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Combined proportional navigation law for interception of high-speed targets 被引量:4
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作者 Yuan LI Liang YAN +2 位作者 Ji-guang ZHAO Fan LIU Tao WANG 《Defence Technology(防务技术)》 SCIE EI CAS 2014年第3期298-303,共6页
A new proportional navigation(PN) guidance law,called combined proportional navigation(CPN),is proposed.The guidance law is designed to intercept high-speed targets,which is a common case for ballistic targets.The ran... A new proportional navigation(PN) guidance law,called combined proportional navigation(CPN),is proposed.The guidance law is designed to intercept high-speed targets,which is a common case for ballistic targets.The range of target-to-interceptor speed ratio during target interception is derived when guidance laws are applied in high-speed targets interception,and the effectiveness of negative navigation ratio in the PN-based guidance law is proven analytically in some lemmas.Based on the lemmas,the lateral acceleration command of CPN is defined,and the solution to the appearance of singularity in time-varying navigation ratio is given.The simulation results show that CPN can determine headon engagement(as PN) or tail-chase engagement(as RPN) through initial path angle compared with PN and retro proportional navigation(RPN),and can adjust the value of navigation ratio for head-on engagement or tail-chase engagement.Therefore,the capture region of CPN is larger than that of other guidance laws using PN-based methods. 展开更多
关键词 COMBINED proportional NAVIGATION proportional NAVIGATION HIGH-SPEED target CAPTURE region INTERCEPTION
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Reliability estimation and remaining useful lifetime prediction for bearing based on proportional hazard model 被引量:7
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作者 王鹭 张利 王学芝 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第12期4625-4633,共9页
As the central component of rotating machine,the performance reliability assessment and remaining useful lifetime prediction of bearing are of crucial importance in condition-based maintenance to reduce the maintenanc... As the central component of rotating machine,the performance reliability assessment and remaining useful lifetime prediction of bearing are of crucial importance in condition-based maintenance to reduce the maintenance cost and improve the reliability.A prognostic algorithm to assess the reliability and forecast the remaining useful lifetime(RUL) of bearings was proposed,consisting of three phases.Online vibration and temperature signals of bearings in normal state were measured during the manufacturing process and the most useful time-dependent features of vibration signals were extracted based on correlation analysis(feature selection step).Time series analysis based on neural network,as an identification model,was used to predict the features of bearing vibration signals at any horizons(feature prediction step).Furthermore,according to the features,degradation factor was defined.The proportional hazard model was generated to estimate the survival function and forecast the RUL of the bearing(RUL prediction step).The positive results show that the plausibility and effectiveness of the proposed approach can facilitate bearing reliability estimation and RUL prediction. 展开更多
关键词 PROGNOSTICS reliability estimation remaining useful life proportional hazard model
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Improved bias proportional navigation with multiple constraints for guide ammunition 被引量:3
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作者 Wei Pang Xiaofang Xie Tao Sun 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2017年第6期1193-1202,共10页
According to the infrared guidance ammunition(GA)attacking non-maneuvering targets on the ground or sea level,an improved bias proportional navigation(IBPN) is put forward,which can meet the constraints of the impact ... According to the infrared guidance ammunition(GA)attacking non-maneuvering targets on the ground or sea level,an improved bias proportional navigation(IBPN) is put forward,which can meet the constraints of the impact angle and the angle of attack(AOA). The motion equations and the collision triangle for the GA and the target are established in the two-dimensional plane. In accordance with the collision triangle, the integral value of the bias term is solved and BPN is designed on the basis of the relative velocity. To ensure the new method can be solved, closedloop equation of the IBPN is deduced. Considering the limitation of the AOA and the seeker angle, a four-phase IBPN is improved by setting different phases of the bias term. At the same time, the guidance law will make the impact angle achieve the desired angle and the normal acceleration also converges to zero. The simulation results show that the improved guidance law can be applied to various flight tasks and has great potential for engineering applications. 展开更多
关键词 improved proportional navigation impact angle bias term look angle normal acceleration
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Optimum design of equivalent accelerated life testing plans based on proportional hazards-proportional odds model 被引量:3
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作者 Tingting Huang Tongmin Jiang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2011年第5期871-878,共8页
The optimum design of equivalent accelerated life testing plan based on proportional hazards-proportional odds model using D-optimality is presented. The defined equivalent test plan is the test plan that has the same... The optimum design of equivalent accelerated life testing plan based on proportional hazards-proportional odds model using D-optimality is presented. The defined equivalent test plan is the test plan that has the same value of the determinant of Fisher information matrix. The equivalent test plan of step stress accelerated life testing (SSALT) to a baseline optimum constant stress accelerated life testing (CSALT) plan is obtained by adjusting the censoring time of SSALT and solving the optimization problem for each case to achieve the same value of the determinant of Fisher information matrix as in the baseline optimum CSALT plan. Numer- ical examples are given finally which demonstrate the equivalent SSALT plan to the baseline optimum CSALT plan reduces almost half of the test time while achieving approximately the same estimation errors of model parameters. 展开更多
关键词 equivalent test plan proportional hazards-proportional odds (PH-PO) model D-OPTIMALITY constant stress step stress accelerated life testing (ALT).
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Accelerated proportional degradation hazards-odds model in accelerated degradation test 被引量:1
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作者 Tingting Huang Zhizhong Li 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2015年第2期397-406,共10页
An accelerated proportional degradation hazards-odds model is proposed. It is a non-parametric model and thus has path- free and distribution-free properties, avoiding the errors caused by faulty assumptions of degrad... An accelerated proportional degradation hazards-odds model is proposed. It is a non-parametric model and thus has path- free and distribution-free properties, avoiding the errors caused by faulty assumptions of degradation paths or distribution of degra- dation measurements. It is established based on a link function which combines the degradation cumulative hazard rate function and the degradation odds function through a transformation pa- rameter, and this makes the accelerated proportional degradation hazards model and the accelerated proportional degradation odds model special cases of it. Hypothesis tests are discussed, and the proposed model is applicable when some model assumptions are satisfied. This model is utilized to estimate the reliability of minia- ture bulbs under low stress levels based on the degradation data obtained under high stress levels to validate the effectiveness of this model. 展开更多
关键词 accelerated proportional degradation hazards(APDH) accelerated proportional degradation odds(APDO) link function NON-PARAMETRIC
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Multi-domain modeling and simulation of proportional solenoid valve 被引量:3
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作者 刘艳芳 戴振坤 +1 位作者 徐向阳 田亮 《Journal of Central South University》 SCIE EI CAS 2011年第5期1589-1594,共6页
A multi-domain nonlinear dynamic model of a proportional solenoid valve was presented.The electro-magnetic,mechanical and fluid subsystems of the valve were investigated,including their interactions.Governing equation... A multi-domain nonlinear dynamic model of a proportional solenoid valve was presented.The electro-magnetic,mechanical and fluid subsystems of the valve were investigated,including their interactions.Governing equations of the valve were derived in the form of nonlinear state equations.By comparing the simulated and measured data,the simulation model is validated with a deviation less than 15%,which can be used for the structural design and control algorithm optimization of proportional solenoid valves. 展开更多
关键词 fluid mechanics proportional solenoid valve dynamic characteristic multi-domain modeling SIMULATION
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Biased retro-proportional navigation law for interception of high-speed targets with angular constraint 被引量:8
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作者 Liang YAN Ji-guang ZHAO +1 位作者 Huai-rong SHEN Yuan LI 《Defence Technology(防务技术)》 SCIE EI CAS 2014年第1期60-65,共6页
A new guidance law, called biased retro proportional navigation(BRPN), is proposed. The guidance law is designed to intercept high-speed targets with angular constraint, which can be used for ballistic target intercep... A new guidance law, called biased retro proportional navigation(BRPN), is proposed. The guidance law is designed to intercept high-speed targets with angular constraint, which can be used for ballistic target interception. BRPN guidance law is defined, and the exact time-varying bias for a required impact angle is derived. Furthermore, the simulation results(trajectory, variation of navigation ratio, capture region, etc) are compared with those of biased proportional navigation(BPN), proportional navigation and retro-proportional navigation. The results show that,at the cost of a higher intercept time, BRPN demands lower terminal lateral acceleration and has larger capture region compared to BPN. 展开更多
关键词 比例导引法 角度约束 拦截 横向加速度 制导律 仿真结果 时间成本 冲击角
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Mechanical properties of bimrocks with high rock block proportion 被引量:2
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作者 LIN Yue-xiang PENG Li-min +2 位作者 LEI Ming-feng YANG Wei-chao LIU Jian-wen 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第12期3397-3409,共13页
For the investigation of mechanical properties of the bimrocks with high rock block proportion,a series of laboratory experiments,including resonance frequency and uniaxial compressive tests,are conducted on the 64 fa... For the investigation of mechanical properties of the bimrocks with high rock block proportion,a series of laboratory experiments,including resonance frequency and uniaxial compressive tests,are conducted on the 64 fabricated bimrocks specimens.The results demonstrate that dynamic elastic modulus is strongly correlated with the uniaxial compressive strength,elastic modulus and block proportions of the bimrocks.In addition,the density of the bimrocks has a good correlation with the mechanical properties of cases with varying block proportions.Thus,three crucial indices(including matrix strength)are used as basic input parameters for the prediction of the mechanical properties of the bimrocks.Other than adopting the traditional simple regression and multi-regression analyses,a new prediction model based on the optimized general regression neural network(GRNN)algorithm is proposed.Note that,the performance of the multi-regression prediction model is better than that of the simple regression model,owing to the consideration of various influencing factors.However,the comparison between model predictions indicates that the optimized GRNN model performs better than the multi-regression model does.Model validation and verification based on fabricated data and experimental data from the literature are performed to verify the predictability and applicability of the proposed optimized GRNN model. 展开更多
关键词 block-in-matrix-rock high rock block proportion resonance frequency test general regression neural network
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Generalized weighted functional proportional mean combining forecasting model and its method of parameter estimation
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作者 万玉成 盛昭潮 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2004年第1期7-11,18,共6页
A new kind of combining forecasting model based on the generalized weighted functional proportional mean is proposed and the parameter estimation method of its weighting coefficients by means of the algorithm of quadr... A new kind of combining forecasting model based on the generalized weighted functional proportional mean is proposed and the parameter estimation method of its weighting coefficients by means of the algorithm of quadratic programming is given. This model has extensive representation. It is a new kind of aggregative method of group forecasting. By taking the suitable combining form of the forecasting models and seeking the optimal parameter, the optimal combining form can be obtained and the forecasting accuracy can be improved. The effectiveness of this model is demonstrated by an example. 展开更多
关键词 combining forecasting generalized weighted functional proportional mean parameter estimation quadratic programming
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Research on Electro Hydraulic Proportional Control for Heavy Vehicle Blend Braking System 被引量:2
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作者 徐鸣 《Defence Technology(防务技术)》 SCIE EI CAS 2009年第1期6-10,共5页
A blend braking system of heavy vehicle was proposed.The main control part of the system is the electro hydraulic proportional servo valve.A nonlinear model of brake cylinder controlled by the valve was deduced throug... A blend braking system of heavy vehicle was proposed.The main control part of the system is the electro hydraulic proportional servo valve.A nonlinear model of brake cylinder controlled by the valve was deduced through the analysis of its control property and system feature.The transfer function of the system was also proposed,and the hydraulic inherent frequency and the PID closed-loop system feature were calculated.The simulated result is consistent with those tested in the bench and on the site with 50 t heavy vehicle.The experimental result shows that the control method has quick response and high precision. 展开更多
关键词 汽车制动系统 电液比例控制 重型车辆 共混 液压固有频率 比例伺服阀 非线性模型 控制系统
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Robust Control System Design Using Proportional Plus Partial Derivative State Feedback 被引量:4
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作者 DUAN Guang-Ren ZHANG Biao 《自动化学报》 EI CSCD 北大核心 2007年第5期506-510,共5页
经由为矩阵对的概括特征值敏感问题的比例的正部分衍生物状态反馈和结果把线性系统基于为描述符建议的一般参量的 eigenstructure 赋值结果,到在开环的系统矩阵的使不安的元素的靠近环的特征值敏感的参量的表示被获得。为有在经由反馈... 经由为矩阵对的概括特征值敏感问题的比例的正部分衍生物状态反馈和结果把线性系统基于为描述符建议的一般参量的 eigenstructure 赋值结果,到在开环的系统矩阵的使不安的元素的靠近环的特征值敏感的参量的表示被获得。为有在经由反馈当时是的比例的正部分衍生物状态的线性系统建议了的描述符的最小的敏感的特征值赋值的一个有效算法。算法不包含回到过程,并且允许靠近环的特征值方便地在需要的区域以内被优化。一个例子表明它的有效性和简洁。 展开更多
关键词 鲁棒控制系统 线性系统 特征值 比例偏导数状态反馈
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面向移动平台的四旋翼自主降落技术研究 被引量:1
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作者 袁泽慧 李世中 陈国栋 《传感器与微系统》 北大核心 2025年第5期48-52,共5页
四旋翼无人机能否在有限的空间内快速、精确地降落在移动地面平台上,进行充电或回收,是提高空地协同作业能力的前提和保障。搭建了一种四旋翼无人机在地面移动平台上自主降落的模型化框架。首先,采用复合标签降落标识估计无人机与地面... 四旋翼无人机能否在有限的空间内快速、精确地降落在移动地面平台上,进行充电或回收,是提高空地协同作业能力的前提和保障。搭建了一种四旋翼无人机在地面移动平台上自主降落的模型化框架。首先,采用复合标签降落标识估计无人机与地面平台间的相对位姿,并通过卡尔曼滤波器与协同系统中其他多传感器信息进行融合,实现对无人机与地面平台位置、速度等状态量的精确估计。其次在交汇阶段和降落阶段,为避免两阶段采用不同控制器引起无人机抖动,采用统一的比例导引(PN)和PID相结合的控制算法。最后,在大疆专用模拟器下,进行了多次硬件在环仿真实验,成功实现了无人机在速度为2 m/s地面平台上的自主降落,且平均降落误差为13.2 cm。 展开更多
关键词 四旋翼无人机 自主降落 移动平台 比例导引
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一种电流密度均匀分布的平面变压器绕线宽度优化方法 被引量:1
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作者 安少亮 吴庆 +2 位作者 王博彦 徐义轩 吴红飞 《电工技术学报》 北大核心 2025年第6期1816-1827,共12页
针对平面变压器印制电路板(PCB)绕组每层绕线温度分布不均与损耗大的问题,该文提出一种电流密度均匀分布的平面变压器绕线宽度优化方法。首先,详细讨论了PCB绕组电流密度有效值的时不变性与计算方法,分析了交直流电阻的数学关系。然后,... 针对平面变压器印制电路板(PCB)绕组每层绕线温度分布不均与损耗大的问题,该文提出一种电流密度均匀分布的平面变压器绕线宽度优化方法。首先,详细讨论了PCB绕组电流密度有效值的时不变性与计算方法,分析了交直流电阻的数学关系。然后,推导了环形绕组直流电阻的表达式,利用数学归纳法详细证明了电流密度分布均匀时环形绕组内外径之比的约束条件,并给出了考虑绕组间隙的绕组宽度修正公式,揭示了电流密度有效值与绕组损耗同时最优的内在联系。最后,基于六路绕组输出反激变换器的标准型号磁心,采用两种绕组宽度排布方法对变压器的电流密度、绕组损耗和发热情况进行对比分析,通过有限元仿真与实验验证了所提的绕组电流密度分布均匀时PCB绕组宽度设计方法的正确性与普适性。 展开更多
关键词 平面变压器 绕组内外径等比 电流密度 数学归纳法
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基于PID切换控制的弹道修正引信滚转角控制方法 被引量:3
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作者 杨东晓 曹信一 申强 《北京理工大学学报》 北大核心 2025年第2期137-143,共7页
为解决弹道修正引信在修正过程中弹体受力变化较大引起的模型非线性问题,为保证滚转角控制算法的有效控制范围可有效覆盖整个修正控制过程,采用了基于动压变化的位置-速度双闭环比例-积分-微分(proportional-integral-differential,PID... 为解决弹道修正引信在修正过程中弹体受力变化较大引起的模型非线性问题,为保证滚转角控制算法的有效控制范围可有效覆盖整个修正控制过程,采用了基于动压变化的位置-速度双闭环比例-积分-微分(proportional-integral-differential,PID)切换控制算法.在传统PID控制算法基础上引入切换控制,将PID控制系统设计成子系统,依靠引信动力学模型与动压之间的关联,以动压为切换信号制定切换规则将多个PID控制系统串联,拓宽了滚转角控制系统的有效控制范围.结合理论分析与仿真验证,结果表明:在整个弹道修正控制过程中定位精度在0.25°以内,响应时间小于0.3 s,验证了基于动压变化的PID切换控制算法对非线性的引信滚转角控制模型、持续滚转角控制的可行性. 展开更多
关键词 切换控制 弹道修正 滚转角控制 比例-积分-微分(PID) 双闭环
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煤储层改造背景下深部煤层气藏物质平衡方程的建立与应用 被引量:3
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作者 石军太 徐凤银 +9 位作者 曹运兴 李相方 黄红星 王凯 陈明 张硕 吉义天宇 王伟 孙政 李靖 《煤炭科学技术》 北大核心 2025年第3期200-217,共18页
近些年深部煤层气发展迅速,在多个深部煤层气区块都取得单井日产万方的突破,为了更加科学高效地开发深部煤层气,大幅提高煤层气的采收率,建立合理、可靠且考虑因素全面的煤层气物质平衡方程,并研究深部煤层气藏或气井控制储量、平均煤... 近些年深部煤层气发展迅速,在多个深部煤层气区块都取得单井日产万方的突破,为了更加科学高效地开发深部煤层气,大幅提高煤层气的采收率,建立合理、可靠且考虑因素全面的煤层气物质平衡方程,并研究深部煤层气藏或气井控制储量、平均煤储层压力、不同类型气体产量占比、产能评价指标和最终可采储量具有重要的理论与现实意义。目前考虑游离气、煤基质收缩、溶解气、吸附气富集的微孔与游离气和水占据的介孔之间的压差和煤储层改造影响的煤层气物质平衡方程鲜有报道。首先基于深部煤层气藏物质平衡原理,在常规物质平衡方程考虑应力敏感引起的孔隙压缩、基质收缩、水的膨胀和产水因素的基础上,进一步考虑吸附气富集的微孔与游离气和水占据的介孔之间的压差、煤储层改造引起的煤储层物性参数变化和溶解气的影响,建立了基于煤储层改造背景下的深部煤层气藏物质平衡方程;然后提出了深部煤层气线性拟合的吸附气−游离气−溶解气储量评价方法、平均地层压力显式计算方法、吸附气−游离气−溶解气产量占比评价方法、深部煤层气井产能评价方法和最终可采储量EUR预测方法;最后对提出的方法进行了实例应用,评价了实例井控制的吸附气−游离气−溶解气储量,揭示了深部煤层气井生产过程中吸附气−游离气−溶解气产量占比变化规律,剖析了产能指标变化特征并预测了不同废弃压力下的EUR和煤层气采收率。研究表明:提出的深部煤层气储量评价方法,仅需实测2次以上的平均煤储层压力和对应的累计产气量和产水量数据,即可采用线性拟合的方法,评价出深部煤层气井吸附气−游离气−溶解气的储量;提出的深部煤层气平均地层压力计算方法为显式表达式,避免了隐式求解方法中复杂的计算机编程计算;提出的深部煤层气井吸附气−游离气−溶解气产量占比评价方法,无需在井口安装碳同位素监测装置,可实时评价出不同气体产量占比;提出的综合流体、游离气、吸附气、溶解气和水井底采出指数可以用于识别深部煤层气井工作制度的合理性;提出的深部煤层气井EUR预测方法,可将生产数据整理成视压力p/Z^(*)与累计产气量Gp的直线表达式,给定某一废弃压力,即可预测出深部煤层气井的EUR;实例井生产初期游离气日产气量占比和吸附气日产气量占比相当,在生产过程中,游离气日产气量占比先快速上升后缓慢降低最后逐渐稳定在29%,吸附气日产气量占比则先快速降低后缓慢上升最后逐渐稳定在70%,而溶解气日产气量占比一直较低;当废弃压力分别为4、3和2 MPa时,该深部煤层气井的煤层气采收率分别为37.8%、44.2%和52.4%,降低废弃压力是提高深部煤层气藏采收率较为有效的手段。 展开更多
关键词 深部煤层气 物质平衡方程 游离气 储量评价 煤储层压力 产量占比 产能评价 最终可采储量EUR预测
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洪水预报的比例系数系统响应误差修正方法 被引量:2
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作者 瞿思敏 陆威村 +4 位作者 蒋思军 陈辉 石朋 虞鸿 张锏 《水资源保护》 北大核心 2025年第2期88-94,105,共8页
针对系统微分响应误差修正方法在水文预报中同时修正多个变量出现的信息不足的问题,考虑各变量误差在不同时段对洪水预报精度的影响,提出了比例系数系统响应误差修正方法。以同时修正新安江模型各雨量单元降水量为例,分别采用湿润区(长... 针对系统微分响应误差修正方法在水文预报中同时修正多个变量出现的信息不足的问题,考虑各变量误差在不同时段对洪水预报精度的影响,提出了比例系数系统响应误差修正方法。以同时修正新安江模型各雨量单元降水量为例,分别采用湿润区(长诏水库流域)的理想模型和半干旱半湿润区(日照水库流域)的实际流域进行了检验。结果表明:经过误差修正,湿润区理想模型和半干旱半湿润区实际流域在次洪流量模拟中的平均纳什效率系数分别从0.906和0.573提升至0.994和0.809,比例系数系统响应误差修正方法修正效果明显,具有跨气候区的强适应性。 展开更多
关键词 洪水预报 系统微分响应 误差修正 比例系数 长诏水库流域 日照水库流域
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适应高比例新能源电力系统的抽水蓄能自适应调频控制及低频切泵策略 被引量:1
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作者 张萍 胡龙 +2 位作者 邸宏亮 刘德旭 刘海涛 《电力系统保护与控制》 北大核心 2025年第2期1-13,共13页
抽水蓄能具有突出的能量密度和功率密度优势。借助其快速响应和灵活调节能力,能够有效平抑新能源出力随机波动,提高系统频率稳定性。针对抽水蓄能如何融入电力系统频率稳定控制问题,提出一种基于转速保护的变速抽蓄自适应综合惯量控制策... 抽水蓄能具有突出的能量密度和功率密度优势。借助其快速响应和灵活调节能力,能够有效平抑新能源出力随机波动,提高系统频率稳定性。针对抽水蓄能如何融入电力系统频率稳定控制问题,提出一种基于转速保护的变速抽蓄自适应综合惯量控制策略,并采用优化思想对控制参数进行求解。在考虑短期频率变化率(rate of change of frequency,RoCoF)预测及变速抽蓄自适应综合惯量控制响应系统频率变化的基础上,对传统电力系统低频切泵策略进行改进,提出定速抽蓄自适应低频切泵控制策略。通过不同场景下的仿真验证,结果表明,将变速抽蓄自适应综合惯量调频控制策略与改进低频切泵策略相结合能够更好地适应高比例新能源电力系统,提升系统的频率调节性能。 展开更多
关键词 抽水蓄能 电力系统 频率稳定控制 高比例新能源 频率变化率
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基于GAWOA-XGBoost改进模型的植被混凝土生境基材配合比研究
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作者 周明涛 童温亮 +3 位作者 章涵 刘黎明 王瑞红 石立 《土木工程学报》 北大核心 2025年第7期98-109,共12页
传统植被混凝土生境基材配合比设计通常依据个人主观经验,规范化与标准化有所欠缺,随着技术的发展,应明确不同工况条件下最优配合比,以规范工程实践与提升工程质量。文章通过现场案例及室内试验分析得出合理基材组配,并根据基材物理、... 传统植被混凝土生境基材配合比设计通常依据个人主观经验,规范化与标准化有所欠缺,随着技术的发展,应明确不同工况条件下最优配合比,以规范工程实践与提升工程质量。文章通过现场案例及室内试验分析得出合理基材组配,并根据基材物理、化学和力学性能探究了不同年均降雨量、边坡坡度和种植土用量工况条件下各组分用量间的影响。为提高调参效率,结合遗传算法(GA)与鲸鱼优化算法(WOA)优化XGBoost模型超参数,通过GAWOA-XGBoost改进模型建立植被混凝土组分与性能之间的关系,并基于NSGA-Ⅱ算法求得各工况条件下的最优配合比。研究表明,加大水泥用量可增强基材强度和抗冲刷性,改良剂有助于调节基材酸碱环境,有机肥和有机料用量的增加则可提高基材养分含量和连通孔隙率。对比验证结果表明GAWOA-XGBoost改进模型能有效建立基材组分用量与基材性能之间的映射关系,由NSGA-Ⅱ算法所得不同工况条件下的植被混凝土配合比性能符合国家现行规范要求。 展开更多
关键词 植被混凝土 组分 GAWOA-XGBoost改进模型 影响规律 配合比
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混合正向组合预测和逆向目标优化的沥青混合料配合比设计
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作者 艾长发 张家康 +2 位作者 焦方辉 甘国安 张傲南 《东南大学学报(自然科学版)》 北大核心 2025年第2期496-503,共8页
为实现沥青混合料配合比的高效合理设计,构建了包含沥青混合料设计参数和设计指标的数据集,以优化初试级配拟定、设计级配和最佳沥青含量确定等流程。建立了4种集成学习正向预测模型,并提出了基于表征模型解释性的Shapley值的组合策略,... 为实现沥青混合料配合比的高效合理设计,构建了包含沥青混合料设计参数和设计指标的数据集,以优化初试级配拟定、设计级配和最佳沥青含量确定等流程。建立了4种集成学习正向预测模型,并提出了基于表征模型解释性的Shapley值的组合策略,得到正向预测组合模型。混合正向预测组合模型和灰狼优化算法,得到符合拟定设计指标目标值的配合比,并基于室内试验进行验证。结果表明,该组合策略显著提升了模型性能,决定系数至少提升5%,平均绝对百分数误差至少降低5%。组合模型表现出较好的预测精度和泛化能力,决定系数大于0.8,平均绝对百分数误差小于10%,模型训练集和测试集性能偏差小于10%。设计指标试验值与目标值的相对误差小于10%,说明所提方法具备较好的可靠性。 展开更多
关键词 道路工程 配合比设计 集成学习 灰狼优化 SHAPLEY值
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考虑灵活性的高比例新能源电力系统机组检修策略
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作者 马骞 苏京轩 +4 位作者 邹金 王子强 卢斯煜 袁泉 张蔷 《南方电网技术》 北大核心 2025年第1期118-128,共11页
以减少新能源弃电为研究目的,首先分析了高比例新能源电力系统的运行特性,提出了面向机组检修的电力系统灵活性需求模型。接着分析了不同机组调节能力的差异,提出了机组灵活性的概念,并综合考虑机组的可调容量、最小启停时间、运行成本... 以减少新能源弃电为研究目的,首先分析了高比例新能源电力系统的运行特性,提出了面向机组检修的电力系统灵活性需求模型。接着分析了不同机组调节能力的差异,提出了机组灵活性的概念,并综合考虑机组的可调容量、最小启停时间、运行成本等指标建立了机组的灵活性供给模型。以全年各时段电力系统灵活性相等为原则,建立了考虑灵活性的机组检修模型,形成了等灵活性法的机组检修策略。研究结果表明,相比于目前广泛应用的等备用法的机组检修策略,所提出的等灵活性法的检修策略使得全年新能源弃电量有了明显下降,新能源消纳率明显提升,从而验证了所提模型和方法的有效性。 展开更多
关键词 高比例可再生能源 机组检修 灵活性资源 新能源弃电
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