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An improved flexible tolerance method for solving nonlinear constrained optimization problems:Application in mass integration
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作者 Alice Medeiros Lima Wu Hong Kwong Antonio José Goncalves Cruz 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2017年第5期617-631,共15页
This paper proposes the use of the flexible tolerance method(FTM) modified with adaptive Nelder–Mead parameters and barrier to solve constrained optimization problems. The problems used to analyze the performance of ... This paper proposes the use of the flexible tolerance method(FTM) modified with adaptive Nelder–Mead parameters and barrier to solve constrained optimization problems. The problems used to analyze the performance of the methods were taken from G-Suite functions, and the methods with the best performance were applied in mass integration problems. Four methods were proposed:(1) flexible tolerance method(FTM) using adaptive parameters(FTMA),(2) flexible tolerance method with scaling(FTMS) and with adaptive parameters(FTMAS),(3) FTMS including the barrier modification(MFTMS) and(4) MFTMS hybridized with PSO(MFTMS-PSO). The success rates of these methods were 100%(MFTMS), 85%(MFTMS-PSO), 40%(FTMAS) and 30%(FTMA).Numerical experiments indicated that the MFTMS could efficiently and reliably improve the accuracy of global optima. In mass integration, the method was able, from current process situation, to reach the optimum process configuration that includes integration issues, which was not possible using FTM in its standard formulation. The hybridization of FTMS with PSO(without barrier), FTMS-PSO, was also able to solve mass integration problems efficiently. 展开更多
关键词 Flexible tolerance method Adaptive parameters SCALING Constrained optimization BARRIER PSO Mass integration
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Study of probability integration method parameter inversion by the genetic algorithm 被引量:7
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作者 Li Peixian Peng Di +1 位作者 Tan Zhixiang Deng Kazhong 《International Journal of Mining Science and Technology》 SCIE EI CSCD 2017年第6期1073-1079,共7页
In order to obtain accurate probability integration method(PIM) parameters for surface movement of multi-panel mining, a genetic algorithm(GA) was used to optimize the parameters. As the measured surface movement is a... In order to obtain accurate probability integration method(PIM) parameters for surface movement of multi-panel mining, a genetic algorithm(GA) was used to optimize the parameters. As the measured surface movement is affected by more than one mining panel, traditional PIM parameter inversion model is difficult to ensure the reliability of the results due to the complexity of rock movement. With crossover,mutation and selection operators, GA can perform a global optimization search and has high computation efficiency. Compared with the pattern search algorithm, the fitness function can avoid falling into local minima traps. GA reduces the risk of local minima traps which improves the accuracy and reliability with the mutation mechanism. Application at Xuehu colliery shows that GA can be used to inverse the PIM parameters for multi-panel surface movement observation, and reliable results can be obtained. The research provides a new way for back-analysis of PIM parameters for mining subsidence under complex conditions. 展开更多
关键词 PROBABILITY integration method GA MINING SUBSIDENCE PARAMETER INVERSION MULTIOBJECTIVE optimization
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Integrated guidance and control for damping augmented system via convex optimization 被引量:3
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作者 Bong-Gyun PARK Tae-Hun KIM 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2022年第7期30-39,共10页
In this paper,an integrated guidance and control approach is presented to improve the performance of the missile interception.The approach includes damping augmented system with attitude rate feedback to decrease the ... In this paper,an integrated guidance and control approach is presented to improve the performance of the missile interception.The approach includes damping augmented system with attitude rate feedback to decrease the oscillation during the homing phase for missiles with low damping.In addition,physical constraints,which can affect the performance of the missile interception,such as acceleration limit,seeker’s look angle,and look angle rate constraints are considered.The integrated guidance and control problem is formulated as a convex quadratic optimization problem with equality and inequality constraints,and the solution is obtained by a primal–dual interior point method.The performance of the proposed method is verified through several numerical examples. 展开更多
关键词 Convex optimization Damping augmented system integrated guidance and control Physical constraint Primal-dual interior point method
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Influence and Optimization of Surface Roughness on Surface Integrity during Turning Using Grey Relational Analysis 被引量:1
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作者 Suha K Shihab Ethar Mohamed Mubarak Rawaa Hamid Al-Kalali 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2021年第2期38-46,共9页
Current machining studies have reported effects of prevalent and common factors,while ultra⁃high finish requires holistic approach to identify all factors and investigate their effects on machining of hard to machine ... Current machining studies have reported effects of prevalent and common factors,while ultra⁃high finish requires holistic approach to identify all factors and investigate their effects on machining of hard to machine materials.In this work,a less investigated yet important factor,roughness of the uncut surface,was studied,and its effects on the individual response,i.e.,surface finish of the machined part,were found to be significant.AISI 316,which is mainly applied in strategic areas,was selected and three effective turning factors,cutting speed(A),feed rate(B),and roughness of the uncut surface(C)on three output responses including surface roughness of the machined surface(Ra),microhardness(HV),and material removal rate(MRR),were reported.Further,single response optimization of the individual output response and multi⁃response optimization of all the three responses were carried out.Taguchi L9 orthogonal array based signal⁃to⁃noise(S/N)ratio method was used for individual response optimization,and grey relational analysis(GRA)was employed for multi⁃response optimization.Effects of the process factors on the output responses were evaluated through inclusive statistical analyses.The individual response optimization revealed that there was a considerable effect of roughness of the uncut surface on the machining performance.Results of the GRA illustrated that the speed during the cutting process and the feed rate had substantial trace on the surface integrity(indicated by Ra and HV)and production rate(indicated by MRR),while roughness of the uncut surface did not have a significant effect. 展开更多
关键词 TURNING surface integrity Taguchi method optimIZATION GRA
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Optimal Scheduling of Integrated Electricity and Gas System with Numerical Stability Condition-Free Method
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作者 Suhan Zhang Chi Yung Chung +3 位作者 Wei Gu Ruizhi Yu Shuai Lu Pengfei Zhao 《CSEE Journal of Power and Energy Systems》 2025年第2期607-611,共5页
Though an accurate discretization approach for gas flow dynamics, the method of characteristics (MOC) is liable to instability for inappropriate step sizes. This letter addresses the numerical stability limitation of ... Though an accurate discretization approach for gas flow dynamics, the method of characteristics (MOC) is liable to instability for inappropriate step sizes. This letter addresses the numerical stability limitation of MOC, in the context of lEGS's optimal scheduling. Specifically, the proposed method enables flexible temporal step sizes without sacrificing accuracy, significantly reducing non-convergence due to numerical oscillations. The effectiveness of the proposed method is validated through case studies in different simulation settings. 展开更多
关键词 integrated electricity and gas system method of characteristics numerical stability optimal scheduling partial differential equation
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PID Parameters for Tuning and Optimization of a Turbine EngineBased on the Simplex Search Method 被引量:1
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作者 ZHANG Hong CAI Yuan-hu CHEN Yu-chun 《International Journal of Plant Engineering and Management》 2009年第4期250-254,共5页
A PID parameters tuning and optimization method for a turbine engine based on the simplex search method was proposed. Taking time delay of combustion and actuator into account, a simulation model of a PID control syst... A PID parameters tuning and optimization method for a turbine engine based on the simplex search method was proposed. Taking time delay of combustion and actuator into account, a simulation model of a PID control system for a turbine engine was developed. A performance index based on the integral of absolute error (IAE) was given as an objective function of optimization. In order to avoid the sensitivity that resulted from the initial values of the simplex search method, the traditional Ziegler-Nichols method was used to tune PID parameters to obtain the initial values at first, then the simplex search method was applied to optimize PID parameters for the turbine engine. Simulation results indicate that the simplex search method is a reasonable and effective method for PID controller parameters tuning and optimization. 展开更多
关键词 turbine engine PID (proportion integral and differential) control simplex search method tuning optimIZATION
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STOCHASTIC OPTIMAL CONTROL FOR THE RESPONSE OF QUASI NON-INTEGRABLE HAMILTONIAN SYSTEMS 被引量:1
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作者 DengMaolin HongMingchao ZhuWeiqiu 《Acta Mechanica Solida Sinica》 SCIE EI 2003年第4期313-320,共8页
A strategy is proposed based on the stochastic averaging method for quasi non- integrable Hamiltonian systems and the stochastic dynamical programming principle.The pro- posed strategy can be used to design nonlinear ... A strategy is proposed based on the stochastic averaging method for quasi non- integrable Hamiltonian systems and the stochastic dynamical programming principle.The pro- posed strategy can be used to design nonlinear stochastic optimal control to minimize the response of quasi non-integrable Hamiltonian systems subject to Gaussian white noise excitation.By using the stochastic averaging method for quasi non-integrable Hamiltonian systems the equations of motion of a controlled quasi non-integrable Hamiltonian system is reduced to a one-dimensional av- eraged It stochastic differential equation.By using the stochastic dynamical programming princi- ple the dynamical programming equation for minimizing the response of the system is formulated. The optimal control law is derived from the dynamical programming equation and the bounded control constraints.The response of optimally controlled systems is predicted through solving the FPK equation associated with It stochastic differential equation.An example is worked out in detail to illustrate the application of the control strategy proposed. 展开更多
关键词 quasi non-integrable Hamiltonian system RESPONSE optimal control stochastic averaging method dynamical programming
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A meshless moving morphable component-based method for structural topology optimization without weak material
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作者 Linyuan Li Chang Liu +2 位作者 Zongliang Du Weisheng Zhang Xu Guo 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2022年第5期72-87,I0002,共17页
Traditional topology optimization methods often introduce weak artificial material to mimic voids to avoid the singularity of the global stiffness matrix and carry out topology optimization with a fixed finite element... Traditional topology optimization methods often introduce weak artificial material to mimic voids to avoid the singularity of the global stiffness matrix and carry out topology optimization with a fixed finite element(FE)mesh.This treatment,however,may not only increase the computational cost for structural analysis but also lead to unfavorable numerical instabilities,especially when large deformations and dynamic/buckling behaviors are involved.In the present work,a new meshless moving morphable component-based method(ML-MMC),which structural analysis is carried out only on the solid region occupied by components,is proposed.In this approach,the coupling of discrete components is achieved through the adaptively constructed influence domain of the meshless shape function.Therefore,the singularity problem of the stiffness matrix can be naturally avoided without introducing weak artificial material.Compared with traditional methods,the number of degrees of freedoms(DOFs)can be reduced substantially under this treatment.The effectiveness of the proposed approach is also illustrated by some representative examples. 展开更多
关键词 Topology optimization Moving morphable components(MMCs) Meshless method Influence domain Numerical integration
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PENALTY FUNCTION METHOD OF CONTINUUM SHAPE OPTIMIZAION 被引量:1
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作者 Guo Taiyong Wang Xinrong Liang Yingchun (Harbin Institute of Technology) 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 1994年第1期58-62,共17页
The penalty function method of continuum shape optimization and its sensitivity analysis technique are presented. A relatively simple integrated shape optimization system is developed and used to optimize the design o... The penalty function method of continuum shape optimization and its sensitivity analysis technique are presented. A relatively simple integrated shape optimization system is developed and used to optimize the design of the inner frame shape of a three-axis test table. The result shows that the method converges well, and the system is stable and reliable. 展开更多
关键词 Shape optimization Penalty function method Sensitivity analysis integrated shape optimization system
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A Brief Study on Discourse Hegemony and Social Integration Function of Legal Language
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作者 王雷鸣 《海外英语》 2013年第22期288-289,共2页
Legal terms is widely used in varied law-related activities.However,it can be easily found that it is the professionalism of legal language that have results into the appearance of its discourse hegemony and the socia... Legal terms is widely used in varied law-related activities.However,it can be easily found that it is the professionalism of legal language that have results into the appearance of its discourse hegemony and the social integration function regarding the nature of law’s social command and dispute settlement mechanism at large.Therefore,there is a need to analyze the operation of legal language and its whole influence upon individuals and certain human groups to figure out the means of improvement and optimization to better serve the Chinese rule of legal modernization drive plus the facilitation of social harmony. 展开更多
关键词 LEGAL TERMINOLOGY DISCOURSE HEGEMONY SOCIAL integr
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基于优化OCV-AH积分法的SOC估计 被引量:1
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作者 陶正顺 胡官洋 刘思哲 《现代信息科技》 2024年第21期11-15,19,共6页
针对传统安时积分法估算锂电池荷电状态(SOC)存在精度不足的问题,文章提出一种优化开路电压-安时积分法(OCV-AH)的锂电池SOC估计算法。该优化OCV-AH积分法主要包括静态SOC初始值的校正和动态安时积分法的优化。首先将静置法数据分段拟... 针对传统安时积分法估算锂电池荷电状态(SOC)存在精度不足的问题,文章提出一种优化开路电压-安时积分法(OCV-AH)的锂电池SOC估计算法。该优化OCV-AH积分法主要包括静态SOC初始值的校正和动态安时积分法的优化。首先将静置法数据分段拟合涓流放电曲线,得到高精度的OCV-SOC特性曲线作为校正SOC初始值的依据;然后在考虑了温度、放电倍率和充放电循环次数对电池实际容量的影响后,计算出修正系数,加入安时积分法中,动态修正电池的实际容量。最后,在Simulink中搭建了优化OCV-AH积分法的模型,并在DST工况下,将优化安时积分法与传统安时积分法进行仿真对比,验证了该文设计的优化OCV-AH积分法对于SOC初始值校正和SOC动态估算的精确性。 展开更多
关键词 SOC估计 优化ocv-ah积分法 OCV-SOC特性曲线 修正系数
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计及气–热虚拟储能特性的综合能源系统日前优化调度
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作者 张涛 赵天悦 +3 位作者 蔡德福 刘景 杨航 田凤 《现代电力》 北大核心 2025年第4期650-658,I0003,共10页
为提高综合能源系统运行经济性、提升新能源消纳率、及促进综合能源系统多能流耦合紧密性,构建了计及气–热虚拟储能特性的综合能源系统日前优化调度模型。首先,建立了热网和气网的虚拟储能特性模型,采用流量分段方法构建供热管道模型,... 为提高综合能源系统运行经济性、提升新能源消纳率、及促进综合能源系统多能流耦合紧密性,构建了计及气–热虚拟储能特性的综合能源系统日前优化调度模型。首先,建立了热网和气网的虚拟储能特性模型,采用流量分段方法构建供热管道模型,构建了包含管道气压惩罚约束的气网管道模型,并采用二阶锥松弛方法对气网管道模型进行线性化。其次,以某工业园区微网综合能源系统为例进行算例分析。最后,通过Matlab仿真软件调用Yalmip+cplex求解器对4种综合能源系统日前优化调度场景进行求解。算例表明,该模型可以增强综合能源系统多种能量间的耦合程度,提高系统灵活性,有效提高系统运行经济性、提升新能源消纳率。 展开更多
关键词 综合能源系统 虚拟储能 流量分段法 日前优化调度 二阶锥松弛
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基于水动力模型的城市水网一体化优化方法及其应用
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作者 王思如 姚轶 +4 位作者 刘米雪 杨大文 顾一成 李传龙 孙金华 《南水北调与水利科技(中英文)》 北大核心 2025年第5期1079-1089,共11页
为实现水灾害防御、水资源保障、水生态修复及水环境提升目标,构建涵盖“涝水位达标率、常水位保证率、生态流速保障率、水质达标率”的城市水网一体化评价指标体系,同时构建考虑多源补水和多变污染环境的水动力-水质数值模型,并基于评... 为实现水灾害防御、水资源保障、水生态修复及水环境提升目标,构建涵盖“涝水位达标率、常水位保证率、生态流速保障率、水质达标率”的城市水网一体化评价指标体系,同时构建考虑多源补水和多变污染环境的水动力-水质数值模型,并基于评价指标体系和数值模型,对水系建设和运行指标进行迭代优化,创新性地考虑水网“建设指标-运行指标”双向反馈机制,整合水网物理指标优化与工程调度方案优化,形成完整的城市水网一体化优化方法,并将其用于雄安新区起步区,提出其水系建设与运行指标及水利工程调度方案。结果表明:优化后的起步区水系在遭遇百年一遇暴雨和“23·7”实测暴雨时,涝水位达标率均达100%,有效保障区域排涝安全;构建的涵盖常态补水、应急抗旱及雨洪净化等多模式联动的动态调控方案,实现常水位、生态流速及水质达标率均达到100%。研究成果验证该方法在提升城市水系韧性、增强生态服务功能方面具有显著效益,为高密度城市群水系统协同治理提供可推广的技术范式,对提升城市水系建设水平和区域生态环境质量具有重要实践价值。 展开更多
关键词 雄安新区 城市水网一体化优化方法 水系建设与运行指标体系 水动力-水质数值模型
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电-气综合能源系统的分布式最优调度方法 被引量:3
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作者 夏晓荣 杨宇 +2 位作者 刘勇 刘森 文福拴 《电网与清洁能源》 北大核心 2025年第2期60-66,74,共8页
电-气综合能源系统(integrated energy system,IES)的发展有助于提高能源效率并支撑可持续能源转型。电力网络和天然气网络通常隶属于不同的运营主体,这制约了IES的能源利用效率和多能互济协同。在此背景下,提出一种各能源子系统独立优... 电-气综合能源系统(integrated energy system,IES)的发展有助于提高能源效率并支撑可持续能源转型。电力网络和天然气网络通常隶属于不同的运营主体,这制约了IES的能源利用效率和多能互济协同。在此背景下,提出一种各能源子系统独立优化的分布式最优调度方法。建立了电力网络潮流约束、天然气网络管网约束、电-气耦合约束下的IES集中式控制模型,并利用凸松弛技术和大M法对非凸约束进行了转化;基于交替方向乘子法(alternating direction method of multipliers,ADMM)对集中式控制模型进行解耦,使其转化为电力网络和天然气网络独立优化的分布式协同控制模型,并给出了电-气IES分布式控制方法的实施流程;用算例系统对所提方法的可行性和有效性做了验证。 展开更多
关键词 电气集成 综合能源系统 最优调度 集中式控制 交替方向乘子法(ADMM) 分布式优化
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融合概率积分法与SBAS-InSAR的开采沉陷计算方法 被引量:2
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作者 丁星丞 李培现 +3 位作者 康新亮 王明亮 张涛 郝登程 《矿业科学学报》 北大核心 2025年第1期48-56,共9页
针对开采沉陷概率积分法参数反演过程中存在容易陷入局部最优解、反演结果无法准确预计边缘沉降的问题,提出将蜣螂优化算法应用于概率积分法参数反演,结合SBAS-InSAR沉降监测值获取矿区整体沉降信息。首先依据SBAS-InSAR技术监测形变的... 针对开采沉陷概率积分法参数反演过程中存在容易陷入局部最优解、反演结果无法准确预计边缘沉降的问题,提出将蜣螂优化算法应用于概率积分法参数反演,结合SBAS-InSAR沉降监测值获取矿区整体沉降信息。首先依据SBAS-InSAR技术监测形变的梯度信息获取可靠的矿区小梯度形变区域沉降值;然后将寻优能力强、准确度高的蜣螂优化算法应用于概率积分法参数反演,计算获取矿区大梯度形变区域沉降值;最后基于距离平方加权法将概率积分法预计沉降值与SBAS-InSAR沉降监测值融合计算,得到开采沉陷变形信息。以山西省古交市马兰矿10604工作面作为研究对象,采用实地62个水准监测点数据与25景Sentinel-1A数据进行实验分析。结果表明,蜣螂优化算法参数反演结果优异,数据融合后可获取准确的沉降信息,计算精度相对于单独使用SBAS-InSAR和概率积分法分别提高59%与32%。 展开更多
关键词 开采沉陷 概率积分法 蜣螂优化算法 SBAS-InSAR 数据融合
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湖南省主汛期5—8月降水过程延伸期智能预报 被引量:1
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作者 曾玲玲 谭桂容 +3 位作者 赵辉 张祎 黄超 费麒铭 《大气科学学报》 北大核心 2025年第3期486-498,共13页
延伸期预报(提前10~30 d的天气预报)是目前尚未解决而又亟需解决的预报问题之一。本文利用2005—2022年湖南省97站逐日降水资料以及次季节至季节(subseasonal-to-seasonal,S2S)欧洲中期天气预报中心(ECMWF)和美国国家环境预报中心(NCEP... 延伸期预报(提前10~30 d的天气预报)是目前尚未解决而又亟需解决的预报问题之一。本文利用2005—2022年湖南省97站逐日降水资料以及次季节至季节(subseasonal-to-seasonal,S2S)欧洲中期天气预报中心(ECMWF)和美国国家环境预报中心(NCEP)两种模式预报产品,并分别以2005—2018年和2019—2022年为训练验证和独立预测年。基于模式的降水与环流预报产品,首先采用分级累积概率匹配和低频阈值法,对模式降水预报进行订正;然后通过分析大尺度环流特征与降水场的耦合关系,结合卷积神经网络(convolutional neural network,CNN)技术,分别构建基于ECMWF和NCEP动态预报产品的降水预测模型;最后对多种模型的预测结果进行集成,优化预测结果。试验结果表明,经过订正的两种模式延伸期降水预报的准确性均有显著提升,其中NCEP模式预报技巧的改进大于ECMWF模式。具体而言,订正后的NCEP模式单站降水预报TS评分提升38.5%,区域降水评分提升43.9%;ECMWF模式的TS评分提升14.0%,区域降水评分提升24.2%。独立预测表明,ECMWF模式预报的准确性要优于NCEP模式,特别是15 d预报时效前。CNN模型在15~30 d预报中展现出超越单一数值模式的预测能力,基于动力模式和CNN模型优势的集成预测在整个延伸期预报时效内均展现出较高的预报技巧。 展开更多
关键词 偏差订正 卷积神经网络 延伸期预报 最优集成方法 降水预报
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考虑能量转换装置可变效率的综合能源系统多目标优化调度 被引量:2
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作者 姜延卓 高冲 +4 位作者 刘艳云 张真理 叶荣江 李万彬 谢庆 《电力系统保护与控制》 北大核心 2025年第1期71-83,共13页
为了全面考虑综合能源系统的运行性能,提出一种计及能量转换装置可变效率的综合能源系统多目标优化运行方法。首先,对具有可变效率的能量转换设备运行特性曲线进行分段线性化处理。其次,建立以经济成本、碳排放量和综合能源利用效率为... 为了全面考虑综合能源系统的运行性能,提出一种计及能量转换装置可变效率的综合能源系统多目标优化运行方法。首先,对具有可变效率的能量转换设备运行特性曲线进行分段线性化处理。其次,建立以经济成本、碳排放量和综合能源利用效率为优化对象的多目标优化调度模型,并通过Charnes-Cooper变换解决综合能源利用效率目标的非凸非线性问题。最后,在求解该多目标模型时,运用规格化法平面约束法生成均匀分布的帕累托前沿,再采用改进熵权双基点法决策出折衷最优解。对修改的IEEE 33节点电网和8节点热网耦合的综合能源系统进行仿真分析。结果表明:优化后的模型和算法可以得到兼顾综合能源系统经济性、低碳性及高效性的优化运行方案,为决策者提供科学的决策参考。 展开更多
关键词 综合能源系统 多目标优化 可变效率 规格化法平面约束法 改进熵权双基点法
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计及㶲效率的多园区综合能源系统协同优化运行方法 被引量:1
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作者 窦真兰 刘浩 +2 位作者 李鹏 张春雁 王刚 《电网与清洁能源》 北大核心 2025年第1期61-70,共10页
为提高多种能源舱集成的多园区综合能源系统的能源利用率,提出一种计及㶲效率的多园区综合能源系统协同优化运行方法。考虑各类能源和负荷的能质系数,建立多园区综合能源系统㶲分析模型,并基于该模型分析系统㶲效率与各园区能量交互量的影... 为提高多种能源舱集成的多园区综合能源系统的能源利用率,提出一种计及㶲效率的多园区综合能源系统协同优化运行方法。考虑各类能源和负荷的能质系数,建立多园区综合能源系统㶲分析模型,并基于该模型分析系统㶲效率与各园区能量交互量的影响关系;为使模型线性化,将㶲效率转换为㶲耗,进一步以系统总成本和㶲耗最低为优化目标建立多目标优化模型;运用epsilon约束法求解模型得到Pareto前沿,采用基于理想点的折中解获取法确定折中解方案。以上海某智慧小镇为例进行仿真验证,仿真结果表明,所提方法能够有效提升系统㶲效率,提高各园区能量交互量,实现系统高效运行。 展开更多
关键词 能源舱 多园区综合能源系统 多目标优化 㶲效率 epsilon约束法
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基于集成优化的塔机臂架结构轻量化设计分析 被引量:1
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作者 魏让丽 李玲 +1 位作者 郑朝荣 雷鸣 《低温建筑技术》 2025年第1期57-61,共5页
为提升塔机结构的整体性能,实现节能减排,文中采用ANSYS软件建立QTP300(7526)型核电用塔机臂架的三维有限元模型,并采用集成化优化方法对臂架结构进行轻量化设计。首先,设置5种典型荷载工况进行静力分析并确定危险工况;其次,对构件截面... 为提升塔机结构的整体性能,实现节能减排,文中采用ANSYS软件建立QTP300(7526)型核电用塔机臂架的三维有限元模型,并采用集成化优化方法对臂架结构进行轻量化设计。首先,设置5种典型荷载工况进行静力分析并确定危险工况;其次,对构件截面参数进行灵敏度分析以确定优化参数;最后,以最大应力和位移为约束条件,分别采用ANSYS一阶方法和混合序列二次规划方法(MISQP)对臂架结构进行优化。结果表明MISQP优化效果优于一阶优化效果,优化后臂架质量减轻5635 kg,下降22.57%。经验证MISQP优化方案也满足其他荷载工况要求,表明臂架结构优化模型具有可行性,为塔机轻量化设计提供重要参考价值。 展开更多
关键词 臂架结构 集成优化方法 轻量化设计 灵敏度分析 MISQP方法
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基于IRMO-XGBoost的地表沉陷预计模型研究 被引量:1
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作者 王军胜 王宏涛 +4 位作者 张文 白宇 金亮星 高志勇 刘娉婷 《安全与环境学报》 北大核心 2025年第9期3504-3513,共10页
煤矿地表沉陷严重威胁矿区生态环境及周边基础设施安全,因此精准预计地表沉陷意义重大。但地表沉陷的预计复杂,概率积分法预计地表沉陷准确性较低。提出了一种基于改进的径向移动(Improved Radial Movement Optimization,IRMO)算法优化... 煤矿地表沉陷严重威胁矿区生态环境及周边基础设施安全,因此精准预计地表沉陷意义重大。但地表沉陷的预计复杂,概率积分法预计地表沉陷准确性较低。提出了一种基于改进的径向移动(Improved Radial Movement Optimization,IRMO)算法优化极致梯度提升(eXtreme Gradient Boosting,XGBoost)算法的地表沉陷预计模型,通过IRMO算法选择XGBoost算法中的学习率、正则化等超参数的最优值,提高了地表沉陷预计精度,并与遗传算法(Genetic Algorithm,GA)优化的XGBoost算法、XGBoost算法的预测结果进行了对比分析,IRMO-XGBoost模型的均方根误差R_(MSE)(0.156)和平均绝对误差M_(AE)(0.126)更低,决定系数R^(2)(0.970)更高。运用IRMO-XGBoost模型对建北煤矿4^(-2)煤305工作面的地表沉陷值进行了预测,结果表明,IRMO-XGBoost模型预测精度明显优于XGBoost算法。最后用Shapley解释(SHapley Additive exPlanations,SHAP)方法量化模型的输入特征对地表沉陷预测的贡献。基于IRMO-XGBoost构建的地表沉陷预计模型精度高,可以极大地帮助矿区掌握地表沉陷对地表环境的破坏程度,为矿区生态环境的保护管理和安全生产措施的制定提供超前预测。 展开更多
关键词 安全工程 地表沉陷预计 改进的径向移动算法 极致梯度提升算法 概率积分法
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