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Order Execution Probability and Order Queue in Limit Order Markets 被引量:1
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作者 ZHANG Qiang WANG Chao +1 位作者 LIU Shancun YANG Yaodong 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2020年第5期1545-1557,共13页
The shaping of a limit order book illustrates the dynamics of the trading process,the changing pattern of the execution probability of limit orders therefore plays an important role.This paper presents a computable ex... The shaping of a limit order book illustrates the dynamics of the trading process,the changing pattern of the execution probability of limit orders therefore plays an important role.This paper presents a computable execution probability model for limit order market,as well as a numerical example that intuitively characterizes the changing pattern of the execution probability.The common effects of the lengths of both buy and sell queues on the execution probability are explored.In the limit book,the cumulative probability of limit orders is introduced as a crucial index of market depth to describe the shaping process which brings new insights into the structure of the order placement decision. 展开更多
关键词 Cumulative execution probability execution probability limit order limit order book market order
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An empirical behavioral order‑driven model with price limit rules 被引量:1
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作者 Gao‑Feng Gu Xiong Xiong +4 位作者 Hai‑Chuan Xu Wei Zhang Yongjie Zhang Wei Chen Wei‑Xing Zhou 《Financial Innovation》 2021年第1期1733-1756,共24页
We propose an empirical behavioral order-driven(EBOD)model with price limit rules,which consists of an order placement process and an order cancellation process.All the ingredients of the model are determined based on... We propose an empirical behavioral order-driven(EBOD)model with price limit rules,which consists of an order placement process and an order cancellation process.All the ingredients of the model are determined based on the empirical microscopic regularities in the order flows of stocks traded on the Shenzhen Stock Exchange.The model can reproduce the main stylized facts in real markets.Computational experiments unveil that asymmetric setting of price limits will cause the stock price to diverge exponentially when the up price limit is higher than the down price limit and to vanish vice versa.We also find that asymmetric price limits have little influence on the correlation structure of the return series and the volatility series,but cause remarkable changes in the average returns and the tail exponents of returns.Our EBOD model provides a suitable computational experiment platform for academics,market participants,and policy makers. 展开更多
关键词 ECONOPHYSICS order-driven model Agent-based model Asymmetric price limit Stylized facts limit order book
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Analysis of Trading Volume Behavior Under Continuous Double Auction Mechanism in Limit Order Markets
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作者 Bo Liu Yong Zeng Ping Li 《Journal of Systems Science and Information》 2007年第2期123-140,共18页
In this paper, we develop a theoretical model to describe the dynamics of the trading volume under continuous double auction mechanism in limit order markets. We examine the formation process and statistical properti... In this paper, we develop a theoretical model to describe the dynamics of the trading volume under continuous double auction mechanism in limit order markets. We examine the formation process and statistical properties (including the mean, wriance, and realized value) of the buy side cumulative trading volume, sell side cumulative trading volume and total cumulative volume under continuous double auction mechanism by means of mathematical modeling based on Poisson process of order flows, and do some corresponding numerical simulations and comparative statics on the factors that would influence these three volumes aforementioned. The results indicate that these three volumes are all influenced by the factors including the arrival rate of orders, demands of each order, proportional structure between buy and sell orders, executed probability and time interval we examined. And our established theoretical model can well capture the dynamics of these three volumes under continuous double auction mechanism in limit order markets when all these factors interact. 展开更多
关键词 financial market microstructure continuous double auction limit order book trading volume Poisson process SIMULATION
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Hermite WENO-based limiters for high order discontinuous Galerkin method on unstructured grids 被引量:4
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作者 Zhen-Hua Jiang Chao Yan +1 位作者 Jian Yu Wu Yuan 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2012年第2期241-252,共12页
A novel class of weighted essentially nonoscillatory (WENO) schemes based on Hermite polynomi- als, termed as HWENO schemes, is developed and applied as limiters for high order discontinuous Galerkin (DG) method o... A novel class of weighted essentially nonoscillatory (WENO) schemes based on Hermite polynomi- als, termed as HWENO schemes, is developed and applied as limiters for high order discontinuous Galerkin (DG) method on triangular grids. The developed HWENO methodology utilizes high-order derivative information to keep WENO re- construction stencils in the von Neumann neighborhood. A simple and efficient technique is also proposed to enhance the smoothness of the existing stencils, making higher-order scheme stable and simplifying the reconstruction process at the same time. The resulting HWENO-based limiters are as compact as the underlying DG schemes and therefore easy to implement. Numerical results for a wide range of flow conditions demonstrate that for DG schemes of up to fourth order of accuracy, the designed HWENO limiters can simul- taneously obtain uniform high order accuracy and sharp, es- sentially non-oscillatory shock transition. 展开更多
关键词 Discontinuous Galerkin method limitERS WENO. High order accuracy. Unstructured grids
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弱受端高压直流输电系统连续换相失败抑制策略
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作者 陈仕龙 邓小伟 +1 位作者 毕贵红 赵四洪 《电机与控制学报》 北大核心 2025年第6期141-152,共12页
为了抑制弱受端高压直流(HVDC)输电系统连续换相失败,提出一种基于虚拟电阻电感控制方法的弱受端高压直流输电系统连续换相失败抑制策略。分析低压限流控制策略抑制换相失败功能,根据电阻、电感限制电流的作用原理,分析虚拟电阻限流控... 为了抑制弱受端高压直流(HVDC)输电系统连续换相失败,提出一种基于虚拟电阻电感控制方法的弱受端高压直流输电系统连续换相失败抑制策略。分析低压限流控制策略抑制换相失败功能,根据电阻、电感限制电流的作用原理,分析虚拟电阻限流控制方法及虚拟电感限流控制方法抑制换相失败原理及功能,提出基于虚拟电阻电感的高压直流输电系统换相失败控制方法,推导出虚拟电阻电感控制方法中直流侧电流指令值与直流电压、直流电流相关计算公式,提出虚拟电阻电感控制方法中虚拟电阻与虚拟电感计算整定方法。利用PSCAD/EMTDC建立弱受端永富高压直流输电系统模型,对所提出的虚拟电阻电感换相失败抑制策略进行仿真验证,仿真结果表明,所提出的虚拟电阻电感换相失败抑制策略能有效抑制弱受端高压直流输电系统的连续换相失败。 展开更多
关键词 高压直流 低压限流 虚拟电阻 虚拟电感 虚拟电阻电感 连续换相失败 抑制策略
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新型同送同受路径的多回直流系统交互影响及协调恢复分析
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作者 易建波 王泽宇 +2 位作者 胡维昊 饶宇飞 李程昊 《电力系统保护与控制》 北大核心 2025年第15期146-157,共12页
青豫与天中特高压直流已形成近似同送同受路径的多回直流输电系统,其送受端的网架结构和子系统间的交互特性更加复杂,因此故障交互影响和协调恢复问题是目前系统稳定研究的焦点。量化分析了多回直流各子系统电压交互特性,重新修订了适... 青豫与天中特高压直流已形成近似同送同受路径的多回直流输电系统,其送受端的网架结构和子系统间的交互特性更加复杂,因此故障交互影响和协调恢复问题是目前系统稳定研究的焦点。量化分析了多回直流各子系统电压交互特性,重新修订了适用于评价多回直流系统的交互因子和有效短路比,推导出实用的多回直流协调恢复因子实用计算方法。在此基础上,提出了由多回直流协调恢复因子指导恢复秩序、通过各子系统非线性低压限流环节控制配合的多回直流协调恢复策略。最后经过多回直流系统等值模型仿真测试,表明所提协调恢复策略控制效果最优,所推导的多回直流协调恢复因子工程实用性强。 展开更多
关键词 多回特高压直流输电系统 电压交互特性 协调恢复策略 低压限流环节
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基于有功-无功联合控制的构网型变流器暂态稳定性提升方法 被引量:1
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作者 夏向阳 赵晓悦 +3 位作者 梁军 罗文广 陈贵全 郑汉锋 《电力系统自动化》 北大核心 2025年第11期114-125,共12页
针对构网型变流器在电网对称故障下的暂态功角失稳和故障电流越限问题,提出了一种结合二阶滑模控制与电压自适应调节的联合控制方法。首先,在构网型变流器有功功率-频率环中引入改进型积分滑模面并构造李雅普诺夫函数,依据稳定性判据设... 针对构网型变流器在电网对称故障下的暂态功角失稳和故障电流越限问题,提出了一种结合二阶滑模控制与电压自适应调节的联合控制方法。首先,在构网型变流器有功功率-频率环中引入改进型积分滑模面并构造李雅普诺夫函数,依据稳定性判据设计输出功率控制律,在计及电网相位变化的同时严格限制故障期间变流器输出功角波动。其次,采用无功功率-电压环切换控制以提供稳定的无功功率,支撑并网点电压,同时确保故障电流维持在安全阈值之内。最后,仿真与实验结果表明:在电网电压严重跌落并伴随相位突变的情况下,所提策略仍能有效提升构网型变流器故障穿越能力及故障切除后的恢复速率,其精细化主动支撑特性也同样适用于高低压穿越的复杂工况。 展开更多
关键词 构网型变流器 暂态稳定性 二阶滑模控制 故障限流 电压跌落 相位突变
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治安违法记录封存的制度建构与具体展开
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作者 赵宏 《南京社会科学》 北大核心 2025年第10期93-107,共15页
《治安管理处罚法》在修订后纳入了治安违法记录全面封存制度,但对违法记录封存的范围与方式、有限查询的主体与依据、公安机关的证明出具和责任承担等事项都未做详细规定,这就需要参考既有的未成年人犯罪记录封存制度,系统探讨整体性... 《治安管理处罚法》在修订后纳入了治安违法记录全面封存制度,但对违法记录封存的范围与方式、有限查询的主体与依据、公安机关的证明出具和责任承担等事项都未做详细规定,这就需要参考既有的未成年人犯罪记录封存制度,系统探讨整体性封存制度的具体展开。因为违法记录封存与行政处罚决定公开以及公职人员治安违法的通报之间存在明显张力,故封存范围的界定就关涉如何理解上述制度之间的关联。又鉴于违法记录封存的关键是将公安机关的内部记录与基于记录的外部评价互相隔绝,故这一制度展开的核心就主要聚焦于有限查询的主体、依据以及公安机关的证明出具。但仅依赖封存并不足以解决目前违法记录滥用造成的后果,对这些问题的克服还有赖于对违法的从业禁止和资格限定规范的集中清理。同时,封存与消除也并非绝对对立,治安违法记录的封存也可作为未来条件成熟时彻底消除此类记录的过渡。 展开更多
关键词 治安违法记录 保安处分 记录封存 有限查询
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极限上限分析的区域光滑径向点插值法
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作者 陈莘莘 胡英 +1 位作者 张玮 王方鑫 《应用数学和力学》 北大核心 2025年第6期791-799,共9页
基于极限分析的上限定理,建立了用区域光滑径向点插值法进行理想刚塑性结构极限分析的整套求解算法.为了能方便地施加本质边界条件,采用径向点插值法构造机动容许的速度场.通过引入广义梯度光滑技术,将复杂的域内积分转换为简单的光滑... 基于极限分析的上限定理,建立了用区域光滑径向点插值法进行理想刚塑性结构极限分析的整套求解算法.为了能方便地施加本质边界条件,采用径向点插值法构造机动容许的速度场.通过引入广义梯度光滑技术,将复杂的域内积分转换为简单的光滑域边界积分,避免了对形函数的求导.考虑了材料的塑性不可压条件,并针对平面应力和平面应变问题采用不同方式进行处理.将极限上限分析问题归结为满足一系列等式约束的塑性耗散功率最小化问题,从而可采用标准的二阶锥规划对该问题进行求解,这样既提高了求解效率,又提高了求解精度.数值算例结果表明,该文所提方法能对理想刚塑性结构的极限载荷乘子给出令人满意的结果,并且计算结果对网格畸变十分不敏感. 展开更多
关键词 无网格法 区域光滑径向点插值法 极限上限分析 广义梯度光滑技术 二阶锥规划
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随机市场深度下基于风险管理和交易约束的最优执行问题
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作者 吴伟平 林雨 +1 位作者 金成能 唐振鹏 《中国管理科学》 北大核心 2025年第8期14-25,共12页
最优执行问题作为一类投资决策问题,是金融学术界和实务界都广泛关注的热点话题之一。同时,随机市场流动性、投资者厌恶执行风险以及交易行为受监管限制这三个现实因素显著影响了交易执行策略。故本文基于随机市场深度假设,探究具有常... 最优执行问题作为一类投资决策问题,是金融学术界和实务界都广泛关注的热点话题之一。同时,随机市场流动性、投资者厌恶执行风险以及交易行为受监管限制这三个现实因素显著影响了交易执行策略。故本文基于随机市场深度假设,探究具有常数绝对风险厌恶(CARA)投资者在交易约束制约下的最优执行问题,依据限价订单簿(LOB)市场动态构建随机市场深度下基于风险管理和交易约束的最优执行模型,并利用动态规划方法给出最优执行策略的解析表达式。结果表明,理性投资者不会同时下达相反方向的订单,且最优策略是关于剩余订单量的分段线性函数。数值算例显示,较之风险中性投资者,风险厌恶型投资者为规避风险,倾向于在交易初期执行大规模订单。此外,本文模型在有效管理资产价格变动风险和流动性随机波动风险的同时,还提升了执行策略的有效性。且市场深度和交易约束显著影响了交易执行风险和策略的有效性。研究结果凸显了在解决风险厌恶型投资者的最优执行问题时,同时考虑随机市场流动性和交易约束的重要性。 展开更多
关键词 限价订单簿 随机市场流动性 最优执行问题 常数绝对风险厌恶效用 双边交易
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有限产能下基于满意度的平台订单分配研究
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作者 范志强 师冉冉 +1 位作者 梁宁宁 李姗姗 《重庆师范大学学报(自然科学版)》 北大核心 2025年第1期14-25,共12页
针对已有订单分配模型多假定供应商产能必须充分满足需求商订单需求,且忽略需求商满意度的情形,构建了有限产能下基于满意度的多供应商、多需求商、多产品、多周期的混合整数规划模型,通过最小化总分配成本体现了经济性,通过最大化最小... 针对已有订单分配模型多假定供应商产能必须充分满足需求商订单需求,且忽略需求商满意度的情形,构建了有限产能下基于满意度的多供应商、多需求商、多产品、多周期的混合整数规划模型,通过最小化总分配成本体现了经济性,通过最大化最小交付质量满意度以及最大化最小交付时间满意度体现了均衡性。基于极大极小目标函数处理和多目标处理对模型进行了转换,节约了算法求解时间。证明了订单分配问题的NP特性,并设计了求解大规模问题的模拟退火算法。实验结果表明,所提出的模型能够兼顾订单分配的成本、质量和时间目标。与已有模型相比,所提模型可以有效避免因供应商有限产造成的个别需求商订单严重短缺的情况,能够最大程度地确保多需求商之间的满意度均衡;所设计的模拟退火算法在处理大规模问题时的求解质量优于标准遗传算法,求解效率优于LINGO软件。 展开更多
关键词 有限产能 订单分配 满意度 混合整数规划 模拟退火算法
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存储空间受限下资源约束型项目调度与材料采购集成优化
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作者 田宝峰 张静文 +1 位作者 李鲁波 陈俊杰 《中国管理科学》 北大核心 2025年第8期144-155,共12页
由于材料需求总量大、强度高,装配式建筑项目需要大量的材料存储空间。然而,施工场地存储空间通常极其有限。从存储空间受限的特定场景切入,研究一类资源约束型项目调度和材料采购的集成优化问题,旨在获得拥有最小成本的活动调度计划和... 由于材料需求总量大、强度高,装配式建筑项目需要大量的材料存储空间。然而,施工场地存储空间通常极其有限。从存储空间受限的特定场景切入,研究一类资源约束型项目调度和材料采购的集成优化问题,旨在获得拥有最小成本的活动调度计划和材料采购方案。剖析模型结构和决策变量的高维复杂性,针对性地开发出一种内嵌遗传算法和精确算法交互的双层启发式求解算法。基于正交实验法配置算法参数,并实施大规模数值实验。结果表明:在存储空间受限情形下,相比将项目调度和材料采购割裂的分散决策方式,集成优化模型能平均降低项目总成本12%以上;与Cplex优化软件和模拟退火算法相比,双层启发式算法的求解效率更高。 展开更多
关键词 空间受限 资源约束型项目调度 材料采购 集成优化模型 双层启发式算法
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制造商有限产能情形下多零售商订货决策研究
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作者 王露羚 《物流科技》 2025年第10期13-16,22,共5页
为了研究制造业中供应链上游产能不足的问题,文章在产能约束的背景下构建了由一个上游制造商和两个下游零售商组成的供应链模型,并运用Stakelberg博弈和逆向归纳法分析了下游零售商的订货行为及最优决策。研究发现,当下游市场出现产量... 为了研究制造业中供应链上游产能不足的问题,文章在产能约束的背景下构建了由一个上游制造商和两个下游零售商组成的供应链模型,并运用Stakelberg博弈和逆向归纳法分析了下游零售商的订货行为及最优决策。研究发现,当下游市场出现产量竞争时,具有优先订货权的零售商会在市场中占据优势地位,后订货的零售商没有实际决策权,其利润依赖于产品市场需求以及制造商的产能。另外,制造商的利润并不总是受其自身产能影响。 展开更多
关键词 有限产能 优先订货权 STACKELBERG博弈 订货决策 供应链管理
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一个涉及变上限积分函数和高阶导数的Hilbert型积分不等式的构建条件及其应用
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作者 洪勇 张丽娟 《数学物理学报(A辑)》 北大核心 2025年第5期1424-1431,共8页
利用齐次核Hilbert型积分不等式的构造定理,讨论一个涉及变上限积分函数和高阶导数的Hilbert型积分不等式,得到构建该不等式的充分必要条件及最佳常数因子的表达公式,推广和改进了现有的结果.最后,利用所得Hilbert型不等式,讨论相关算... 利用齐次核Hilbert型积分不等式的构造定理,讨论一个涉及变上限积分函数和高阶导数的Hilbert型积分不等式,得到构建该不等式的充分必要条件及最佳常数因子的表达公式,推广和改进了现有的结果.最后,利用所得Hilbert型不等式,讨论相关算子的有界性与算子范数. 展开更多
关键词 变上限积分函数 高阶导数 HILBERT型积分不等式 有界积分算子 算子范数 GAMMA函数
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采用自适应功率与电压指令的构网型变流器故障穿越策略
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作者 卜鸣 郑涛 +1 位作者 杨畅 陈治铃 《西安交通大学学报》 北大核心 2025年第3期147-159,共13页
为了解决构网型变流器在电网电压跌落情况下出现的过电流以及暂态失稳问题,提出了一种基于功率与电压指令自适应调整的故障穿越控制策略。首先,建立了以虚拟同步发电机控制为基础的构网型变流器模型,在此基础上分析电网电压跌落时构网... 为了解决构网型变流器在电网电压跌落情况下出现的过电流以及暂态失稳问题,提出了一种基于功率与电压指令自适应调整的故障穿越控制策略。首先,建立了以虚拟同步发电机控制为基础的构网型变流器模型,在此基础上分析电网电压跌落时构网型变流器的暂态失稳机理以及过电流产生原因。然后,提出了一种基于功率、电压指令自适应调整的控制策略,通过动态调整有功功率参考值和电压参考值来提高功角稳定性,同时限制故障期间电流稳态分量。此外,引入动态虚拟阻抗限制故障开始和清除期间的暂态冲击电流。最后,通过仿真对所提故障穿越控制策略的有效性进行验证。结果表明:所提控制策略不受电压跌落程度和故障持续时间的影响,能够将故障期间电流幅值限制在1.5倍额定值以下,将故障电流稳态分量幅值限制在额定值的1.2倍,同时保持系统稳定。 展开更多
关键词 构网型变流器 电流幅值限制 功角稳定性 虚拟阻抗 故障穿越控制
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Active Control Law Design for Flutter/LCO Suppression Based on Reduced Order Model Method 被引量:3
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作者 Chen Gang Li Yueming Yan Guirong 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2010年第6期639-646,共8页
Active stability augmentation system is an attractive and promising technology to suppress flutter and limit cycle oscillation (LCO). In order to design a good active control law, the control plant model with low orde... Active stability augmentation system is an attractive and promising technology to suppress flutter and limit cycle oscillation (LCO). In order to design a good active control law, the control plant model with low order and high accuracy must be provided, which is one of the most important key points. The traditional model is based on low fidelity aerodynamics model such as panel method, which is unsuitable for transonic flight regime. The physics-based high fidelity tools, reduced order model (ROM) and CFD/CSD coupled aeroservoelastic solver are used to design the active control law. The Volterra/ROM is applied to constructing the low order state space model for the nonlinear unsteady aerodynamics and static output feedback method is used to active control law design. The detail of the new method is demonstrated by the Goland+ wing/store system. The simulation results show that the effectiveness of the designed active augmentation system, which can suppress the flutter and LCO successfully. 展开更多
关键词 limit cycle oscillation aeroelasticity reduced order model active control law static output feedback
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Target reliability index for serviceability limit state of single piles 被引量:4
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作者 边晓亚 郑俊杰 +1 位作者 徐志军 章荣军 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第1期310-316,共7页
The objective is to develop an approach for the determination of the target reliability index for serviceability limit state(SLS) of single piles. This contributes to conducting the SLS reliability-based design(RBD) o... The objective is to develop an approach for the determination of the target reliability index for serviceability limit state(SLS) of single piles. This contributes to conducting the SLS reliability-based design(RBD) of piles. Based on a two-parameter,hyperbolic curve-fitting equation describing the load-settlement relation of piles, the SLS model factor is defined. Then, taking into account the uncertainties of load-settlement model, load and bearing capacity of piles, the formula for computing the SLS reliability index(βsls) is obtained using the mean value first order second moment(MVFOSM) method. Meanwhile, the limit state function for conducting the SLS reliability analysis by the Monte Carlo simulation(MCS) method is established. These two methods are finally applied to determine the SLS target reliability index. Herein, the limiting tolerable settlement(slt) is treated as a random variable. For illustration, four load test databases from South Africa are compiled again to conduct reliability analysis and present the recommended target reliability indices. The results indicate that the MVFOSM method overestimates βsls compared to that computed by the MCS method. Besides, both factor of safety(FS) and slt are key factors influencing βsls, so the combination of FS and βsls is welcome to be used for the SLS reliability analysis of piles when slt is determined. For smaller slt, pile types and soils conditions have significant influence on the SLS target reliability indices; for larger slt, slt is the major factor having influence on the SLS target reliability indices. This proves that slt is the most key parameter for the determination of the SLS target reliability index. 展开更多
关键词 single pile serviceability limit state target reliability index mean value first order second moment method Monte Carlo simulation
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Limit Cycle Containing Nine Critical Points in its Interior for a Class of Cubic Systems
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作者 Liu Yi-rong Xiao Ping 《Journal of Central South University》 SCIE EI CAS 2000年第2期111-112,共2页
Discuss a class of real planar cubic systems with a critical point O (0,0) of nine orders and obtain the conditions for its limit cycle surrounding the origin, and prove that when small pertubations of coefficients ar... Discuss a class of real planar cubic systems with a critical point O (0,0) of nine orders and obtain the conditions for its limit cycle surrounding the origin, and prove that when small pertubations of coefficients are made, the critical point O (0,0) of nine orders is split into nine real simple critical points and the limit cycle surrounding the origin becomes the limit cycle containing nine critical points in its interior. 展开更多
关键词 CUBIC SYSTEMS critical point of NINE orderS limit cycle
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A NOTE ON q-DIFFERENCE OPERATOR AND RELATED LIMIT DIRECTION
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作者 Yezhou LI Ningfang SONG 《Acta Mathematica Scientia》 SCIE CSCD 2018年第6期1678-1688,共11页
The growth of entire functions under the q-difference operators is studied inthis paper, and then some properties of Julia set of entire functions under the higher orderq-difference operators are obtained.
关键词 q-difference operator order limit direction Julia set
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Six New Sets of the Non-Elementary Jef-Family-Functions that Are Giving Solutions to Some Second-Order Nonlinear Autonomous ODEs 被引量:1
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作者 Magne Stensland 《Journal of Applied Mathematics and Physics》 2023年第4期1077-1097,共21页
In this paper, we define some new sets of non-elementary functions in a group of solutions x(t) that are sine and cosine to the upper limit of integration in a non-elementary integral that can be arbitrary. We are usi... In this paper, we define some new sets of non-elementary functions in a group of solutions x(t) that are sine and cosine to the upper limit of integration in a non-elementary integral that can be arbitrary. We are using Abel’s methods, described by Armitage and Eberlein. The key is to start with a non-elementary integral function, differentiating and inverting, and then define a set of three functions that belong together. Differentiating these functions twice gives second-order nonlinear ODEs that have the defined set of functions as solutions. We will study some of the second-order nonlinear ODEs, especially those that exhibit limit cycles. Using the methods described in this paper, it is possible to define many other sets of non-elementary functions that are giving solutions to some second-order nonlinear autonomous ODEs. 展开更多
关键词 Non-Elementary Functions Second-order Nonlinear Autonomous ODE limit Cycle
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