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Research on optimization and evaluation method of heavy-haul train cyclic braking manipulation
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作者 Wen He Chongyi Chang +1 位作者 Lan Li Yupan Song 《Railway Sciences》 2025年第2期231-248,共18页
Purpose–The study aims to build a high-precision longitudinal dynamics model for heavy-haul trains and validate it with line test data,present an optimization method for multi-stage cyclic brakes based on the model a... Purpose–The study aims to build a high-precision longitudinal dynamics model for heavy-haul trains and validate it with line test data,present an optimization method for multi-stage cyclic brakes based on the model and conduct a multi-objective detailed evaluation of the driver’s manipulation during cyclic braking.Design/methodology/approach–The high-precision longitudinal train dynamics model was established and verified by the cyclic braking test data of the 20,000 t heavy-haul combination train on the long and steep downgrade.Then the genetic algorithm is employed for optimization subsequent to decoupling multiple cyclic braking procedures,with due consideration of driver operation rules.For evaluation,key manipulation assessments in the scenario are prioritized,supplemented by multi-objective evaluation requirements,and the computational model is employed for detailed evaluation analysis.Findings–Based on the model,experimental data reveal that the probability of longitudinal force error being less than 64.6 kN is approximately 68%,95%for less than 129.2 kN and 99.7%for less than 193.8 kN.Upon optimizing manipulations during the cyclic braking,the maximum reduction in coupler force spans from 21%∼23.9%.Andtheevaluation scoresimply that a proper elevationof the releasingspeed favorssafety.A high electric braking force,although beneficial to some extent for energy-saving,is detrimental to reducing coupler force.Originality/value–The results will provide a theoretical basis and practical guidance for further ensuring the safety and energy-efficient operation of heavy haul trains on long downhill sections and improving the operational quality of heavy-haul trains. 展开更多
关键词 Heavy-haul trains Longitudinal train dynamics cyclic brake Manipulation optimization Detailed manipulation evaluation
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An effective multi-level algorithm based on ant colony optimization for graph bipartitioning 被引量:3
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作者 冷明 郁松年 +1 位作者 丁旺 郭强 《Journal of Shanghai University(English Edition)》 CAS 2008年第5期426-432,共7页
Partitioning is a fundamental problem with applications to many areas including data mining, parellel processing and Very-large-scale integration (VLSI) design. An effective multi-level algorithm for bisecting graph... Partitioning is a fundamental problem with applications to many areas including data mining, parellel processing and Very-large-scale integration (VLSI) design. An effective multi-level algorithm for bisecting graph is proposed. During its coarsening phase, an improved matching approach based on the global information of the graph core is developed with its guidance function. During the refinement phase, the vertex gain is exploited as ant's heuristic information and a positive feedback method based on pheromone trails is used to find the global approximate bipartitioning. It is implemented with American National Standards Institute (ANSI) C and compared to MeTiS. The experimental evaluation shows that it performs well and produces encouraging solutions on 18 different graphs benchmarks. 展开更多
关键词 rain-cut GRAPH bipartitioning multi-level algorithm ant colony optimization (ACO)
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Three-scale integrated optimization model of furnace simulation,cyclic scheduling,and supply chain of ethylene plants
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作者 Kexin Bi Mingyu Yan +1 位作者 Shuyuan Zhang Tong Qiu 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2022年第4期29-40,共12页
In order to explore the potential of profit margin improvement,a novel three-scale integrated optimization model of furnace simulation,cyclic scheduling,and supply chain of ethylene plants is proposed and evaluated.A ... In order to explore the potential of profit margin improvement,a novel three-scale integrated optimization model of furnace simulation,cyclic scheduling,and supply chain of ethylene plants is proposed and evaluated.A decoupling strategy is proposed for the solution of the three-scale model,which uses our previously proposed reactor scale model for operation optimization and then transfers the obtained results as a parameter table in the joint MILP optimization of plant-supply chain scale for cyclic scheduling.This optimization framework simplifies the fundamental mixed-integer nonlinear programming(MINLP)into several sub-models,and improves the interpretability and extendibility.In the evaluation of an industrial case,a profit increase at a percentage of 3.25%is attained in optimization compared to the practical operations.Further sensitivity analysis is carried out for strategy evolving study when price policy,supply chain,and production requirement parameters are varied.These results could provide useful suggestions for petrochemical enterprises on thermal cracking production. 展开更多
关键词 Three-scale integrated optimization cyclic scheduling Supply chain Mixed-integer linear programming Thermal cracking
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Cyclic Reconfigurable Flow Shop under Different Configurations Modeling and Optimization Based on Timed Event Graph
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作者 REN Si-Cheng XU De WANG Fang TAN Min 《自动化学报》 EI CSCD 北大核心 2006年第1期15-20,共6页
Based on the idea that modules are independent of machines, different combinations of modules and machines result in different configurations and the system performances differ under different configurations, a kind o... Based on the idea that modules are independent of machines, different combinations of modules and machines result in different configurations and the system performances differ under different configurations, a kind of cyclic reconfigurable flow shops are proposed for the new manufacturing paradigm-reconfigurable manufacturing system. The cyclic reconfigurable flow shop is modeled as a timed event graph. The optimal configuration is defined as the one under which the cyclic reconfigurable flow shop functions with the minimum cycle time and the minimum number of pallets. The optimal configuration, the minimum cycle time and the minimum number of pallets can be obtained in two steps. 展开更多
关键词 循环流程 制造业 时间事件 建模 优化设计
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A New Rational-based Optimal Design Strategy of Ship Structure Based on Multi-level Analysis and Super-element Modeling Method 被引量:6
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作者 Li Sun Deyu Wang 《Journal of Marine Science and Application》 2011年第3期272-280,共9页
A new multi-level analysis method of introducing the super-element modeling method, derived from the multi-level analysis method first proposed by O. F. Hughes, has been proposed in this paper to solve the problem of ... A new multi-level analysis method of introducing the super-element modeling method, derived from the multi-level analysis method first proposed by O. F. Hughes, has been proposed in this paper to solve the problem of high time cost in adopting a rational-based optimal design method for ship structural design. Furthermore,the method was verified by its effective application in optimization of the mid-ship section of a container ship. A full 3-D FEM model of a ship,suffering static and quasi-static loads, was used as the analyzing object for evaluating the structural performance of the mid-ship module, including static strength and buckling performance. Research results reveal that this new method could substantially reduce the computational cost of the rational-based optimization problem without decreasing its accuracy, which increases the feasibility and economic efficiency of using a rational-based optimal design method in ship structural design. 展开更多
关键词 rational-based optimal design method (RBODM) multi-level analysis SUPER-ELEMENT ship module genetic algorithm
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Structural Optimization of Hatch Cover Based on Bi-directional Evolutionary Structure Optimization and Surrogate Model Method 被引量:3
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作者 LI Kai YU Yanyun +2 位作者 HE Jingyi ZHAO Decai LIN Yan 《Journal of Shanghai Jiaotong university(Science)》 EI 2018年第4期538-549,共12页
Weight reduction has attracted much attention among ship designers and ship owners.In the present work,based on an improved bi-directional evolutionary structural optimization(BESO) method and surrogate model method,w... Weight reduction has attracted much attention among ship designers and ship owners.In the present work,based on an improved bi-directional evolutionary structural optimization(BESO) method and surrogate model method,we propose a hybrid optimization method for the structural design optimization of beam-plate structures,which covers three optimization levels:dimension optimization,topology optimization and section optimization.The objective of the proposed optimization method is to minimize the weight of design object under a group of constraints.The kernel optimization procedure(KOP) uses BESO to obtain the optimal topology from a ground structure.To deal with beam-plate structures,the traditional BESO method is improved by using cubic box as the unit cell instead of solid unit to construct periodic lattice structure.In the first optimization level,a series of ground structures are generated based on different dimensional parameter combinations,the KOP is performed to all the ground structures,the response surface model of optimal objective values and dimension parameters is created,and then the optimal dimension parameters can be obtained.In the second optimization level,the optimal topology is obtained by using the KOP according to the optimal dimension parameters.In the third optimization level,response surface method(RSM) is used to determine the section parameters.The proposed method is applied to a hatch cover structure design.The locations and shapes of all the structural members are determined from an oversized ground structure.The results show that the proposed method leads to a greater weight saving,compared with the original design and genetic algorithm(GA) based optimization results. 展开更多
关键词 hatch cover structure optimization multi-level optimization hi-directional evolutionary structural optimization response surface method
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Hyperparameter Tuning for Deep Neural Networks Based Optimization Algorithm 被引量:3
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作者 D.Vidyabharathi V.Mohanraj 《Intelligent Automation & Soft Computing》 SCIE 2023年第6期2559-2573,共15页
For training the present Neural Network(NN)models,the standard technique is to utilize decaying Learning Rates(LR).While the majority of these techniques commence with a large LR,they will decay multiple times over ti... For training the present Neural Network(NN)models,the standard technique is to utilize decaying Learning Rates(LR).While the majority of these techniques commence with a large LR,they will decay multiple times over time.Decaying has been proved to enhance generalization as well as optimization.Other parameters,such as the network’s size,the number of hidden layers,drop-outs to avoid overfitting,batch size,and so on,are solely based on heuristics.This work has proposed Adaptive Teaching Learning Based(ATLB)Heuristic to identify the optimal hyperparameters for diverse networks.Here we consider three architec-tures Recurrent Neural Networks(RNN),Long Short Term Memory(LSTM),Bidirectional Long Short Term Memory(BiLSTM)of Deep Neural Networks for classification.The evaluation of the proposed ATLB is done through the various learning rate schedulers Cyclical Learning Rate(CLR),Hyperbolic Tangent Decay(HTD),and Toggle between Hyperbolic Tangent Decay and Triangular mode with Restarts(T-HTR)techniques.Experimental results have shown the performance improvement on the 20Newsgroup,Reuters Newswire and IMDB dataset. 展开更多
关键词 Deep learning deep neural network(DNN) learning rates(LR) recurrent neural network(RNN) cyclical learning rate(CLR) hyperbolic tangent decay(HTD) toggle between hyperbolic tangent decay and triangular mode with restarts(T-HTR) teaching learning based optimization(TLBO)
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Numerical simulation and optimization of clearance in sheet shearing process 被引量:1
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作者 秦泗吉 李洪波 +1 位作者 彭加耕 李硕本 《中国有色金属学会会刊:英文版》 CSCD 2003年第2期407-411,共5页
An analysis model to simplify the shearing and blanking process was developed. Based on the simplified model, the shearing process was simulated by FEM and analyzed for various clearances. An optimum clearance in the ... An analysis model to simplify the shearing and blanking process was developed. Based on the simplified model, the shearing process was simulated by FEM and analyzed for various clearances. An optimum clearance in the process was determined by new approach based on orientation of the maximum shearing stress on the characteristic line linking two blades, according to the law of crack propagation and experiments. The optimum clearance determined by this method can be used to dictate the range of reasonable clearance. By the new approach, the optimum clearance can be obtained conveniently and accurately even if there is some difference between the selected points, where the initial crack is assumed originated, and the actual one, where the initial crack occurs really. 展开更多
关键词 板材 剪切 优化 有限元 数值模拟
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Symplectic multi-level method for solving nonlinear optimal control problem
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作者 彭海军 高强 +1 位作者 吴志刚 钟万勰 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2010年第10期1251-1260,共10页
By converting an optimal control problem for nonlinear systems to a Hamiltonian system,a symplecitc-preserving method is proposed.The state and costate variables are approximated by the Lagrange polynomial.The state v... By converting an optimal control problem for nonlinear systems to a Hamiltonian system,a symplecitc-preserving method is proposed.The state and costate variables are approximated by the Lagrange polynomial.The state variables at two ends of the time interval are taken as independent variables.Based on the dual variable principle,nonlinear optimal control problems are replaced with nonlinear equations.Furthermore,in the implementation of the symplectic algorithm,based on the 2N algorithm,a multilevel method is proposed.When the time grid is refined from low level to high level,the initial state and costate variables of the nonlinear equations can be obtained from the Lagrange interpolation at the low level grid to improve efficiency.Numerical simulations show the precision and the efficiency of the proposed algorithm in this paper. 展开更多
关键词 nonlinear optimal control dual variable variational principle multi-level iteration symplectic algorithm
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Ideal Drift Response Curve for Robust Optimal Damper Design for Elastic-Plastic MDOF Structures under Multi-Level Earthquakes Dedicated to Professor Karl S.Pister for his 95th birthday
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作者 Hiroki Akehashi Izuru Takewaki 《Computer Modeling in Engineering & Sciences》 SCIE EI 2021年第12期1181-1207,共27页
A new method of robust damper design is presented for elastic-plastic multi-degree-of-freedom(MDOF)building structures under multi-level ground motions(GMs).This method realizes a design that is effective for various ... A new method of robust damper design is presented for elastic-plastic multi-degree-of-freedom(MDOF)building structures under multi-level ground motions(GMs).This method realizes a design that is effective for various levels of GMs.The robustness of a design is measured by an incremental dynamic analysis(IDA)curve and an ideal drift response curve(IDRC).The IDRC is a plot of the optimized maximum deformation under a constraint on the total damper quantity vs.the design level of the GMs.The total damper quantity corresponds to the total cost of the added dampers.First,a problem of generation of IDRCs is stated.Then,its solution algorithm,which consists of the sensitivity-based algorithm(SBA)and a local search method,is proposed.In the application of the SBA,the passive added dampers are removed sequentially under the specified-level GMs.On the other hand,the proposed local search method can search the optimal solutions for a constant total damper quantity under GMs’increased levels.In this way,combining these two algorithms enables the comprehensive search of the optimal solutions for various conditions of the status of the GMs and the total damper quantity.The influence of selecting the type of added dampers(oil,hysteretic,and so on)and the selection of the input GMs on the IDRCs are investigated.Finally,a robust optimal design problem is formulated,and a simple local search-based algorithm is proposed.A simple index using the IDRC and the IDA curve of the model is used as the objective function.It is demonstrated that the proposed algorithm works well in spite of its simplicity. 展开更多
关键词 optimal damper placement robust damper design multi-level earthquake ideal drift response curve elastic-plastic MDOF model viscous damper hysteretic damper
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Cyclic Solution and Optimal Approximation of the Quaternion Stein Equation
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作者 Guangmei Liu Yanting Zhang +1 位作者 Yiwen Yao Jingpin Huang 《Journal of Applied Mathematics and Physics》 2023年第11期3735-3746,共12页
In this paper, two different methods are used to study the cyclic structure solution and the optimal approximation of the quaternion Stein equation AXB - X = F  . Firstly, the matrix equation equivalent to the ta... In this paper, two different methods are used to study the cyclic structure solution and the optimal approximation of the quaternion Stein equation AXB - X = F  . Firstly, the matrix equation equivalent to the target structure matrix is constructed by using the complex decomposition of the quaternion matrix, to obtain the necessary and sufficient conditions for the existence of the cyclic solution of the equation and the expression of the general solution. Secondly, the Stein equation is converted into the Sylvester equation by adding the necessary parameters, and the condition for the existence of a cyclic solution and the expression of the equation’s solution are then obtained by using the real decomposition of the quaternion matrix and the Kronecker product of the matrix. At the same time, under the condition that the solution set is non-empty, the optimal approximation solution to the given quaternion circulant matrix is obtained by using the property of Frobenius norm property. Numerical examples are given to verify the correctness of the theoretical results and the feasibility of the proposed method. . 展开更多
关键词 Quaternion Field Stein Equation cyclic Matrix Complex Decomposition Real Decomposition optimal Approximation
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MPSO Algorithm Based QoS Parameter Optimization for LTE Networks
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作者 F. L. Zhao G. T. Chen 《International Journal of Communications, Network and System Sciences》 2017年第5期1-13,共13页
QoS Optimization is an important part of LTE SON, but not yet defined in the specification. We discuss modeling the problem of QoS optimization, improve the fitness function, then provide an algorithm based on MPSO to... QoS Optimization is an important part of LTE SON, but not yet defined in the specification. We discuss modeling the problem of QoS optimization, improve the fitness function, then provide an algorithm based on MPSO to search the optimal QoS parameter value set for LTE networks. Simulation results show that the algorithm converges more quickly and more accurately than the GA which can be applied in LTE SON. 展开更多
关键词 LTE SELF-ORGANIZING Networks (SON) Quality of Services (QoS) GENETIC Algorithm (GA) multi-level Particle SWARM optimization (MPSO)
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Development of a multi-level pH-responsive lipid nanoplatform for efficient co-delivery of si RNA and small-molecule drugs in tumor treatment
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作者 Yunjie Dang Yanru Feng +8 位作者 Xiao Chen Chaoxing He Shujie Wei Dingyang Liu Jinlong Qi Huaxing Zhang Shaokun Yang Zhiyun Niu Bai Xiang 《Chinese Chemical Letters》 SCIE CAS CSCD 2024年第12期265-272,共8页
The combination of nucleic acid and small-molecule drugs in tumor treatment holds significant promise;however,the precise delivery and controlled release of drugs within the cytoplasm encounter substantial obstacles,i... The combination of nucleic acid and small-molecule drugs in tumor treatment holds significant promise;however,the precise delivery and controlled release of drugs within the cytoplasm encounter substantial obstacles,impeding the advancement of formulations.To surmount the challenges associated with precise drug delivery and controlled release,we have developed a multi-level p H-responsive co-loaded drug lipid nanoplatform.This platform first employs cyclic cell-penetrating peptides to exert a multi-level pH response,thereby enhancing the uptake efficiency of tumor cells and endow the nanosystem with effective endosomal/lysosomal escape.Subsequently,small interferring RNA(siRNA)complexes are formed by compacting siRNA with stearic acid octahistidine,which is capable of responding to the lysosome-tocytoplasm pH gradient and facilitate siRNA release.The siRNA complexes and docetaxel are simultaneously encapsulated into liposomes,thereby creating a lipid nanoplatform capable of co-delivering nucleic acid and small-molecule drugs.The efficacy of this platform has been validated through both in vitro and in vivo experiments,affirming its significant potential for practical applications in the co-delivery of nucleic acids and small-molecule drugs. 展开更多
关键词 cyclic peptides siRNA Liposomal platform multi-level pH-responsive CO-DELIVERY
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Research on Multi-Level Automatic Filling Optimization Design Method for Layered Cross-Sectional Layout of Umbilical
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作者 YIN Xu FAN Zhi-rui +4 位作者 CAO Dong-hui LIU Yu-jie LI Meng-shu YAN Jun YANG Zhi-xun 《China Ocean Engineering》 2025年第5期891-903,共13页
The umbilical,a key component in offshore energy extraction,plays a vital role in ensuring the stable operation of the entire production system.The extensive variety of cross-sectional components creates highly comple... The umbilical,a key component in offshore energy extraction,plays a vital role in ensuring the stable operation of the entire production system.The extensive variety of cross-sectional components creates highly complex layout combinations.Furthermore,due to constraints in component quantity and geometry within the cross-sectional layout,filler bodies must be incorporated to maintain cross-section performance.Conventional design approaches based on manual experience suffer from inefficiency,high variability,and difficulties in quantification.This paper presents a multi-level automatic filling optimization design method for umbilical cross-sectional layouts to address these limitations.Initially,the research establishes a multi-objective optimization model that considers compactness,balance,and wear resistance of the cross-section,employing an enhanced genetic algorithm to achieve a near-optimal layout.Subsequently,the study implements an image processing-based vacancy detection technique to accurately identify cross-sectional gaps.To manage the variability and diversity of these vacant regions,the research introduces a multi-level filling method that strategically selects and places filler bodies of varying dimensions,overcoming the constraints of uniform-size fillers.Additionally,the method incorporates a hierarchical strategy that subdivides the complex cross-section into multiple layers,enabling layer-by-layer optimization and filling.This approach reduces manufac-turing equipment requirements while ensuring practical production process feasibility.The methodology is validated through a specific umbilical case study.The results demonstrate improvements in compactness,balance,and wear resistance compared with the initial cross-section,offering novel insights and valuable references for filler design in umbilical cross-sections. 展开更多
关键词 umbilical cross-sectional layout multi-level filling layered layout optimization design
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煤矿安全管理缺陷研究概述
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作者 秦汝祥 沈涛 《煤炭工程》 北大核心 2025年第6期203-210,共8页
煤矿安全管理缺陷是导致煤矿事故发生的根本原因,但煤矿安全管理缺陷排查整改现状不容乐观,煤矿安全管理与现代化管理水平仍有差距。为减少我国煤矿安全管理存在的缺陷、促进排查整改工作的落实,梳理了煤矿安全管理缺陷的发展历程;分析... 煤矿安全管理缺陷是导致煤矿事故发生的根本原因,但煤矿安全管理缺陷排查整改现状不容乐观,煤矿安全管理与现代化管理水平仍有差距。为减少我国煤矿安全管理存在的缺陷、促进排查整改工作的落实,梳理了煤矿安全管理缺陷的发展历程;分析了煤矿安全管理缺陷的研究现状和实践现状;提出以管理缺陷为主线的事故致因模型;探讨了煤矿安全管理缺陷的概念、具体内容和未来展望。研究表明:煤矿安全管理缺陷的敏感性、特殊性、复杂性、隐蔽性和模糊性是导致其在我国煤矿实践中难以进行的根本原因。最后,根据研究结果给出了关于对管理缺陷进行排查和整改的理论模型、实践流程的发展建议。 展开更多
关键词 管理缺陷 煤矿安全 煤矿事故致因模型 循环整改机制 优化后的6S管理
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新型循环精馏塔板Maleta的气体分布与结构优化研究
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作者 陈建兵 卢智勇 +6 位作者 肖杨 杨晨阳 蔡旺锋 朱怀工 胡珺 张英 王燕 《化学工业与工程》 北大核心 2025年第3期153-164,共12页
利用计算流体力学(CFD)对一种新型循环精馏塔传质元件Maleta的流体力学特性进行了模拟研究,并对其结构进行了优化。首先,在Maleta三维结构基础上建立了CFD模型,计算得出了其干板压降,并与实验结果进行对比,误差为4.17%,表明所建模型具... 利用计算流体力学(CFD)对一种新型循环精馏塔传质元件Maleta的流体力学特性进行了模拟研究,并对其结构进行了优化。首先,在Maleta三维结构基础上建立了CFD模型,计算得出了其干板压降,并与实验结果进行对比,误差为4.17%,表明所建模型具有较高的可靠性。在此基础上,以干板压降和气体分布作为评价指标,利用控制变量法研究了旋转条带夹角及长度、节流孔数量及开孔率等主要结构参数对流场的影响,基于计算结果,提出了Maleta结构优化的建议。本研究对循环精馏塔传质元件的流体力学状态和传质性能的研究为其他新型循环精馏塔传质元件的开发和优化提供较好的理论指导。 展开更多
关键词 循环精馏 Maleta塔板 CFD 传质元件 结构优化
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掘进机循环负压降尘装置参数优化研究
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作者 邢旭文 何少杰 +5 位作者 田园 肖鹏 武琨琪 张英华 张金宝 滕胜杰 《矿业科学学报》 北大核心 2025年第2期271-284,共14页
有效开展掘进巷道工作面粉尘治理是确保井下作业安全的重要前提之一。针对高浓度粉尘环境中传统的喷雾降尘方式效率相对低下的问题,根据负压卷吸与喷雾降尘协同增效的理念研发一种应用于掘进机上的循环负压降尘装置。通过建立仿真模型... 有效开展掘进巷道工作面粉尘治理是确保井下作业安全的重要前提之一。针对高浓度粉尘环境中传统的喷雾降尘方式效率相对低下的问题,根据负压卷吸与喷雾降尘协同增效的理念研发一种应用于掘进机上的循环负压降尘装置。通过建立仿真模型对射流卷吸机制的影响因素开展数值模拟,基于装置内外循环负压流场变化规律优化引射管形状、叶轮设置、文丘里管数量等参数,并采用相似实验的方式验证优化后装置的降尘效率。结果表明:在假设喷雾条件不变的情况下,当装置的引射管形状采用圆锥形、叶轮片数量为8片、叶轮转速为2400 r/min、文丘里管数量为10个、叶轮安装位置距引射管入口300 mm时,循环负压性能最为理想,其相似模型的降尘效率可达87.4%。 展开更多
关键词 粉尘防治 循环负压 射流卷吸机制 参数优化
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改进多子群合作的约束多目标粒子群优化算法
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作者 周茹平 李雪英 刘耿耿 《小型微型计算机系统》 北大核心 2025年第10期2374-2383,共10页
为解决约束多目标优化问题中约束性、收敛性与多样性之间的矛盾,本文提出一种改进多子群合作的约束多目标粒子群优化算法.算法将种群划分为一个主群和多个子群,主群专注于探索可行域,子群关注解空间探索而不考虑约束条件,以此有效平衡三... 为解决约束多目标优化问题中约束性、收敛性与多样性之间的矛盾,本文提出一种改进多子群合作的约束多目标粒子群优化算法.算法将种群划分为一个主群和多个子群,主群专注于探索可行域,子群关注解空间探索而不考虑约束条件,以此有效平衡三者.针对子群,设计循环动态重组策略,定期重组子群,提升多样性.针对主群,设计动态抖动更新策略,通过加入抖动项,有助于跳出局部最优;设计分布多元化增强策略,利用权重向量选择后代种群,确保解集的均匀分布;设计渐进式限域策略,随着迭代收缩探索空间,保证约束性与收敛性.实验结果显示,对比同类算法,该算法在14个测试用例中表现最佳,并在其中10个用例中取得最优结果. 展开更多
关键词 多子群合作 约束多目标优化问题 渐进式限域 循环动态重构 抖动更新
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A VNS-NPGA approach to multi-objective optimization of hub-and-spoke logistics network
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作者 Changxi Ma Chuwei Shi +3 位作者 Yun Yang Yongpeng Zhao Zhuye Xu Bo Du 《Journal of Traffic and Transportation Engineering(English Edition)》 2025年第2期390-409,共20页
To realize low-cost freight transport in the logistics network and improve the network operation efficiency,a multi-objective optimization model and the corresponding algorithm for a hub-and-spoke logistics network ar... To realize low-cost freight transport in the logistics network and improve the network operation efficiency,a multi-objective optimization model and the corresponding algorithm for a hub-and-spoke logistics network are proposed based on the multi-level location of hub points and channels layout.By considering the structure of the multi-level hub-andspoke logistics network and the features of the connectivity between the hub and spoke points,the multi-objective optimization model is constructed with two objectives of minimizing the total network operation costs and the total network service time.By considering the characteristics of decision variables and models,a variable neighborhood search(VNS)-niched Pareto genetic algorithm(NPGA)approach with a three-stage encoding structure chromosome is proposed,where the VNS algorithm nested in NPGA is used for individual variable neighborhood search to optimize individual channel level genes,and NPGA is adopted to solve the multi-objective optimization model.To evaluate the performance of the proposed VNS-NPGA approach,a real-life case study based on a smallscale Australia Post data set was conducted,and 25 nodes of the Australia Post and 14nodes of the Gansu Province 3-level hub-and-spoke logistics networks were established,respectively.The analysis results indicated that the network structure of multi-level hub points could avoid the detour problem existing in the traditional hub-and-spoke network,and showed better applicability in the narrow geographical structure.Compared to the traditional multi-objective evolutionary algorithms,VNS-NPGA can obtain better solutions through the distributed optimization of channel levels,avoiding the problem that a single algorithm cannot effectively deal with coupling relationships in genes. 展开更多
关键词 multi-level hub-and-spoke logistics network Multi-objective optimization model VNS-NPGA Three-stage encoding Individual variable neighborhood search
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Aero-propulsive coupling performance and design of distributed propulsion wing
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作者 Kelei WANG Zhou ZHOU 《Chinese Journal of Aeronautics》 2025年第4期127-141,共15页
The Distributed Propulsion Wing(DPW)presents prominent advantages in terms of energy conservation during flight,but the intense integration of propulsive internal flow with aerodynamic external flow brings significant... The Distributed Propulsion Wing(DPW)presents prominent advantages in terms of energy conservation during flight,but the intense integration of propulsive internal flow with aerodynamic external flow brings significant design challenges.To tackle this issue,this paper undertakes a comprehensive investigation of the aero-propulsive coupling performance of the DPW under both hovering and cruising conditions,and subsequently proposes a multi-level collaboration optimization design method based on the decomposition principle.Specifically,the complex 3D surfaces of DPW are systematically dissociated into simple 2D curves with inherent relationships for design.The decomposition is achieved based on the analysis results of the aero-propulsive coupling characteristics.And a DPW design case is conducted and subsequently analyzed in order to further validate the effectiveness and feasibility of the proposed design method.It is shown that a 115.75%drag reduction of DPW can be achieved at cruise under a specified thrust level.Furthermore,the DPW exhibits inherent characteristics of consistent lift-to-drag ratio with the thrust-drag balance constraint,regardless of variations in incoming flow velocity or total thrust. 展开更多
关键词 Distributed propulsion wing Aero-propulsive coupling performance multi-level collaboration optimization design method Decomposition principle Thrust-drag balance
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