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Representation of the ENSO Combination Mode and its Asymmetric SST Response in Different Resolutions of HadGEM3
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作者 Jianghua WAN Hongli REN Peili WU 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2018年第8期167-180,共14页
Previous studies have revealed a combination mode (C-mode) occurring in the Indo-Pacific region, arising from nonlinear interactions between ENSO and the western Pacific warm pool annual cycle. This paper evaluates ... Previous studies have revealed a combination mode (C-mode) occurring in the Indo-Pacific region, arising from nonlinear interactions between ENSO and the western Pacific warm pool annual cycle. This paper evaluates the simulation of this C-mode and its asymmetric SST response in HadGEM3 and its resolution sensitivity using three sets of simulations at horizontal resolutions of N96, N216 and N512. The results show that HadGEM3 can capture well the spatial pattern of the C-mode associated surface wind anomalies, as well as the asymmetric response of SST in the tropical Pacific, but it strongly overestimates the explained variability of the C-mode compared to the ENSO mode. The model with the three resolutions is able to reproduce the distinct spectral peaks of the C-mode at the near annual combination frequencies, but the performance in simulating the longer periods is not satisfactory, presumably due to the unrealistic simulation of the ENSO mode. Increasing the horizontal resolution can improve the consistency between atmospheric and oceanic representations of the C-mode, but not necessarily enhance the accuracy of C-mode simulation compared with observation. 展开更多
关键词 ENSO combination mode asymmetric response Nifio-A index HadGEM3 horizontal resolution
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Research on the Combination Mode of Modem Product and Industrial Design under the Green Design Background
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作者 Liying Wu 《International Journal of Technology Management》 2016年第3期57-59,共3页
In this paper, we conduct research on the combination mode of the modern product and the industrial design under the green design background. Our enterprises must set up the industrial design as the basis of the new m... In this paper, we conduct research on the combination mode of the modern product and the industrial design under the green design background. Our enterprises must set up the industrial design as the basis of the new mechanism, treatment of product, enterprise and market to trinity, cannot be indifferent to a certain aspect, to every aspect, to attach importance to technology, hard management talents, on the basis of industrial designers should play the role of soft energetically. Industrial design should have good adhesive property, product, enterprise and market more harmonious, more closely linked, creation of the technical performance, reasonable internal structure, a novel appearance, low production cost, a profound cultural products, for the enterprise to bring the most lucrative business profits, and make the market more prosperous more standardized. Under this background, we propose the novel combination pattern that holds special meaning. 展开更多
关键词 combination mode Product and Industrial Design Green Design Trend.
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An improved conditional denoising diffusion GAN for Mach number field reconstruction in a multi-tunnel combined inlet based on sparse parameter information
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作者 Ke MIN Fan LEI +2 位作者 Jiale ZHANG Chengxiang ZHU Yancheng YOU 《Chinese Journal of Aeronautics》 2026年第1期169-190,共22页
The internal flow fields within a three-dimensional inward-tunning combined inlet are extremely complex,especially during the engine mode transition,where the tunnel changes may impact the flow fields significantly.To... The internal flow fields within a three-dimensional inward-tunning combined inlet are extremely complex,especially during the engine mode transition,where the tunnel changes may impact the flow fields significantly.To develop an efficient flow field reconstruction model for this,we present an Improved Conditional Denoising Diffusion Generative Adversarial Network(ICDDGAN),which integrates Conditional Denoising Diffusion Probabilistic Models(CDDPMs)with Style GAN,and introduce a reconstruction discrimination mechanism and dynamic loss weight learning strategy.We establish the Mach number flow field dataset by numerical simulation at various backpressures for the mode transition process from turbine mode to ejector ramjet mode at Mach number 2.5.The proposed ICDDGAN model,given only sparse parameter information,can rapidly generate high-quality Mach number flow fields without a large number of samples for training.The results show that ICDDGAN is superior to CDDGAN in terms of training convergence and stability.Moreover,the interpolation and extrapolation test results during backpressure conditions show that ICDDGAN can accurately and quickly reconstruct Mach number fields at various tunnel slice shapes,with a Structural Similarity Index Measure(SSIM)of over 0.96 and a Mean-Square Error(MSE)of 0.035%to actual flow fields,reducing time costs by 7-8 orders of magnitude compared to Computational Fluid Dynamics(CFD)calculations.This can provide an efficient means for rapid computation of complex flow fields. 展开更多
关键词 Flow field reconstruction Improved Conditional Denoising Diffusion Generative Adversarial Network(ICDDGAN) mode transition Sparse parameter information Three-dimensional inward-tunning combined inlet
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Combined model of trip mode and destination 被引量:1
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作者 姜雨 陆键 《Journal of Southeast University(English Edition)》 EI CAS 2010年第4期633-637,共5页
This paper analyzes the characteristics of the destination distribution of trips and proposes a stratified sampling strategy for travel mode choice.The stratified sampling strategy can reduce the size of the alternati... This paper analyzes the characteristics of the destination distribution of trips and proposes a stratified sampling strategy for travel mode choice.The stratified sampling strategy can reduce the size of the alternative set;thus,the computation burden of simulation is decreased.Using the stratified sampling strategy,a combined choice model of the trip mode and destination is developed based on the Bayesian theory.Simulations are carried out to verify the proposed model.The results show that the combined choice model of the trip mode and destination can efficiently simulate travelers' choice behaviors.Furthermore,the forecasting accuracy of the combined choice model is higher than the one of the gravity model.Therefore,the proposed model is a powerful tool with which to analyze travelers' behaviors in selecting the trip mode. 展开更多
关键词 combined choice model discrete choice trip mode and destination sampling
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An improved displacement-based adaptive pushover procedure based on factor modal combination rule 被引量:2
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作者 Abbasnia R Tajik Davoudi A Maddah M.M 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2014年第2期223-241,共19页
An accurate estimation of the applied load pattern is an essential component in each pushover procedure. Recently, a number of adaptive pushover methods have been proposed in which the effects of the higher modes as w... An accurate estimation of the applied load pattern is an essential component in each pushover procedure. Recently, a number of adaptive pushover methods have been proposed in which the effects of the higher modes as well as the progressive changes in the dynamic characteristics of structures are taken into account to compute the applied load pattern. The basic shortcoming of these advanced pushover methods is related to employing the quadratic modal combination rule, whereby the sign reversals of the modal load vectors are suppressed. In this study, an improved displacement-based adaptive pushover method is developed in which the applied load pattern is computed using the factor modal combination rule(FMC). In the proposed procedure, multiple load patterns, depending on the number of the modes considered, are determined in order to take into account the sign reversals of different modal load vectors. The accuracy of the proposed method is verifi ed for seven moment resisting frame buildings of 3, 9 and 20 stories with regularity or vertically geometric and mass irregularities subjected to 60 earthquake ground motion records. The results showed that the proposed methodology is capable of reproducing the peak dynamic responses with very good accuracy. 展开更多
关键词 adaptive pushover higher modes sign reversal factor modal combination rule
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A HALF PLANE CRACK UNDER THREE-DIMENSIONAL COMBINED MODE IMPACT LOADING 被引量:1
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作者 柳春图 李湘平 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 1994年第1期40-48,共9页
The dynamic stress intensity factor history for a half plane crack in an otherwise unbounded elastic body, with the crack faces subjected to a traction distribution consisting of two pairs of suddenly-applied shear li... The dynamic stress intensity factor history for a half plane crack in an otherwise unbounded elastic body, with the crack faces subjected to a traction distribution consisting of two pairs of suddenly-applied shear line loads is consid- ered. The analytic expression for the combined mode stress intensity factors as a function of time is obtained. The method of solution is based on the application of integral transforms and the Wiener-Hopf technique. Some features of the solutions are discussed and graphical numerical results are presented. 展开更多
关键词 impact line loads a half plane crack combined mode dynamic stress intensity factor
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A solution strategy combining the mode superposition method and time integration methods for linear dynamic systems
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作者 Yufeng Xing Lu Yao Yi Ji 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2022年第6期167-181,I0004,共16页
In this article,the mode superposition method is combined with a time integration method like the trapezoidal rule to improve solution accuracy for linear dynamic systems.In this combination strategy,the essential thi... In this article,the mode superposition method is combined with a time integration method like the trapezoidal rule to improve solution accuracy for linear dynamic systems.In this combination strategy,the essential thing is to decompose a dynamic system into two sub-systems,a small-scale low-frequency system and a high-frequency system.The former can be analytically and efficiently solved with the mode superposition method,and the latter is dealt with through a time integration method such as the Newmark method.The summation of the responses of these two sub-systems is the responses of the original dynamic system.It is concluded that,with little sacrifice of efficiency,the combination method based on the strategy is more accurate than the combined time integration method,but it has the same accuracy order as that of the combined method.Numerical experiments validate the effectiveness of the proposed strategy. 展开更多
关键词 mode superposition method Time integration method ACCURACY combination
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Adaptive configuration control of combined UAVs based on leader-wingman mode
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作者 Rui HUANG Hanlin SHENG +4 位作者 Qian CHEN Ziting RAN Zhen XUE Jiacheng LI Tong LIU 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2024年第12期416-433,共18页
Modular Unmanned Aerial Vehicles(UAVs)can adapt to rapidly changing payload requirements based on the shape and weight of the load by adding or subtracting units,reconfiguring,or changing the type of units.The existin... Modular Unmanned Aerial Vehicles(UAVs)can adapt to rapidly changing payload requirements based on the shape and weight of the load by adding or subtracting units,reconfiguring,or changing the type of units.The existing research has addressed aerial docking and hover control post-docking but fails to achieve coordinated flight following combination,leading to delayed response and oscillations as the number of UAV units increases.Moreover,the configuration of modular UAVs is complex and variable,making it challenging to adjust the controller parameters of each unit online.Therefore,this paper presents:(A)Adaptive attitude allocation method for different combined UAV configurations:establishing a mapping relationship between constant controller parameters of the unit and the combination angular acceleration.The desired torque of the combination is allocated based on the size of the lever arm,enabling adaptive attitude control of the combination for varying configurations by controlling the attitude of the local unit;(B)A power allocation strategy based on a leader-wingman mode:employing a leader to control the entire combination,distributing the combination’s force and torque to wingman units according to the mapping relationship of the attitude allocation method.This transforms the complex control of the combination into unit control in the leader-wingman mode.Compared to current average allocation methods,the step response of attitude angle improves by about 60% on average,and spatial trajectory tracking increases by an average of 11.5%.As the number of units grows,the response of the combination becomes similar to that of a single,independently flying UAV,resolving the oscillation issue in combined flight.Additionally,this approach eliminates the need to change the controller parameters of all units,facilitating convenient reconfiguration and coordinated flight for modular UAVs post-combination. 展开更多
关键词 Unmanned aerial vehicle combined UAVs control Modular UAVs control Leader-wingman mode Adaptive attitude allocation Power allocation
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Generation/collection mode of SECM with combined probe
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作者 Wei Wang Jie Zhang +2 位作者 LianHuan Han DeZhi Yang Dong Ping Zhan 《Chinese Chemical Letters》 SCIE CAS CSCD 2012年第1期86-88,共3页
Here we report a novel generation/collection operation mode of scanning electrochemical microscopy,in which a theta micropipette was employed to support two adjacent water/1,2-dichloroethane interfaces separated by th... Here we report a novel generation/collection operation mode of scanning electrochemical microscopy,in which a theta micropipette was employed to support two adjacent water/1,2-dichloroethane interfaces separated by the thin central glass wall:one acts as the generator while the other as the collector.The generation current,collection current and collection efficiency were enhanced significantly when the tip approached to an insulate substrate. 展开更多
关键词 SECM Generation/collection mode combined probe
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A New Fracture Criterion for a Crack under Combined Mode Loading
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作者 周小平 王建华 《Journal of Shanghai Jiaotong university(Science)》 EI 2003年第1期89-91,共3页
A new fracture criterion was proposed. The physical explanation of the criterion is that crack will propagate when the minimum strain energy density in iso hoop stress curve reach a critical strength of the material c... A new fracture criterion was proposed. The physical explanation of the criterion is that crack will propagate when the minimum strain energy density in iso hoop stress curve reach a critical strength of the material considered. The resulting curve of critical fracture of mixed mode cracks shows that the present fracture is efficient and more accurate than the previous criteria. 展开更多
关键词 fracture criterion combined mode loading minimum strain energy density in iso hoop stress curve
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Research on the path of medical service combination from the perspective of departmental cooperation
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作者 YANG Huazhen 《International English Education Research》 2018年第3期59-61,共3页
As an innovative mode of social endowment, combining medical care with modern medical care technology and old-age service is an important direction of a series of social problems caused by the deepening of aging and t... As an innovative mode of social endowment, combining medical care with modern medical care technology and old-age service is an important direction of a series of social problems caused by the deepening of aging and the intensification of aging process in China. It is the inevitable choice for the development of Chinese characteristics for the aged. At present, with the continuous development of the combination of medical care and rehabilitation, the process of combination of medical care and breeding is slow, and the problems of inter departmental cooperation, high cost of resource integration and low service efficiency have emerged. The paper puts forward that multi head management of different responsibility management body is a bottleneck problem that hinders the integration of medical care. From the objective and subjective two points of view, the administrative system level barrier and the inter departmental interest game are the important reasons that obstruct the medical support and break through the estrangement of the Department and realize the cooperation. Then, according to the theory of large part system reform, the author boldly proposes the idea of establishing a new comprehensive functional department that specializes in the management of pension related affairs. 展开更多
关键词 medical service combination new pension service mode department cooperation bottleneck problem
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Research on the Application of Appropriate Technology of Traditional Chinese Medicine in the Mode of Combining Medical Care with Nursing Care for the Aged
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作者 HUYalan LUSijie 《外文科技期刊数据库(文摘版)医药卫生》 2022年第5期180-184,共5页
With the aggravation of the aging population in China, the number of the elderly is increasing year by year due to the negative growth of the population. Healthy old-age care has become a realistic social problem, whi... With the aggravation of the aging population in China, the number of the elderly is increasing year by year due to the negative growth of the population. Healthy old-age care has become a realistic social problem, which needs to be solved urgently. At present, the mode of combining medical care with nursing care is being gradually implemented and applied all over the world. With its traditional Chinese medicine therapy, convenient and simple operation, safe and no side effects, the appropriate technology of traditional Chinese medicine gives full play to the unique advantages of Chinese medicine, and its application in the mode of combining medical care with nursing care can provide reference for the elderly. Based on this, this paper analyzes and studies the application of appropriate technology of traditional Chinese medicine in the mode of combining medical care with nursing care for the aged. 展开更多
关键词 appropriate technology of traditional Chinese medicine combination of medical care and nutrition pension mode application research
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The reform of higher mathematics education pattern with the combination of experiment teaching
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作者 Zhang Lihua 《Journal of Zhouyi Research》 2014年第1期64-66,共3页
关键词 高等数学教育 实验教学 教育模式 改革 高等数学教学 信息技术 数学实验 作者分析
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Non-singular fast terminal sliding mode control for roll-pitch seeker based on extended state observers
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作者 XIAO Bowen XIA Qunli 《Journal of Systems Engineering and Electronics》 2025年第2期537-551,共15页
For air-to-air missiles, the terminal guidance’s preci-sion is directly contingent upon the tracking capabilities of the roll-pitch seeker. This paper presents a combined non-singular fast terminal sliding mode contr... For air-to-air missiles, the terminal guidance’s preci-sion is directly contingent upon the tracking capabilities of the roll-pitch seeker. This paper presents a combined non-singular fast terminal sliding mode control method, aimed at resolving the frame control problem of roll-pitch seeker tracking high maneu-vering target. The sliding mode surface is structured around the principle of segmentation, which enables the control system’s rapid attainment of the zero point and ensure global fast conver-gence. The system’s state is more swiftly converged to the slid-ing mode surface through an improved adaptive fast dual power reaching law. Utilizing an extended state observer, the overall disturbance is both identified and compensated. The validation of the system’s stability and its convergence within a finite-time is grounded in Lyapunov’s stability criteria. The performance of the introduced control method is confirmed through roll-pitch seeker tracking control simulation. Data analysis reveals that newly proposed control technique significantly outperforms existing sliding mode control methods by rapidly converging the frame to the target angle, reduce the tracking error of the detec-tor for the target, and bolster tracking precision of the roll-pitch seeker huring disturbed conditions. 展开更多
关键词 air-to-air missile roll-pitch seeker finite-time con-vergence combined sliding mode control extended state observer
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基于RIME-VMD联合小波阈值的爆破振动信号去噪方法
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作者 王薇 程忠耀 +1 位作者 向延念 宋良俊 《铁道科学与工程学报》 北大核心 2026年第1期465-479,共15页
随着现代化建设的加速推进,邻近既有建筑的爆破作业日益增多,监测和分析爆破引起的振动对结构安全的评估至关重要。然而,爆破振动信号的非线性特性和复杂的环境因素干扰使得从实测信号中提取有效信号成分难度较大,给后续的信号分析造成... 随着现代化建设的加速推进,邻近既有建筑的爆破作业日益增多,监测和分析爆破引起的振动对结构安全的评估至关重要。然而,爆破振动信号的非线性特性和复杂的环境因素干扰使得从实测信号中提取有效信号成分难度较大,给后续的信号分析造成了较大影响。为提高爆破振动信号的降噪精度,将雾凇优化算法(RIME)、变分模态分解(VMD)和小波阈值进行融合,形成一种爆破振动信号联合去噪方法。该方法首先通过雾凇优化算法对VMD关键参数进行优化,然后通过优化后的VMD对振动信号进行自适应分解,剔除方差贡献率较低的分量,再采用小波阈值对筛选后的分量进行降噪处理,最终重构得到去噪后的信号。对该方法的降噪效果进行仿真分析和实际工程验证,结果表明:在仿真信号分析中,经RIME-VMD联合小波阈值的降噪方法去噪后的信号与无噪声的纯净信号相比,形状与特征高度吻合,且信噪比(SNR)和均方根误差(RMSE)等去噪指标优于EMD、小波阈值、EMD联合小波阈值等常用去噪方法;经工程实际案例验证,该方法能够在极大保留原信号基本特征的前提下,有效去除爆破振动信号中的高频噪声,降噪后信号更加符合爆破振动信号的主频范围,且具有比EMD、小波阈值、EMD联合小波阈值等常用去噪方法更好的去噪效果。该研究成果对爆破振动信号的降噪处理具有参考意义。 展开更多
关键词 爆破振动 信号处理 联合降噪 雾凇优化算法 变分模态分解 小波阈值去噪
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泵阀联控锚杆钻机回转马达转速研究
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作者 高有山 唐光伟 +2 位作者 闫政 张梦圆 孙浩然 《机床与液压》 北大核心 2026年第1期119-126,共8页
针对锚杆钻机在复杂煤巷钻锚支护作业中,因围岩性状多变导致马达转速调节不及时而引起的钻头磨损与卡钻问题,提出一种泵阀联合控制策略,并构建泵阀联合控制系统。在阀控部分,针对回转系统的非线性和未建模扰动,设计改进型滑模自抗扰控制... 针对锚杆钻机在复杂煤巷钻锚支护作业中,因围岩性状多变导致马达转速调节不及时而引起的钻头磨损与卡钻问题,提出一种泵阀联合控制策略,并构建泵阀联合控制系统。在阀控部分,针对回转系统的非线性和未建模扰动,设计改进型滑模自抗扰控制器(SM-ADRC),利用扩张状态观测器估计并补偿系统总扰动,结合改进的趋近律滑模控制提高响应性和鲁棒性。在泵控部分,伺服电动机转速环采用一阶线性自抗扰控制(LADRC)以提升启动快速性和抗扰能力。为实现动力源与负载的流量匹配,引入基于灰色预测的负载流量预测模型,动态调节伺服电动机转速。此外,在系统中增设蓄能器以补偿负载突变时的流量需求。通过AMESim与Simulink搭建联合仿真模型,并在两种典型工况(围岩硬度系数突变、瞬时负载扰动)下与PID控制策略进行对比验证。结果表明:基于负载流量预测的泵控系统能使绝大部分输出流量用于负载马达回转,稳压阀溢流仅占5.82%,实现了流量的高效利用;在阀控部分,改进型SM-ADRC在围岩硬度系数由f=4突变至f=8时,马达转速超调量小于PID控制,调整时间略长但综合控制性能更优;在f=6工况下施加18 N·m瞬时扰动时,SM-ADRC控制的马达转速波动更小,稳定时间较PID控制缩短6.4%;在泵控部分,LADRC相较于PID控制使电动机转速响应时间减少10.6%,超调量降低1.8%;蓄能器有效平抑了系统压力和流量冲击,并在负载突变时快速补充流量,提升了系统动态响应能力。 展开更多
关键词 泵阀联控 改进型滑模自抗扰控制 马达回转速度 锚杆钻机
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基于优化VMD⁃TCN⁃LSTM的变压器油中溶解气体预测
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作者 代浩 胡东 +4 位作者 杨童亮 付强 杨勇 唐超 谭为民 《高压电器》 北大核心 2026年第3期47-60,共14页
针对非平稳变压器油中溶解气体序列既有长期趋势又有短期细微波动的复杂特性,文中将黄金正弦算法(GSA)优化的麻雀搜索算法(SSA)与变分模态分解(VMD)组合构成GSSA⁃VMD模型;对原始变压器油中溶解气体序列使用GSSA⁃VMD分解,最终得到一组平... 针对非平稳变压器油中溶解气体序列既有长期趋势又有短期细微波动的复杂特性,文中将黄金正弦算法(GSA)优化的麻雀搜索算法(SSA)与变分模态分解(VMD)组合构成GSSA⁃VMD模型;对原始变压器油中溶解气体序列使用GSSA⁃VMD分解,最终得到一组平稳的模态分量;其次,为了精准预测变压器气体序列长期趋势和短期波动,文中将时序卷积网络(TCN)与长短期记忆网络(LSTM)组合起来,并与GSSA⁃VMD组合构成变压器油中溶解气体含量组合预测模型;最后,文中选用变压器油中溶解气体CO_(2)进行实验验证,与VMD⁃TCN⁃LSTM、EMD⁃TCN⁃LSTM和GSSA⁃VMD⁃LSTM模型进行对比实验,实验结果得出文中提出的变压器油中溶解气体混合预测模型效果最佳,平均绝对百分比误差MAPE值为0.71%,均方根误差RMSE值为9.04μL/L。 展开更多
关键词 油中溶解气体 组合预测模型 变压器 变分模态分解
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自动化专业“三全育人”实践方式与评价方法研究
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作者 石峰 席剑辉 《高教学刊》 2026年第4期81-85,共5页
高等院校采用专业制开展人才培养,基于专业培养目标差异,各专业“三全育人”实践方式各具特点。该文基于自动化专业人才培养目标,从国家忠诚度、社会责任感、专业能力培养和创新能力培养等四个维度研究“三全育人”实践方式,设计效果评... 高等院校采用专业制开展人才培养,基于专业培养目标差异,各专业“三全育人”实践方式各具特点。该文基于自动化专业人才培养目标,从国家忠诚度、社会责任感、专业能力培养和创新能力培养等四个维度研究“三全育人”实践方式,设计效果评价模型。通过采用定性评价与定量分析相结合的方法,实现对自动化专业“三全育人”效果的有效评价。 展开更多
关键词 自动化专业 三全育人 三合模式 实践方式 评价方法
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基于Q-Learning的多模态自适应光伏功率优化组合预测
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作者 隗知初 杨苹 +3 位作者 周钱雨凡 陈文皓 万思洋 崔嘉雁 《电力工程技术》 北大核心 2026年第1期115-124,163,共11页
针对光伏功率序列波动性强、随机性高的问题,文中提出一种基于Q-Learning的多模态自适应光伏功率优化组合预测模型。首先,采用鲸鱼优化算法的变分模态分解方法,将原始光伏功率序列分解成不同子模态,并通过集成特征筛选模型,确定各子模... 针对光伏功率序列波动性强、随机性高的问题,文中提出一种基于Q-Learning的多模态自适应光伏功率优化组合预测模型。首先,采用鲸鱼优化算法的变分模态分解方法,将原始光伏功率序列分解成不同子模态,并通过集成特征筛选模型,确定各子模态序列最敏感的气象因素。然后,构建反向传播神经网络、双向长短期记忆网络、门控循环单元网络和时间卷积网络4种基础预测模型。考虑到不同模型对不同频率特征的子序列预测能力不同,利用Q-Learning算法自适应选择各模态对应的最优基础模型组合方式。最后,将不同子模态的预测结果叠加重构,得到最终预测结果,并利用高分辨率光伏气象功率数据集进行验证。结果证明,文中所提出的基于Q-Learning的多模态自适应光伏功率优化组合预测模型,相较于单一模型的预测误差平均绝对误差下降了16.18%,均方误差下降了17.00%。 展开更多
关键词 鲸鱼优化算法 变分模态分解 Q-LEARNING 功率预测 组合模型 光伏发电
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基于改进变模态分解和宽核深度卷积神经网络的中介轴承故障诊断方法
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作者 田晶 谢肇阳 +1 位作者 吕静宜 林政 《推进技术》 北大核心 2026年第1期309-320,共12页
针对中介轴承受背景噪声干扰导致故障特征提取困难且诊断识别率低的问题,提出一种基于河马算法(Hippopotamus Optimization Algorithm,HO)改进变模态分解(Variational Mode Decomposition,VMD)、并结合第一层宽卷积核深度卷积神经网络(D... 针对中介轴承受背景噪声干扰导致故障特征提取困难且诊断识别率低的问题,提出一种基于河马算法(Hippopotamus Optimization Algorithm,HO)改进变模态分解(Variational Mode Decomposition,VMD)、并结合第一层宽卷积核深度卷积神经网络(Deep Convolutional Neural Networks with Wide First-layer Kernel,WDCNN)的故障诊断方法。该方法首先综合包络谱能量、峭度和排列熵构建多维度联合指标作为适应度函数,通过河马算法寻优确定VMD关键变量参数,其次,将原始信号分解后,根据相关系数-样本熵准则筛选有效模态分量进行重构,最后,将重构信号作为样本输入WDCNN模型完成故障诊断。凯斯西储大学轴承数据集试验结果表明:重构信号多次诊断的准确率为98.30%,相较于支持向量机、反向传播神经网络与一维卷积神经网络诊断有更高的正确率;对于自建中介轴承故障模拟试验台数据的多次诊断的平均准确率为96.4%,多种分类方法准确率平均优化了18.9%,稳定性优化了52%。证明该提方法能够去除噪声等非线性干扰成分,有效提升故障诊断模型分类准确性。 展开更多
关键词 中介轴承 多维度联合函数 河马算法 变模态分解 第一层宽卷积核深度卷积神经网络
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