杰 李永威 陈昀灏 《中南大学学报(自然科学版)》 北大核心 2025年第3期998-1014,共17页
岩溶塌陷灾害对线性工程稳定性和安全性的影响不容忽视,地表形变监测结果能直接反映灾害体的当前状态。为捕捉岩溶地区铁路既有线的沉降靶区并分析其形变特征,提出一种基于时序InSAR与机器学习结合的铁路沿线形变监测及预测方法。以京... 岩溶塌陷灾害对线性工程稳定性和安全性的影响不容忽视,地表形变监测结果能直接反映灾害体的当前状态。为捕捉岩溶地区铁路既有线的沉降靶区并分析其形变特征,提出一种基于时序InSAR与机器学习结合的铁路沿线形变监测及预测方法。以京广铁路广州段为研究对象,首先基于时序InSAR技术获取并分析铁路沿线2019—2023年地表形变,结合现场勘察对铁路沿线形变时空特征、特征点时序形变特征及靶区形变稳定性进行分析。其次,采用小波变换(wavelet transform,WT)算法对3处路基历史塌陷点时序形变进行降噪处理,再基于反向传播(back propagation,BP)、极限学习机(extreme learning machine,ELM)、长短时记忆网络(long short-term memory,LSTM)这3种经典的机器学习模型进行形变的预测分析,并利用最佳机器学习模型对其进行超前预测。研究结果表明:铁路沿线存在A、B两处沉降靶区,2021—2023年,区内沉降量逐年增大且沉降范围不断扩大,其累计沉降量峰值为-118.01 mm;路基历史塌陷处均位于年平均形变速率的漏斗中心或边缘,结合正态分布统计,区域A、B均于2021年达到最不稳定状态,通过预测分析得到WT-LSTM模型的预测效果最佳,在训练集和测试集上的拟合优度分别高于0.98、0.94,基于超前预测结果发现未来形变预测的时间约为1 a。研究成果可为岩溶地区铁路沿线沉降早期预防提供关键技术支撑。 展开更多
关键词 铁路 地表形变 时序inSAR 机器学习 时序预测
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基于数字孪生和Informer-LSTM的滚动轴承剩余寿命预测
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作者 王雅君 崔海峰 +1 位作者 刘云松 鞠鸿宇 《组合机床与自动化加工技术》 北大核心 2025年第7期135-140,共6页
为了能够精准地实现滚动轴承剩余使用寿命的预测,提出了一种使用数字孪生技术和时间序列预测结合的预测方法,并且对Informer的解码器进行修改,引入LSTM以增强序列建模能力,构建出Informer-LSTM混合模型进行预测。通过数字孪生技术建立... 为了能够精准地实现滚动轴承剩余使用寿命的预测,提出了一种使用数字孪生技术和时间序列预测结合的预测方法,并且对Informer的解码器进行修改,引入LSTM以增强序列建模能力,构建出Informer-LSTM混合模型进行预测。通过数字孪生技术建立轴承的虚拟模型,实现对轴承物理状态的监控和模拟,并为剩余使用寿命的预测提供数据,通过提取历史数据和数字孪生数据的时域和频域特征,建立数据集,并利用Informer-LSTM模型对收集到的时间序列数据进行处理,实现轴承的剩余寿命的预测。通过实验看出,该方法在预测滚动轴承剩余寿命方面具有较高的准确性和稳定性,可以为实现设备的智能维护和故障预防提供了有力支持。 展开更多
关键词 数字孪生 时间序列预测 informer-LSTM 剩余使用寿命
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Effects of turbulator shape,inclined magnetic field,and mixed convection nanofluid flow on thermal performance of micro-scale inclined forward-facing step 被引量:2
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作者 E.JALIL G.R.MOLAEIMANESH 《Journal of Central South University》 SCIE EI CAS CSCD 2021年第11期3310-3326,共17页
This investigation numerically examined the combined impacts of different turbulator shapes,Al_(2)O_(3)/water nanofluid,and inclined magnetic field on the thermal behavior of micro-scale inclined forward-facing step(M... This investigation numerically examined the combined impacts of different turbulator shapes,Al_(2)O_(3)/water nanofluid,and inclined magnetic field on the thermal behavior of micro-scale inclined forward-facing step(MSIFFS).The length and height for all turbulators were considered 0.0979 and 0.5 mm,respectively,and the Reynolds number varied from 5000 to 10000.In order to compare the skin friction coefficient(SFC) and the heat transfer rate(HTR)simultaneously,the thermal performance factor parameter(TPF) was selected.The results show that all considered cases equipped with turbulators were thermodynamically more advantageous over the simple MSIFFS.Besides,using Al_(2)O_(3)/water nanofluid with different nanoparticles volume fractions(NVF) in the presence of inclined magnetic field(IMF)increased HTR.With an increment of NVF from 1% to 4% and magnetic field density(MFD) from 0.002 to 0.008 T,HTR and subsequently TPF improved.The best result was observed for MSIFFS equipped with a trapezoidal-shaped turbulator with 4% Al_(2)O_(3) in the presence of IMF(B=0.008 T).The TPF increased with the augmentation of Re,and the maximum value of it was 5.2366 for MSIFFS equipped with a trapezoidal-shaped turbulator with 4% Al_(2)O_(3),B=0.008 T,and Re=10000. 展开更多
关键词 microchannel forward-facing step TURBULATOR inclined magnetic field heat transfer enhancement
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Roll shifting strategy with varying stroke and step in hot strip mill 被引量:3
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作者 李维刚 刘相华 +1 位作者 郭朝晖 黄建平 《Journal of Central South University》 SCIE EI CAS 2012年第5期1226-1233,共8页
A new roll shifting strategy with varying stroke and varying step was investigated,Two characteristic parameters including cat ear height and gap contour smoothness were introduced to assess the effect of shifting str... A new roll shifting strategy with varying stroke and varying step was investigated,Two characteristic parameters including cat ear height and gap contour smoothness were introduced to assess the effect of shifting strategy on roll wear,and the relation between characteristic parameters and shifting strategy was established.Both varying stroke and varying step can reduce cat ear height and gap contour smoothness,so the shifting strategy with varying stroke and varying step is better than the one with either varying stroke or varying step,Based on the effect of shifting control parameters on characteristic parameters of roll wear,the selection principle of these shifting control parameters was gained.A case study was conducted to validate the proposed roll shifting strategy,reducing uncontrollable quartic loading gap contour,improving strip profile and extending rolling length of a rolling campaign. 展开更多
关键词 hot rolling work roll shifting varying step roll wear roll contour schedule free rolling
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融合时序InSAR与ESMD的高填方膨胀土机场隐患识别与形变监测
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作者 张双成 李思洁子 +2 位作者 任志鹏 司锦钊 胡兴群 《测绘通报》 北大核心 2025年第3期39-45,共7页
本文首先运用小基线集时序InSAR技术(SBAS-InSAR)识别安康膨胀土机场的形变隐患区,获取隐患区特征点的长时间序列;然后基于ESMD算法对形变时间序列进行分解,提取季节性物理信号,突出地表形变信号,获取时间序列季节性波段周期和形变异常... 本文首先运用小基线集时序InSAR技术(SBAS-InSAR)识别安康膨胀土机场的形变隐患区,获取隐患区特征点的长时间序列;然后基于ESMD算法对形变时间序列进行分解,提取季节性物理信号,突出地表形变信号,获取时间序列季节性波段周期和形变异常发生的频率和时间;最后结合环境负载中的降水、温度因素对形变因素进行分析。研究结果表明:①机场地表形变主要发生在膨胀土填方区域,机场高填方边坡的形变尤为明显;②膨胀土形变受环境因素表现为季节性波动,且在夏季易发生不均匀沉降。研究结果提供了有关膨胀土易发生周期性形变机制的重要线索,并对监测膨胀土地质条件下的交通基础设施具有一定参考意义。 展开更多
关键词 膨胀土机场 时序inSAR ESMD算法 隐患识别
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