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Dimensional synchronous modeling-based enhanced Kriging algorithm and adaptive Copula method for multi-objective synthetical reliability analyses
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作者 Cheng LU Yunwen FENG +1 位作者 Chengwei FEI Da TENG 《Chinese Journal of Aeronautics》 2025年第9期144-165,共22页
To accomplish the reliability analyses of the correlation of multi-analytical objectives,an innovative framework of Dimensional Synchronous Modeling(DSM)and correlation analysis is developed based on the stepwise mode... To accomplish the reliability analyses of the correlation of multi-analytical objectives,an innovative framework of Dimensional Synchronous Modeling(DSM)and correlation analysis is developed based on the stepwise modeling strategy,cell array operation principle,and Copula theory.Under this framework,we propose a DSM-based Enhanced Kriging(DSMEK)algorithm to synchronously derive the modeling of multi-objective,and explore an adaptive Copula function approach to analyze the correlation among multiple objectives and to assess the synthetical reliability level.In the proposed DSMEK and adaptive Copula methods,the Kriging model is treated as the basis function of DSMEK model,the Multi-Objective Snake Optimizer(MOSO)algorithm is used to search the optimal values of hyperparameters of basis functions,the cell array operation principle is adopted to establish a whole model of multiple objectives,the goodness of fit is utilized to determine the forms of Copula functions,and the determined Copula functions are employed to perform the reliability analyses of the correlation of multi-analytical objectives.Furthermore,three examples,including multi-objective complex function approximation,aeroengine turbine bladeddisc multi-failure mode reliability analyses and aircraft landing gear system brake temperature reliability analyses,are performed to verify the effectiveness of the proposed methods,from the viewpoints of mathematics and engineering.The results show that the DSMEK and adaptive Copula approaches hold obvious advantages in terms of modeling features and simulation performance.The efforts of this work provide a useful way for the modeling of multi-analytical objectives and synthetical reliability analyses of complex structure/system with multi-output responses. 展开更多
关键词 Adaptive Copula method Aeroengine turbine bladeddisc Aircraft landing gear system Correlation of multianalytical objectives Dimensional synchronous modeling-based enhanced Kriging algorithm Reliability analyses
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Speed Regulation Method Using Genetic Algorithm for Dual Three-phase Permanent Magnet Synchronous Motors 被引量:5
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作者 Xiuhong Jiang Yuying Wang Jiarui Dong 《CES Transactions on Electrical Machines and Systems》 CSCD 2023年第2期171-178,共8页
Dual three-phase Permanent Magnet Synchronous Motor(DTP-PMSM)is a nonlinear,strongly coupled,high-order multivariable system.In today’s application scenarios,it is difficult for traditional PI controllers to meet the... Dual three-phase Permanent Magnet Synchronous Motor(DTP-PMSM)is a nonlinear,strongly coupled,high-order multivariable system.In today’s application scenarios,it is difficult for traditional PI controllers to meet the requirements of fast response,high accuracy and good robustness.In order to improve the performance of DTP-PMSM speed regulation system,a control strategy of PI controller based on genetic algorithm is proposed.Firstly,the basic mathematical model of DTP-PMSM is established,and the PI parameters of DTP-PMSM speed regulation system are optimized by genetic algorithm,and the modeling and simulation experiments of DTP-PMSM control system are carried out by MATLAB/SIMULINK.The simulation results show that,compared with the traditional PI control,the proposed algorithm significantly improves the performance of the control system,and the speed output overshoot of the GA-PI speed control system is smaller.The anti-interference ability is stronger,and the torque and double three-phase current output fluctuations are smaller. 展开更多
关键词 Dual three-phase permanent magnet synchronous motor Genetic algorithm PI control Speed regulation
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Adaptive Time Synchronization in Time Sensitive-Wireless Sensor Networks Based on Stochastic Gradient Algorithms Framework
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作者 Ramadan Abdul-Rashid Mohd Amiruddin Abd Rahman +1 位作者 Kar Tim Chan Arun Kumar Sangaiah 《Computer Modeling in Engineering & Sciences》 2025年第3期2585-2616,共32页
This study proposes a novel time-synchronization protocol inspired by stochastic gradient algorithms.The clock model of each network node in this synchronizer is configured as a generic adaptive filter where different... This study proposes a novel time-synchronization protocol inspired by stochastic gradient algorithms.The clock model of each network node in this synchronizer is configured as a generic adaptive filter where different stochastic gradient algorithms can be adopted for adaptive clock frequency adjustments.The study analyzes the pairwise synchronization behavior of the protocol and proves the generalized convergence of the synchronization error and clock frequency.A novel closed-form expression is also derived for a generalized asymptotic error variance steady state.Steady and convergence analyses are then presented for the synchronization,with frequency adaptations done using least mean square(LMS),the Newton search,the gradient descent(GraDes),the normalized LMS(N-LMS),and the Sign-Data LMS algorithms.Results obtained from real-time experiments showed a better performance of our protocols as compared to the Average Proportional-Integral Synchronization Protocol(AvgPISync)regarding the impact of quantization error on synchronization accuracy,precision,and convergence time.This generalized approach to time synchronization allows flexibility in selecting a suitable protocol for different wireless sensor network applications. 展开更多
关键词 Wireless sensor network time synchronization stochastic gradient algorithm MULTI-HOP
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Synchronous Dynamic Adjusting: An Anti-Collision Algorithm for an RF-UCard System
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作者 Jichang CAO Lin SHU Zhengding LU 《International Journal of Communications, Network and System Sciences》 2009年第1期8-20,共13页
An RF-UCard system is a contactless smartcard system with multiple chip operating systems and multiple applications. A multi-card collision occurs when more than one card within the reader’s read field and thus lower... An RF-UCard system is a contactless smartcard system with multiple chip operating systems and multiple applications. A multi-card collision occurs when more than one card within the reader’s read field and thus lowers the efficiency of the system. This paper presents a novel and enhanced algorithm to solve the multi-card collision problems in an RF-UCard system. The algorithm was originally inspired from framed ALOHA-based anti-collision algorithms applied in RFID systems. To maximize the system efficiency, a synchronous dynamic adjusting (SDA) scheme that adjusts both the frame size in the reader and the response probability in cards is developed and evaluated. Based on some mathematical results derived from the Poisson process and the occupancy problem, the algorithm takes the estimated card quantity and the new arriving cards in the current read cycle into consideration to adjust the frame size for the next read cycle. Also it changes the card response probability according to the request commands sent from the reader. Simulation results show that SDA outperforms other ALOHA-based anti-collision algorithms applied in RFID systems. 展开更多
关键词 RF-UCard ANTI-COLLISION algorithm synchronous DYNAMIC ADJUSTING RFID ALOHA DFSA BBEI
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A Fast Averaging Synchronization Algorithm for Clock Oscillators in Nonlinear Dynamical Network with Arbitrary Time-delays 被引量:7
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作者 CHEN Jie YU Miao +1 位作者 DOU Li-Hua GAN Ming-Gang 《自动化学报》 EI CSCD 北大核心 2010年第6期873-880,共8页
This paper investigates the synchronization problem of clock oscillators in nonlinear dynamical network with arbitrary time-delays.First,a dynamic synchronization algorithm based on consensus control strategy,named fa... This paper investigates the synchronization problem of clock oscillators in nonlinear dynamical network with arbitrary time-delays.First,a dynamic synchronization algorithm based on consensus control strategy,named fast averaging syn-chronization algorithm(FASA),is presented to find a solution to the synchronization problem.This algorithm can compensate the clock skew and offset differences between clock nodes,achieving the synchronization of clock nodes in a shorter time as compared to previous synchronization methods.Second,because of the dynamical performance of FASA,it is characterized from the perspective of compartmental dynamical system with arbitrary time-delays.In this case,the algorithm guarantees the states of all clock nodes in dynamical network converge to Lyapunov stable equilibria.Finally,numerical simulations and experimental results demonstrate the correctness and effciency of the FASA,which means that the clock nodes can reach global consensus,and the synchronization error can reach nanosecond order of magnitude. 展开更多
关键词 Clock synchronization dynamical network arbitrary time-delays consensus algorithm
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Taboo Search Algorithm for Item Assignment in Synchronized Zone Automated Order Picking System 被引量:2
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作者 WU Yingying WU Yaohua 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2014年第4期860-866,共7页
The idle time which is part of the order fulfillment time is decided by the number of items in the zone; therefore the item assignment method affects the picking efficiency. Whereas previous studies only focus on the ... The idle time which is part of the order fulfillment time is decided by the number of items in the zone; therefore the item assignment method affects the picking efficiency. Whereas previous studies only focus on the balance of number of kinds of items between different zones but not the number of items and the idle time in each zone. In this paper, an idle factor is proposed to measure the idle time exactly. The idle factor is proven to obey the same vary trend with the idle time, so the object of this problem can be simplified from minimizing idle time to minimizing idle factor. Based on this, the model of item assignment problem in synchronized zone automated order picking system is built. The model is a form of relaxation of parallel machine scheduling problem which had been proven to be NP-complete. To solve the model, a taboo search algorithm is proposed. The main idea of the algorithm is minimizing the greatest idle factor of zones with the 2-exchange algorithm. Finally, the simulation which applies the data collected from a tobacco distribution center is conducted to evaluate the performance of the algorithm. The result verifies the model and shows the algorithm can do a steady work to reduce idle time and the idle time can be reduced by 45.63% on average. This research proposed an approach to measure the idle time in synchronized zone automated order picking system. The approach can improve the picking efficiency significantly and can be seen as theoretical basis when optimizing the synchronized automated order picking systems. 展开更多
关键词 taboo search algorithm synchronized zone order picking idle time idle factor
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Predictive control of a chaotic permanent magnet synchronous generator in a wind turbine system 被引量:1
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作者 Manal Messadi Adel Mellit +1 位作者 Karim Kemih Malek Ghanes 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第1期177-183,共7页
This paper investigates how to address the chaos problem in a permanent magnet synchronous generator(PMSG) in a wind turbine system. Predictive control approach is proposed to suppress chaotic behavior and make oper... This paper investigates how to address the chaos problem in a permanent magnet synchronous generator(PMSG) in a wind turbine system. Predictive control approach is proposed to suppress chaotic behavior and make operating stable;the advantage of this method is that it can only be applied to one state of the wind turbine system. The use of the genetic algorithms to estimate the optimal parameter values of the wind turbine leads to maximization of the power generation.Moreover, some simulation results are included to visualize the effectiveness and robustness of the proposed method. 展开更多
关键词 permanent magnet synchronous generator chaotic system genetic algorithm predictive control
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Joint synchronization estimation based on genetic algorithm for OFDM/OQAM systems 被引量:4
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作者 LIU Yongjin CHEN Xihong ZHAO Yu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2020年第4期657-665,共9页
This paper investigates the problem of synchronization for offset quadrature amplitude modulation based orthogonal frequency division multiplexing(OFDM/OQAM) systems based on the genetic algorithm. In order to increas... This paper investigates the problem of synchronization for offset quadrature amplitude modulation based orthogonal frequency division multiplexing(OFDM/OQAM) systems based on the genetic algorithm. In order to increase the spectrum efficiency,an improved preamble structure without guard symbols is derived at first. On this basis, instead of deriving the log likelihood function of power spectral density, joint estimation of the symbol timing offset and carrier frequency offset based on the preamble proposed is formulated into a bivariate optimization problem. After that, an improved genetic algorithm is used to find its global optimum solution. Conclusions can be drawn from simulation results that the proposed method has advantages in the joint estimation of synchronization. 展开更多
关键词 offset quadrature amplitude modulation based orthogonal frequency division multiplexing(OFDM/OQAM) synchronIZATION joint estimation genetic algorithm
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Consensus-Based Distributed Control with Communication Time Delays for Virtual Synchronous Generators in Isolate Microgrid 被引量:1
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作者 Laijun Chen Yuyang Wang +1 位作者 Tianwen Zheng Zhenquan Sun 《Energy and Power Engineering》 2017年第4期102-111,共10页
A consensus-based distributed control method of coordinated VSGs with communication time delays in isolate microgrid is proposed. When time delays are considered in communication, there are some effects on frequency r... A consensus-based distributed control method of coordinated VSGs with communication time delays in isolate microgrid is proposed. When time delays are considered in communication, there are some effects on frequency restoration and active power output allocation. In the control structure, only local information exchange is needed, while the final frequency can be controlled to the nominal value and the VSGs can automatically share loads according to their rated values. An AC microgrid with three VSGs and some loads is implemented. The proposed control strategy is verified by MATLAB/ Simulink simulation results. 展开更多
关键词 Virtual synchronous Generator Time DELAYS Distributed Control CONSENSUS algorithm
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Comparative Analysis of Bilateral Permanent Magnet Linear Synchronous Motors With Different Structures 被引量:8
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作者 Fengrui Cui Zhaolong Sun +2 位作者 Wei Xu Weichang Zhou Yi Liu 《CES Transactions on Electrical Machines and Systems》 CSCD 2020年第2期142-150,共9页
Permanent magnet linear synchronous motor(PMLSM)has the advantages of high thrust density and good control accuracy,which can be applied in high-power and high-speed occasions.In this paper,the analytical models are e... Permanent magnet linear synchronous motor(PMLSM)has the advantages of high thrust density and good control accuracy,which can be applied in high-power and high-speed occasions.In this paper,the analytical models are established to obtain the electromagnetic performance for the PMLSMs with dual secondaries and dual primaries.The air-gap flux density and the electromagnetic thrust are also obtained by the finite element model to verify theoretical analysis.Besides,an improved structure is also put forward in order to suppress the thrust fluctuation of the PMLSM.Finally,the advantages and disadvantages of two PMLSMs topologies are listed.These analyses would provide a guide for the design of PMLSMs applied in high-power and high-speed occasions. 展开更多
关键词 Bilateral permanent magnet linear synchronous motor(BPMLSM) analytical method finite element algorithm(FEA) electromagnetic performance.
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A scheme for implementing quantum clock synchronization algorithm in cavity QED
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作者 吴琴琴 匡乐满 《Chinese Physics B》 SCIE EI CAS CSCD 2006年第11期2593-2599,共7页
In this paper, we propose a scheme for implementing the quantum clock synchronization (QCS) algorithm in cavity quantum electrodynamic (QED) formalism. Our method is based on three-level lader-type atoms interacti... In this paper, we propose a scheme for implementing the quantum clock synchronization (QCS) algorithm in cavity quantum electrodynamic (QED) formalism. Our method is based on three-level lader-type atoms interacting with classical and quantized cavity fields. Atom-qubit realizations of three-qubit and four-qubit QCS algorithms are explicitly presented. 展开更多
关键词 quantum clock synchronization algorithm three-level atoms cavity QED
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Iterative quantum algorithm for distributed clock synchronization
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作者 王洪福 张寿 《Chinese Physics B》 SCIE EI CAS CSCD 2012年第10期110-114,共5页
Clock synchronization is a well-studied problem with many practical and scientific applications.We propose an arbitrary accuracy iterative quantum algorithm for distributed clock synchronization using only three qubit... Clock synchronization is a well-studied problem with many practical and scientific applications.We propose an arbitrary accuracy iterative quantum algorithm for distributed clock synchronization using only three qubits.The n bits of the time difference between two spatially separated clocks can be deterministically extracted by communicating only O(n) messages and executing the quantum iteration process n times based on the classical feedback and measurement operations.Finally,we also give the algorithm using only two qubits and discuss the success probability of the algorithm. 展开更多
关键词 clock synchronization iterative algorithm
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Heuristics Scheduling Algorithm on the Links Scheduling of Satellite-Ground Clock Synchronization and Ephemeris Uploading in COMPASS System
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作者 张忠山 闫俊刚 +1 位作者 谭跃进 王沛 《Journal of Donghua University(English Edition)》 EI CAS 2016年第3期462-466,共5页
The execution process of satellite-ground clock synchronization and ephemeris uploading in the system is analyzed,as well as their characterized operation and their relationship.Based on the analysis of the scheduling... The execution process of satellite-ground clock synchronization and ephemeris uploading in the system is analyzed,as well as their characterized operation and their relationship.Based on the analysis of the scheduling goal and constraint character,a heuristics rule-based multi-stage link scheduling algorithm was put forward.The algorithm distinguishes the on-off-frontier satellites from the others and schedules them by turns.The paper presented the main flow as well as the detailed design of the rule.Finally based on the current COMPASS global system,some typical resources and constraints are selected to generate an instance.Then the comparison analysis between the heuristics scheduling algorithm and three other traditional scheduling strategies are carried out.The result shows the validity and reasonability of the multi-stage strategy. 展开更多
关键词 heuristics algorithm COMPASS system CROSSLINKS satelliteground clock synchronization and ephemeris uploading SCHEDULING
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Distinction of self-synchronous scrambled linear blockcodes based on multi-fractal spectrum 被引量:2
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作者 xinhao li min zhang +1 位作者 shu'nan han quan yuan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2016年第5期968-978,共11页
This study proposes a novel multi-fractal spectrumbasedapproach to distinguish linear block codes from its selfsynchronousscrambled codes. Given that the linear block codeand self-synchronous scrambled linear block co... This study proposes a novel multi-fractal spectrumbasedapproach to distinguish linear block codes from its selfsynchronousscrambled codes. Given that the linear block codeand self-synchronous scrambled linear block code share the propertyof linear correlation, the existing linear correlation-basedidentification method is invalid for this case. This drawback can becircumvented by introducing a novel multi-fractal spectrum-basedmethod. Simulation results show that the new method has highrobustness and under the same conditions of bit error, the lowerthe code rate, the higher the recognition rate. Thus, the methodhas significant potential for future application in engineering. 展开更多
关键词 linear block code self-synchronous scrambled code multi-fractal spectrum statistical physics algorithm.
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A Study of Discrete-Time Optimum Current Controller for the Virtual Synchronous Generator under Constraints
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作者 Atushi Umemura Rion Takahashi Junji Tamura 《Smart Grid and Renewable Energy》 2020年第1期1-20,共20页
In recent years, power generation using renewable energy sources has been increasing as a solution to the global warning problem. Wind power generation can generate electricity day and night, and it is relatively more... In recent years, power generation using renewable energy sources has been increasing as a solution to the global warning problem. Wind power generation can generate electricity day and night, and it is relatively more efficient among the renewable energy sources. The penetration level of variable-speed wind turbines continues to increase. The interconnected wind turbines, however, have no inertia and no synchronous power. Such devices can have a serious impact on the transient stability of the power grid system. One solution to stabilize such grid with renewable energy sources is to provide emulated inertia and synchronizing power. We have proposed an optimal design method of current control for virtual synchronous generators. This paper proposes an optimal control method that can follow the virtual generator model under constrains. As a result, it is shown that the proposed system can suppress the peak of the output of semiconductor device under instantaneous output voltage drop. 展开更多
关键词 Wind Energy Generation Virtual synchronous Generator Electric Current CONTROL Optimal CONTROL Discreate-Time Model Following CONTROL MULTI-OBJECTIVE GENETIC algorithm
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Improved Particle Swarm Optimization for Parameter Identification of Permanent Magnet Synchronous Motor
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作者 Shuai Zhou Dazhi Wang +2 位作者 Yongliang Ni Keling Song Yanming Li 《Computers, Materials & Continua》 SCIE EI 2024年第5期2187-2207,共21页
In the process of identifying parameters for a permanent magnet synchronous motor,the particle swarm optimization method is prone to being stuck in local optima in the later stages of iteration,resulting in low parame... In the process of identifying parameters for a permanent magnet synchronous motor,the particle swarm optimization method is prone to being stuck in local optima in the later stages of iteration,resulting in low parameter accuracy.This work proposes a fuzzy particle swarm optimization approach based on the transformation function and the filled function.This approach addresses the topic of particle swarmoptimization in parameter identification from two perspectives.Firstly,the algorithm uses a transformation function to change the form of the fitness function without changing the position of the extreme point of the fitness function,making the extreme point of the fitness function more prominent and improving the algorithm’s search ability while reducing the algorithm’s computational burden.Secondly,on the basis of themulti-loop fuzzy control systembased onmultiplemembership functions,it is merged with the filled function to improve the algorithm’s capacity to skip out of the local optimal solution.This approach can be used to identify the parameters of permanent magnet synchronous motors by sampling only the stator current,voltage,and speed data.The simulation results show that the method can effectively identify the electrical parameters of a permanent magnet synchronous motor,and it has superior global convergence performance and robustness. 展开更多
关键词 Transformation function filled function fuzzy particle swarm optimization algorithm permanent magnet synchronous motor parameter identification
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Machine learning prediction model for gray-level co-occurrence matrix features of synchronous liver metastasis in colorectal cancer
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作者 Kai-Feng Yang Sheng-Jie Li +1 位作者 Jun Xu Yong-Bin Zheng 《World Journal of Gastrointestinal Surgery》 SCIE 2024年第6期1571-1581,共11页
BACKGROUND Synchronous liver metastasis(SLM)is a significant contributor to morbidity in colorectal cancer(CRC).There are no effective predictive device integration algorithms to predict adverse SLM events during the ... BACKGROUND Synchronous liver metastasis(SLM)is a significant contributor to morbidity in colorectal cancer(CRC).There are no effective predictive device integration algorithms to predict adverse SLM events during the diagnosis of CRC.AIM To explore the risk factors for SLM in CRC and construct a visual prediction model based on gray-level co-occurrence matrix(GLCM)features collected from magnetic resonance imaging(MRI).METHODS Our study retrospectively enrolled 392 patients with CRC from Yichang Central People’s Hospital from January 2015 to May 2023.Patients were randomly divided into a training and validation group(3:7).The clinical parameters and GLCM features extracted from MRI were included as candidate variables.The prediction model was constructed using a generalized linear regression model,random forest model(RFM),and artificial neural network model.Receiver operating characteristic curves and decision curves were used to evaluate the prediction model.RESULTS Among the 392 patients,48 had SLM(12.24%).We obtained fourteen GLCM imaging data for variable screening of SLM prediction models.Inverse difference,mean sum,sum entropy,sum variance,sum of squares,energy,and difference variance were listed as candidate variables,and the prediction efficiency(area under the curve)of the subsequent RFM in the training set and internal validation set was 0.917[95%confidence interval(95%CI):0.866-0.968]and 0.09(95%CI:0.858-0.960),respectively.CONCLUSION A predictive model combining GLCM image features with machine learning can predict SLM in CRC.This model can assist clinicians in making timely and personalized clinical decisions. 展开更多
关键词 Colorectal cancer synchronous liver metastasis Gray-level co-occurrence matrix Machine learning algorithm Prediction model
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依托信号注入的PMSM转子位置测量与估计方法的特征分析
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作者 付兴贺 王新元 刘承军 《电工技术学报》 北大核心 2026年第2期457-474,共18页
该文以需要信号注入的永磁同步电机(PMSM)转子位置测量和估计方法为对象,根据系统辨识理论,从物理载体、解算手段和辨识结果3个层面分析了测量和估计两类方法获取转子位置的本质特征、内在联系与区别,进而指出了获取转子位置过程的关键... 该文以需要信号注入的永磁同步电机(PMSM)转子位置测量和估计方法为对象,根据系统辨识理论,从物理载体、解算手段和辨识结果3个层面分析了测量和估计两类方法获取转子位置的本质特征、内在联系与区别,进而指出了获取转子位置过程的关键步骤:响应测量和位置解算。指明了在转子位置估计过程中PMSM同时发挥作动与测量作用,建立了闭环负反馈下位置解算方法的统一框架便于深入理解信息处理机制,分析了转子位置辨识结果的影响因素和有待发展的关键技术,最后阐明了PMSM转子位置估计方法中隐含着感应同步器和旋转变压器的位置测量技术。 展开更多
关键词 永磁同步电机 转子位置 解调算法 感应同步器 旋转变压器
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自适应与多目标优化的VSG低频振荡TD3 控制策略
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作者 李永刚 周鹤然 +1 位作者 周一辰 魏凡超 《辽宁工程技术大学学报(自然科学版)》 北大核心 2026年第1期98-106,共9页
针对虚拟同步机(VSG)接入弱电网频发的低频振荡问题,提出一种融合动态惯量-阻尼协同调节与多模态双延迟深度确定性策略梯度算法的VSG智能控制方法。构建包含动态惯性-阻尼调节机制的增强型VSG模型,基于频率波动标准差与变化率的实时监测... 针对虚拟同步机(VSG)接入弱电网频发的低频振荡问题,提出一种融合动态惯量-阻尼协同调节与多模态双延迟深度确定性策略梯度算法的VSG智能控制方法。构建包含动态惯性-阻尼调节机制的增强型VSG模型,基于频率波动标准差与变化率的实时监测,设计参数连续自适应算法,实现惯量常数H和阻尼系数D的动态协同优化。设计深度前馈神经网络的振荡感知型定性策略梯度算法(TD3),采用双状态经验回放缓冲区结构,将低频振荡特征向量嵌入训练样本,并构建包含频率偏差惩罚、电压偏移抑制和振荡能量约束的多目标奖励函数。仿真和实际算例结果表明,该策略可实现VSG低频振荡的在线快速准确评估,增强系统阻尼与惯量,减少低频振荡风险,改善系统的稳定性。 展开更多
关键词 虚拟同步机 低频振荡抑制 阻尼系数 动态惯量调节 双延迟深度确定性策略梯度算法
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基于VSG的交流微电网自触发功率经济分配隐私保护策略
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作者 杨珺 范晏通 秦杰 《电力系统自动化》 北大核心 2026年第1期118-129,共12页
针对高比例可再生能源并网导致的微电网惯性下降问题,聚焦于虚拟同步发电机控制交流微电网的功率经济分配与数据安全协同优化问题展开研究。首先,提出了一种融合模型预测控制的改进增量成本一致性算法,对功率不平衡值进行计算,打破了传... 针对高比例可再生能源并网导致的微电网惯性下降问题,聚焦于虚拟同步发电机控制交流微电网的功率经济分配与数据安全协同优化问题展开研究。首先,提出了一种融合模型预测控制的改进增量成本一致性算法,对功率不平衡值进行计算,打破了传统一致性算法中领导节点需要计算全局信息的限制。其次,提出了一种双维度协同的自触发隐私保护策略,并采用差分隐私机制对交互信息进行噪声注入以解决数据泄露问题。同时,结合事件驱动的自触发机制以减少计算负担并降低通信和加密成本。最后,通过4机7节点系统进行仿真验证。结果表明,所提自触发隐私保护策略显著减少了通信资源与计算资源,提升了微电网控制的鲁棒性与隐私安全性。 展开更多
关键词 微电网 虚拟同步发电机 隐私保护 功率经济分配 模型预测控制 一致性算法
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