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Concise review of relaxations and approximation algorithms for nonidentical parallel-machine scheduling to minimize total weighted completion times 被引量:1
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作者 Li Kai Yang Shanlin 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2008年第4期827-834,共8页
A class of nonidentical parallel machine scheduling problems are considered in which the goal is to minimize the total weighted completion time. Models and relaxations are collected. Most of these problems are NP-hard... A class of nonidentical parallel machine scheduling problems are considered in which the goal is to minimize the total weighted completion time. Models and relaxations are collected. Most of these problems are NP-hard, in the strong sense, or open problems, therefore approximation algorithms are studied. The review reveals that there exist some potential areas worthy of further research. 展开更多
关键词 parallel machine SCHEDULING REVIEW total weighted completion time RELAXATION algorithm
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New HB-weighted time delay estimation algorithm under impulsive noise environment 被引量:2
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作者 Sun Yongmei Qiu Tianshuang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2008年第6期1102-1108,共7页
The traditional HB-weighted time-delay estimation (TDE) method degenerates under the impulsive noise environment. Two new time-delay estimation methods are proposed based on fractional lower order statistics (FLOS... The traditional HB-weighted time-delay estimation (TDE) method degenerates under the impulsive noise environment. Two new time-delay estimation methods are proposed based on fractional lower order statistics (FLOS) according to the impulsive characteristics of fractional lower order α-stable noises. Theoretic analysis and computer simulations indicate that the proposed covariation based HB weighted (COV-HB) algorithm can suppress impulsive noises in one received signal for 1 ≤α≤ 2, whereas the other proposed fractional lower order eovariancebased HB weighted (FLOC-HB) algorithm has robust performance under arbitrary impulsive noise conditions for the whole range of 0 〈α≤ 2. 展开更多
关键词 HB weighted time delay COVARIATION fractional lower order covariance.
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Data point selection for weighted least square fitting of cavity decay time constant 被引量:1
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作者 何星 晏虎 +2 位作者 董理治 杨平 许冰 《Chinese Physics B》 SCIE EI CAS CSCD 2016年第1期640-646,共7页
For the accurate extraction of cavity decay time, a selection of data points is supplemented to the weighted least square method. We derive the expected precision, accuracy and computation cost of this improved method... For the accurate extraction of cavity decay time, a selection of data points is supplemented to the weighted least square method. We derive the expected precision, accuracy and computation cost of this improved method, and examine these performances by simulation. By comparing this method with the nonlinear least square fitting (NLSF) method and the linear regression of the sum (LRS) method in derivations and simulations, we find that this method can achieve the same or even better precision, comparable accuracy, and lower computation cost. We test this method by experimental decay signals. The results are in agreement with the ones obtained from the nonlinear least square fitting method. 展开更多
关键词 cavity ring-down decay time extraction weighted least square method data point selection
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Fabrication scheduling on a single machine to minimize the weighted sum of product completion time
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作者 王玉青 孙世杰 《Journal of Shanghai University(English Edition)》 CAS 2007年第2期109-114,共6页
In this paper, a fabrication scheduling problem concerning the production of components at a single manufacturing facility was studied, in which the manufactured components are subsequently assembled into a finite num... In this paper, a fabrication scheduling problem concerning the production of components at a single manufacturing facility was studied, in which the manufactured components are subsequently assembled into a finite number of end products. Each product was assumed to comprise a common component to all jobs and a unique component to itself. Common operations were processed in batches and each batch required a setup time. A product is completed when both its two operations have been processed and are available. The optimality criterion considered was the minimization of weighted flow time. For this scheduling problem, the optimal schedules were described in a weignted shortest processing time first (WSPT) order and two algorithms were constructed corresponding to the batch availability and item availability, respectively. 展开更多
关键词 SCHEDULING PRODUCT weighted flow time weighted shortest processing time first (WSPT) batch processing dynamic programming.
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ABSOLUTE CONTINUITIES OF EXIT MEASURES AND TOTAL WEIGHTED OCCUPATION TIME MEASURES FOR SUPER-α-STABLE PROCESSES
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作者 张静 任艳霞 《Acta Mathematica Scientia》 SCIE CSCD 2006年第2期358-370,共13页
Suppose X is a super-α-stable process in R^d, (0 〈 α〈 2), whose branching rate function is dr, and branching mechanism is of the form ψ(z) = z^1+β (0 〈0 〈β ≤1). Let Xγ and Yγ denote the exit measur... Suppose X is a super-α-stable process in R^d, (0 〈 α〈 2), whose branching rate function is dr, and branching mechanism is of the form ψ(z) = z^1+β (0 〈0 〈β ≤1). Let Xγ and Yγ denote the exit measure and the total weighted occupation time measure of X in a bounded smooth domain D, respectively. The absolute continuities of Xγ and Yγ are discussed. 展开更多
关键词 Super-α-stable process absolute continuity exit measure total weighted occupation time measure
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Weighted average consensus problem in networks of agents with diverse time-delays 被引量:4
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作者 Wenhui Liu Feiqi Deng +1 位作者 Jiarong Liang Xuekui Yan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2014年第6期1056-1064,共9页
This paper studies the weighted average consensus problem for networks of agents with fixed directed asymmetric unbalance information exchange topology. We suppose that the classical distributed consensus protocol is ... This paper studies the weighted average consensus problem for networks of agents with fixed directed asymmetric unbalance information exchange topology. We suppose that the classical distributed consensus protocol is destroyed by diverse time-delays which include communication time-delay and self time-delay. Based on the generalized Nyquist stability criterion and the Gerschgorin disk theorem, some sufficient conditions for the consensus of multi-agent systems are obtained. And we give the expression of the weighted average consensus value for our consensus protocol. Finally, numerical examples are presented to illustrate the theoretical results. 展开更多
关键词 networks of agents distributed control weighted average consensus time-DELAY digraph theory
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Weighted Time-Variant Slide Fuzzy Time-Series Models for Short-Term Load Forecasting
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作者 Xiaojuan Liu Enjian Bai Jian’an Fang 《Journal of Intelligent Learning Systems and Applications》 2012年第4期285-290,共6页
Short-term load forecast plays an important role in the day-to-day operation and scheduling of generating units. Season and temperature are the most important factors that affect the load change, but random factors su... Short-term load forecast plays an important role in the day-to-day operation and scheduling of generating units. Season and temperature are the most important factors that affect the load change, but random factors such as big sport events or popular TV shows can change demand consumption in particular hours, which will lead to sudden load changes. A weighted time-variant slide fuzzy time-series model (WTVS) for short-term load forecasting is proposed to improve forecasting accuracy. The WTVS model is divided into three parts, including the data preprocessing, the trend training and the load forecasting. In the data preprocessing phase, the impact of random factors will be weakened by smoothing the historical data. In the trend training and load forecasting phase, the seasonal factor and the weighted historical data are introduced into the Time-variant Slide Fuzzy Time-series Models (TVS) for short-term load forecasting. The WTVS model is tested on the load of the National Electric Power Company in Jordan. Results show that the proposed WTVS model achieves a significant improvement in load forecasting accuracy as compared to TVS models. 展开更多
关键词 LOAD Forecasting FUZZY time-Series weightED SLIDE
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Real-Time Update of Sequence Placement Logic for High Arch Dams Based on Evidence Weight Discount 被引量:1
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作者 Tao Guan Denghua Zhong Bingyu Ren 《Transactions of Tianjin University》 EI CAS 2017年第3期267-276,共10页
Sequence placement logic plays a significant role in construction simulation of high arch dams and directly affects the simulation process and results. To establish a sequence logic for dam block placement, the constr... Sequence placement logic plays a significant role in construction simulation of high arch dams and directly affects the simulation process and results. To establish a sequence logic for dam block placement, the construction scheme, real-time construction process, and random factors of the site all need to be considered in detail. There are few studies available currently that take all these factors into consideration. To address this problem, a real-time update of sequence placement logic for high arch dams based on evidence weight discount is proposed in this study. First, the subjective weight of the dam block sequence priority criteria is built using a consistent matrix method based on the construction scheme. Second, using evidence theory, dynamic objective weight of the priority criteria and basic probability assignment is built. Finally, using a weight self-adaptive adjustment method and comprehensive evidence discounting, the placing probabilities of different dam blocks are obtained. A case study indicates that this method can realize real-time update of sequence placement logic. © 2017, Tianjin University and Springer-Verlag Berlin Heidelberg. 展开更多
关键词 Arch dams ARCHES DAMS
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Fragmental Weight-Conservation Combining Scheme for Statistical Signal Transmissions under Fast Time-Varying Channels
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作者 Xingwei Wang Ting Zhou +3 位作者 Tianheng Xu Songlin Feng Honglin Hu Yanliang Jin 《China Communications》 SCIE CSCD 2020年第1期118-128,共11页
Statistical Signal Transmission(SST)is a technique based on orthogonal frequency-division multiplexing(OFDM)and adopts cyclostationary features,which can transmit extra information without additional bandwidth.However... Statistical Signal Transmission(SST)is a technique based on orthogonal frequency-division multiplexing(OFDM)and adopts cyclostationary features,which can transmit extra information without additional bandwidth.However,the more complicated environment in 5G communication systems,especially the fast time-varying scenarios,will dramatically degrade the performance of the SST.In this paper,we propose a fragmental weight-conservation combining(FWCC)scheme for SST,to overcome its performance degradation under fast time-varying channels.The proposed FWCC scheme consists of three phases:1、incise the received OFDM stream into pieces;2、endue different weights for fine and contaminated pieces,respectively;3、combine cyclic autocorrelation function energies of all the pieces;and 4、compute the final feature and demodulate data of SST.Through these procedures above,the detection accuracy of SST will be theoretically refined under fast time-varying channels.Such an inference is confirmed through numerical results in this paper.It is demonstrated that the BER performance of proposed scheme outperforms that of the original scheme both in ideal channel estimation conditions and in imperfect channel estimation conditions.In addition,we also find the experiential optimal weight distribution strategy for the proposed FWCC scheme,which facilitates practical applications. 展开更多
关键词 Cyclostationary features statistical signal transmission(SST) weight conservation time-varying channels
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Assessment the Optimal Effect of Time of Repetition: Extrinsic Pulse Parameter on Gd-DTPA Enhanced, Spin-Echo T1-Weighted MR Images under Low Magnetic Field Strength
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作者 Bimali Sanjeevani Weerakoon Toshiaki Osuga Takehisa Konishi 《International Journal of Medical Physics, Clinical Engineering and Radiation Oncology》 2016年第3期196-203,共9页
The contrast agent concentration, the time of repetition (TR) and magnetic field strength are significant parameters that influence for the accurate signal intensity (SI) in quantitative Magnetic Resonance Imaging (MR... The contrast agent concentration, the time of repetition (TR) and magnetic field strength are significant parameters that influence for the accurate signal intensity (SI) in quantitative Magnetic Resonance Imaging (MRI). Therefore, this study was conducted to investigate and refine the dependence and the optimal effect of Time of Repetition (TR) on the relationship between signal intensity and Gd-DTPA (Gadolinium-diethylene-triaminepenta-acetic acid) concentration, after applying two-dimensional (2D) Spin Echo (SE) pulse sequence under low-field MRI. In addition to that, the optimal concentration of Gd-DTPA at given sequence parameters at low-field MRI was also evaluated. A water-filled phantom was constructed for a range of Gd-DTPA concentrations (0 - 6 mmol/L) and the mean signal intensities (SIs) were assessed in the defined region of interest on T1-weighted images with different TR values (40 - 2000 ms). The generated signal-concentration curves for Gd-DTPA revealed that increasing TR was associated with the increase of the overall SIs and the maximum relationship between SI to concentration. Moreover, the required Gd-DTPA concentration to produce the maximum SI was associated to decrease with the increase of TR. In addition to this, the application of beyond 100 ms TR values in this study with relatively higher concentrations (beyond 1 - 2 mmol/L) has resulted predominantly non-linear patterns in the signal-concentration curves and it appears the saturation or decay of the SIs due to T2 effect. From these results, it can be suggested that the selection of relatively lower Gd-DTPA concentration ( mmol/L) with less than 800 ms (<800 ms) TR values can produce a better linear relationship between the concertation and SIs in T1-weighted SE low field contrast-enhanced MRI. Furthermore, this study also outlined the significance and necessity of the optimization of TR in SE sequence in low field MRI prior to a particular examination. 展开更多
关键词 Gd-DTPA Concentration Spin Echo Pulse Sequence Signal Intensity time of Repetition T1-weighted Images Low Field MRI
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Weighted Pseudo Almost Periodic Solutions for a Class of Hematopoiesis Model with Time-Varying Delay
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作者 Hui Zhou Liu Yang Wei Jiang 《Analysis in Theory and Applications》 CSCD 2017年第3期197-205,共9页
In this paper, firstly, a notion of a class of generalized weighted pseudo al- most periodic function is introduced, then we investigate some basic and essential properties of the space that consists of these function... In this paper, firstly, a notion of a class of generalized weighted pseudo al- most periodic function is introduced, then we investigate some basic and essential properties of the space that consists of these functions. Finally, we study the exis- tence of weighted pseudo almost periodic solutions to hematopoiesis model with time- varying delay. 展开更多
关键词 weighted pseudo almost periodic hematopoiesis model time-varying delay.
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“一带一路”沿线国家铁路投资风险综合评价研究
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作者 向鹏成 刘思佳 段旭 《工业技术经济》 北大核心 2025年第2期139-149,共11页
铁路“走出去”在“一带一路”倡议实施过程中具有重要战略意义,但“一带一路”沿线国家投资环境复杂多样。为研究“一带一路”沿线国家的铁路投资风险,本文首先从政治、社会、经济、建设环境、对华关系5个维度构建“一带一路”沿线国... 铁路“走出去”在“一带一路”倡议实施过程中具有重要战略意义,但“一带一路”沿线国家投资环境复杂多样。为研究“一带一路”沿线国家的铁路投资风险,本文首先从政治、社会、经济、建设环境、对华关系5个维度构建“一带一路”沿线国家铁路投资风险评价指标体系,并通过“纵横向”拉开档次法和熵权法对其进行主客观赋权;进而,从时间和空间两个维度揭示“一带一路”沿线81个国家(地区)在2010~2022年内铁路投资风险的动态变化特征。研究发现:从时间维度来看,2010~2018年“一带一路”沿线国家铁路投资风险呈降低趋势,而2019~2022年呈上升趋势。从空间维度来看,各地区铁路投资风险存在较大的洲际差异,各洲风险由高到低依次为非洲、拉丁美洲、亚洲、欧洲、大洋洲;此外,“一带一路”沿线国家铁路投资风险存在空间聚集现象。本文研究结论为“走出去”企业对“一带一路”沿线国家进行铁路投资提供风险管理决策参考。 展开更多
关键词 “一带一路” 铁路投资风险 风险评估 “纵横向”拉开档次法 熵权法 时间权重 空间自相关 区域差异
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A Simple Additive Weighting Method for Time-SeriesMultiindices Decision Making and Its Applications
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作者 Wang Yingming(Department of Automation, Xiamen University, 361005, P. R. China)(Received January 16, 1998) 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1999年第1期4-10,共7页
This paper takes the evaluation of overall economic benefit by an example and proposes a simple additive weighting method for time-series multiindices decision making. The method can automatically determine the weight... This paper takes the evaluation of overall economic benefit by an example and proposes a simple additive weighting method for time-series multiindices decision making. The method can automatically determine the weight coefficients among the multiindices and the years respectively and it also can obtain the objective evaluation results and conclusions. 展开更多
关键词 time-series multiindices DECISION MAKING ECONOMIC BENEFIT evaluation SIMPLE ADDITIVE weighting method.
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Predictability of Al-Mn Alloy Exposure Time Based on Its As-Cast Weight and Corrosion Rate in Sea Water Environment
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作者 Chukwuka Nwoye Simeon Neife +2 位作者 Ebere Ameh Awo Nwobasi Ndubuisi Idenyi 《Journal of Minerals and Materials Characterization and Engineering》 2013年第6期307-314,共8页
This paper presents the predictability of aluminium-manganese alloy exposure time based on its as-cast weight and corrosion rate in sea water environment. The validity of the derived model: α = 26.67γ + 0.55β?- 0.2... This paper presents the predictability of aluminium-manganese alloy exposure time based on its as-cast weight and corrosion rate in sea water environment. The validity of the derived model: α = 26.67γ + 0.55β?- 0.29 is rooted on the core expression: 0.0375α = γ + 0.0206β?- 0.0109 where both sides of the expression are correspondingly approximately equal. Statistical analysis of model-predicted and experimentally evaluated exposure time for each value of as-cast weight and alloy corrosion rate considered shows a standard error of 0.0017% & 0.0044% and 0.0140% & 0.0150% respectively. The depths of corrosion penetration (at increasing corrosion rate: 0.0104 - 0.0157 mm/yr) as predicted by derived model and obtained from experiment are 0.7208 × 10-4 & 1.0123 × 10-4 mm and 2.5460 × 10-4 & 1.8240 × 10-4 mm (at decreasing corrosion rate: 0.0157 - 0.0062 mm/yr) respectively. Deviational analysis indicates that the maxi- mum deviation of the model-predicted alloy exposure time from the corresponding experimental value is less than 10%. 展开更多
关键词 Prediction EXPOSURE time AL-MN Alloys SEA Water Alloy AS-CAST weight Corrosion Rate
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基于MRSE-CNN的电力系统多任务暂态稳定自适应评估
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作者 吴俊勇 史法顺 +2 位作者 李栌苏 赵鹏杰 张若愚 《电力自动化设备》 北大核心 2025年第2期167-175,共9页
为解决暂态功角与暂态电压一体化评估中可靠性不足、在线更新耗时过长的问题,提出多任务暂态稳定自适应评估方法。利用变步长二分法从时间维度上构建暂态功角与暂态电压的稳定边界;提出一种融合多尺度残差挤压激励机制的多任务卷积神经... 为解决暂态功角与暂态电压一体化评估中可靠性不足、在线更新耗时过长的问题,提出多任务暂态稳定自适应评估方法。利用变步长二分法从时间维度上构建暂态功角与暂态电压的稳定边界;提出一种融合多尺度残差挤压激励机制的多任务卷积神经网络,该网络直接面向量测数据,仅需3个采样点即可完成输入特征与稳定边界的映射,在保证快速性的基础上实现了高精度的边界拟合;通过引入自适应动态权重的Huber损失函数进一步增强模型在实际应用中的可靠性;在线应用时,通过迁移学习实现模型在负荷、拓扑、新能源3个维度下的自适应更新。在改进的IEEE 39节点系统中的验证结果表明,所提方法不仅兼顾快速性、准确性与可靠性,而且在未知场景下具备快速更新的能力。 展开更多
关键词 暂态稳定评估 暂态功角稳定 暂态电压稳定 极限切除时间 自适应动态权重 迁移学习
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基于RTSWMFE,IS-GSE与COOT-SVM的行星齿轮箱故障诊断
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作者 戚晓利 杨艳 +1 位作者 崔创创 程主梓 《振动.测试与诊断》 北大核心 2025年第1期132-139,205,共9页
针对行星齿轮箱特征提取困难的问题,提出一种基于精细时移加权多尺度模糊熵(refined time⁃shift weighted multiscale fuzzy entropy,简称RTSWMFE)、改进监督型几何和统计保持流形嵌入(improved supervised geometry and statistics⁃pre... 针对行星齿轮箱特征提取困难的问题,提出一种基于精细时移加权多尺度模糊熵(refined time⁃shift weighted multiscale fuzzy entropy,简称RTSWMFE)、改进监督型几何和统计保持流形嵌入(improved supervised geometry and statistics⁃preserving manifold embedding,简称IS⁃GSE)和白骨顶优化算法支持向量机(coot optimization algorithm support vector machine,简称COOT⁃SVM)的行星齿轮箱故障诊断方法。首先,利用RTSWMFE提取高维故障特征信息;其次,采用IS⁃GSE对高维特征进行降维,提取出敏感、低维的特征;最后,将低维特征输入COOT⁃SVM中进行识别分类。行星齿轮箱故障诊断实验结果表明:IS⁃GSE方法采用余弦相似度与欧式距离相结合的距离度量方式,并融入监督学习思想,降维效果较佳;COOT⁃SVM方法对经RTSWMFE和IS⁃GSE二次提取的故障特征识别精度达到100%。 展开更多
关键词 故障诊断 行星齿轮箱 精细时移加权多尺度模糊熵 改进监督型几何和统计保持流形嵌入 白骨顶优化算法优化支持向量机
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基于改进的SE-LSTM水泥熟料f-Cao预测模型
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作者 陈薇 解俊哲 +4 位作者 康志伟 赵军 刘海军 褚彪 张宏图 《电子测量与仪器学报》 北大核心 2025年第1期225-233,共9页
在水泥生产中,熟料是关键成分,其质量直接影响水泥的整体性能。水泥熟料中游离氧化钙(f-CaO)的含量是评估熟料质量的重要参数之一。为了弥补传统实验室化验方法在时效性上的不足,本文构建了一种高效准确的水泥熟料f-CaO含量软测量模型,... 在水泥生产中,熟料是关键成分,其质量直接影响水泥的整体性能。水泥熟料中游离氧化钙(f-CaO)的含量是评估熟料质量的重要参数之一。为了弥补传统实验室化验方法在时效性上的不足,本文构建了一种高效准确的水泥熟料f-CaO含量软测量模型,该模型结合了通道注意力机制和长短时记忆网络。利用融合了注意力机制的特征提取方法对数据集进行特征提取;然后将特征输入到LSTM网络进行学习,使模型能够以自适应方式聚焦于核心的特征通道;由于LSTM在预测波动性较大的数据上预测效果较差,针对此问题对上述软测量模型进行改进,在原有模型基础上引入分类模块与加权模块对LSTM网络的预测结果进行修正,使得模型可以更加灵活地适应不同类别之间的差异,通过优化各类别之间的权重,提高了模型预测的准确性。实验结果表明,改进SE-LSTM的水泥熟料f-CaO预测模型的决定系数(R2)、均方根误差(RMSE)和平均绝对误差(MAE)比普通LSTM和SE-LSTM预测模型都有明显提升,因此在水泥熟料f-CaO的含量预测上所提的改进模型提高了预测精度,达到了预期的预测效果。 展开更多
关键词 水泥熟料 通道注意力机制 时序匹配 分类加权 LSTM F-CAO 预测精度
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A New Time-Aware Collaborative Filtering Intelligent Recommendation System 被引量:6
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作者 Weijin Jiang Jiahui Chen +4 位作者 Yirong Jiang Yuhui Xu Yang Wang Lina Tan Guo Liang 《Computers, Materials & Continua》 SCIE EI 2019年第8期849-859,共11页
Aiming at the problem that the traditional collaborative filtering recommendation algorithm does not fully consider the influence of correlation between projects on recommendation accuracy,this paper introduces projec... Aiming at the problem that the traditional collaborative filtering recommendation algorithm does not fully consider the influence of correlation between projects on recommendation accuracy,this paper introduces project attribute fuzzy matrix,measures the project relevance through fuzzy clustering method,and classifies all project attributes.Then,the weight of the project relevance is introduced in the user similarity calculation,so that the nearest neighbor search is more accurate.In the prediction scoring section,considering the change of user interest with time,it is proposed to use the time weighting function to improve the influence of the time effect of the evaluation,so that the newer evaluation information in the system has a relatively large weight.The experimental results show that the improved algorithm improves the recommendation accuracy and improves the recommendation quality. 展开更多
关键词 Fuzzy clustering time weight attenuation function Collaborative filtering method recommendation algorithm
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饱和、量化和斜率限制输入下二维非线性时滞系统的控制
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作者 彭丹 李梦鑫 《燕山大学学报》 北大核心 2025年第1期10-21,94,共13页
研究了系统中具有多重约束输入信号的状态反馈控制器设计方法,以解决具有时变时滞的二维非线性离散系统的控制问题。多重约束输入包括斜率限制、量化、饱和以及与致动器溢出相关在内的嵌套非线性。通过将系统固有的非线性限制为满足单... 研究了系统中具有多重约束输入信号的状态反馈控制器设计方法,以解决具有时变时滞的二维非线性离散系统的控制问题。多重约束输入包括斜率限制、量化、饱和以及与致动器溢出相关在内的嵌套非线性。通过将系统固有的非线性限制为满足单侧李普希茨条件,进一步建立了系统的新渐近稳定性准则。此外,提出新的二维加权求和不等式以处理李雅普诺夫泛函差分过程中出现的有限和项。通过一数值算例证明了所设计方法的有效性。 展开更多
关键词 时变时滞 非线性 多重约束输入 加权求和不等式 状态反馈控制
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基于权重融合特征重标定网络的运动想象脑电分类
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作者 莫云 李易 +3 位作者 张本鑫 路仲伟 莫禾胜 李智 《电子测量与仪器学报》 北大核心 2025年第1期70-79,共10页
时-频-空特征在运动想象脑电分类中广泛应用,但如何有效利用这些特征提高运动想象分类准确率仍是难点。传统方法通过特征选择剔除冗余信息,但往往忽视了时-频-空特征的组间依赖关系。为此,提出一种基于权重融合特征重标定网络的脑电分... 时-频-空特征在运动想象脑电分类中广泛应用,但如何有效利用这些特征提高运动想象分类准确率仍是难点。传统方法通过特征选择剔除冗余信息,但往往忽视了时-频-空特征的组间依赖关系。为此,提出一种基于权重融合特征重标定网络的脑电分类模型。首先,提取时-频-空特征,揭示其分组结构,将每组时-频-空特征作为一个整体,并视为一个特征图。然后,建立两个分支分别获取特征图的通道权重:一个分支通过全局平均池化获取全局信息的通道权重,另一个分支通过全局最大池化获取局部信息的通道权重。接着,设计权重融合操作,将两种通道权重融合,并对特征图进行重缩放,从而实现时-频-空特征的组间依赖关系建模。最后,使用两层全连接层进行分类。在4个公开的运动想象脑电数据集上进行了实验验证,所提出的方法平均分类准确率高达80.72%,优于18种特征选择方法和现有的特征重标定网络方法,以及大多数近期文献的分类结果。实验结果表明,所提方法在实际应用中具有良好的潜力,有望在未来的脑机接口研究和康复训练中得到广泛应用。 展开更多
关键词 脑电分类 运动想象 特征重标定 时-频-空特征 权重融合
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