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A Two-Station Passive Locating Solution Independent of the Baseline Length 被引量:2
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作者 Tao Yu 《Open Journal of Applied Sciences》 2020年第7期476-485,共10页
The two-station positioning system based on time difference and azimuth measurement has measurement redundancy. Therefore, not only can a positioning solution which is completely independent of the baseline length bet... The two-station positioning system based on time difference and azimuth measurement has measurement redundancy. Therefore, not only can a positioning solution which is completely independent of the baseline length between two stations be derived, but also the baseline length can be solved as an unknown quantity. These findings not only enhance the performance of the two-station positioning system, but also provide a design basis for the construction of a self-organizing dynamic intelligent positioning system. 展开更多
关键词 Positioning without Baseline two-station Locating Time Difference Direction Finding Path Difference Passive Location Self-Organizing System
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Variability Analysis for a Two-station Queueing Network in Heavy Traffic with Arrival Processes Driven by Queues
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作者 Jian CAO Yong-jiang GUO Kai-ming YANG 《Acta Mathematicae Applicatae Sinica》 SCIE CSCD 2024年第2期445-466,共22页
The law of the iterated logarithm(LIL)for the performance measures of a two-station queueing network with arrivals modulated by independent queues is developed by a strong approximation method.For convenience,two arri... The law of the iterated logarithm(LIL)for the performance measures of a two-station queueing network with arrivals modulated by independent queues is developed by a strong approximation method.For convenience,two arrival processes modulated by queues comprise the external system,all others are belong to the internal system.It is well known that the exogenous arrival has a great influence on the asymptotic variability of performance measures in queues.For the considered queueing network in heavy traffic,we get all the LILs for the queue length,workload,busy time,idle time and departure processes,and present them by some simple functions of the primitive data.The LILs tell us some interesting insights,such as,the LILs of busy and idle times are zero and they reflect a small variability around their fluid approximations,the LIL of departure has nothing to do with the arrival process,both of the two phenomena well explain the service station’s situation of being busy all the time.The external system shows us a distinguishing effect on the performance measures:an underloaded(overloaded,critically loaded)external system affects the internal system through its arrival(departure,arrival and departure together).In addition,we also get the strong approximation of the network as an auxiliary result. 展开更多
关键词 two-station queueing network the law of the iterated logarithm(LIL) strong approximation fluid approximation
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Two-state energy model and experimental study of coal adsorb methane 被引量:2
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作者 Zeng-Chao FENG Dong ZHAO Zhi-Xiang LIU Yan-Qi WANG Hong-Qiang GOU 《Journal of Coal Science & Engineering(China)》 2013年第4期488-492,共5页
There are two states of methane existing in coal, free methane and adsorptive methane. The two states of methane exchanged with each other which need the energy exchange with outside. It is released heat when methane ... There are two states of methane existing in coal, free methane and adsorptive methane. The two states of methane exchanged with each other which need the energy exchange with outside. It is released heat when methane adsorption on coal, instead of absorbed heat. According to the gas molecules Boltzmann energy distribution, is obtained the equilibrium equations of the two states of methane in coal, as well as the heat of adsorption equation when exchanged into each other. At the same time, high temperature experiments of methane adsorption on coal have been certificated to the theoretical model. At last the experimental results presented that: the two-state energy model could be accurately described the distribution of the two states of methane in the coal; the adsorption heat is related to the initial equilibrium state of methane adsorption; the adsorption heats are different with different coal ranks. 展开更多
关键词 two-state energy model adsorption heat chemical potential experimental study
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Effective Two-State Model and NOON States for Double-Well Bose-Einstein Condensates in Strong-Interaction Regime 被引量:1
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作者 YANG Xiao-Xue WU Ying 《Communications in Theoretical Physics》 SCIE CAS CSCD 2009年第8期244-246,共3页
The model of double-well Bose-Einstein condensates in the strong-interaction regime is shown to reduce adiabatically to an effective two-state model describing the Rabi oscillations between the two atomic Fock states ... The model of double-well Bose-Einstein condensates in the strong-interaction regime is shown to reduce adiabatically to an effective two-state model describing the Rabi oscillations between the two atomic Fock states |N, 0〉 and [0, N〉, and the NOON states of arbitrary ultracold atoms can therefore be generated periodically from the initial state of either one of the Foek states. 展开更多
关键词 double-well Bose-Einstein condensates effective two-state model NOON states
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Large Signal Modulation Characteristics in the Transition Regime for Two-State Lasing Quantum Dot Lasers
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作者 吕尊仁 季海铭 +4 位作者 杨晓光 罗帅 高凤 许锋 杨涛 《Chinese Physics Letters》 SCIE CAS CSCD 2016年第12期63-67,共5页
Large-signal modulation capability, as an important performance indicator, is directly related to the high-speed optical communication technology involved. We experimentally and theoretically investigate the large-sig... Large-signal modulation capability, as an important performance indicator, is directly related to the high-speed optical communication technology involved. We experimentally and theoretically investigate the large-signal modulation characteristics of the simultaneous ground-state (GS) and the excited-state (ES) lasing in InAs/OaAs quantum dot laser diodes. The large-signal modulation capability of total light intensity in the transition regime from OS lasing to two-state lasing is unchanged as the bias-current increases. However, GS and ES large-signal eye diagrams show obvious variations during the transition. Relaxation oscillations and large-signal eye diagrams for OS, ES, and total light intensities are numerically simulated and analyzed in detail by using a rate-equation model. The -ndings show that a complementary relationship between the light intensities for OS and ES lasing exists in both the transition regime and the two-state lasing regime, leading to a much smaller overshooting power and a shorter settling time for the total light intensity. Therefore, the eye diagrams of GS or ES lasing are diffuse whereas those of total light intensity are constant as the bias-current increases in the transition regime. 展开更多
关键词 GS for Large Signal Modulation Characteristics in the Transition Regime for two-state Lasing Quantum Dot Lasers ES of in
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A Novel Class of Phase Space Representations for the Exact Population Dynamics of Two-State Quantum Systems and the Relation to Triangle Window Functions
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作者 Xiangsong Cheng Xin He Jian Liu 《Chinese Journal of Chemical Physics》 SCIE EI CAS CSCD 2024年第2期230-254,I0102,共26页
Isomorphism of the two-state system is heuristic in understanding the dynamical or statistical behavior of the simplest yet most quantum system that has no classical counterpart.We use the constraint phase space devel... Isomorphism of the two-state system is heuristic in understanding the dynamical or statistical behavior of the simplest yet most quantum system that has no classical counterpart.We use the constraint phase space developed in J.Chem.Phys.145,204105(2016);151,024105(2019);J.Phys.Chem.Lett.12,2496(2021),non-covariant phase space functions,time-dependent weight functions,and time-dependent normalization factors to construct a novel class of phase space representations of the exact population dynamics of the two-state quantum system.The equations of motion of the trajectory on constraint phase space are isomorphic to the time-dependent Schrödinger equation.The contribution of each trajectory to the integral expression for the population dynamics is always positive semi-definite.We also prove that the triangle window function approach,albeit proposed as a heuristic empirical model in J.Chem.Phys.145,144108(2016),is related to a special case of the novel class and leads to an isomorphic representation of the exact population dynamics of the two-state quantum system. 展开更多
关键词 Phase space formulation of quantum mechanics two-state system Window functions Constraint phase space Finite-state quantum system Abel equation Population dynamics Time correlation functions Symmetrical quasi-classical Nonadiabatic dynamics
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A Deep Two-State Gated Recurrent Unit for Particulate Matter (PM_(2.5)) Concentration Forecasting
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作者 Muhammad Zulqarnain Rozaida Ghazali +3 位作者 Habib Shah Lokman Hakim Ismail Abdullah Alsheddy Maqsood Mahmud 《Computers, Materials & Continua》 SCIE EI 2022年第5期3051-3068,共18页
Air pollution is a significant problem in modern societies since it has a serious impact on human health and the environment.Particulate Matter(PM_(2.5))is a type of air pollution that contains of interrupted elements... Air pollution is a significant problem in modern societies since it has a serious impact on human health and the environment.Particulate Matter(PM_(2.5))is a type of air pollution that contains of interrupted elements with a diameter less than or equal to 2.5 m.For risk assessment and epidemiological investigations,a better knowledge of the spatiotemporal variation of PM_(2.5) concentration in a constant space-time area is essential.Conventional spatiotemporal interpolation approaches commonly relying on robust presumption by limiting interpolation algorithms to those with explicit and basic mathematical expression,ignoring a plethora of hidden but crucial manipulating aspects.Many advanced deep learning approaches have been proposed to forecast Particulate Matter(PM_(2.5)).Recurrent neural network(RNN)is one of the popular deep learning architectures which is widely employed in PM_(2.5) concentration forecasting.In this research,we proposed a Two-State Gated Recurrent Unit(TS-GRU)for monitoring and estimating the PM_(2.5) concentration forecasting system.The proposed algorithm is capable of considering both spatial and temporal hidden affecting elements spontaneously.We tested our model using data from daily PM_(2.5) dimensions taken in the contactual southeast area of the United States in 2009.In the studies,three evaluation matrices were utilized to compare the overall performance of each algorithm:Mean Absolute Error(MAE),Root Mean Square Error(RMSE),and Mean Absolute Percentage Error(MAPE).The experimental results revealed that our proposed TS-GRU model outperformed compared to the other deep learning approaches in terms of forecasting performance. 展开更多
关键词 Deep learning PM_(2.5)forecasting air pollution two-state GRU
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基于分层深度强化学习的电动汽车实时充电引导策略
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作者 陆文韬 窦胜 +2 位作者 陈良亮 杨凤坤 周瑞超 《电气传动》 2026年第1期57-66,共10页
为了实现电动汽车的实时充电引导以及提高充电站的充电效率,提出了一种基于分层深度强化学习的电动汽车实时充电引导策略。考虑车-站-路多元主体的相互耦合特性,基于电动汽车与充电站、配电网和交通路网的特征信息构建双层电动汽车充电... 为了实现电动汽车的实时充电引导以及提高充电站的充电效率,提出了一种基于分层深度强化学习的电动汽车实时充电引导策略。考虑车-站-路多元主体的相互耦合特性,基于电动汽车与充电站、配电网和交通路网的特征信息构建双层电动汽车充电导航模型。将上述模型解耦成双层有限马尔可夫决策过程网络架构,上层网络评估和推荐充电站,并将最优选择结果传递给下层网络,下层网络为用户规划行驶路径。采用基于彩虹框架的深度Q网络算法求解上述双层决策过程。最后在某特定城市区域进行仿真验证,结果表明,与无序引导方法相比,所提方法可以减少用户时间成本和节省用户费用,且能够保证配电网安全运行。 展开更多
关键词 电动汽车 实时充电引导 推荐充电站 规划行驶路径 双层深度强化学习 深度Q网络算法
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Einstein Dilemma and Two-State Vector Formalism
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作者 Kunihisa Morita 《Journal of Quantum Information Science》 2015年第2期41-46,共6页
In the famous EPR paper published in 1935, Einstein, Podolsky, and Rosen suggested a thought experiment, which later became known as the “EPR experiment”. Using the EPR experiment, they posited that quantum mechanic... In the famous EPR paper published in 1935, Einstein, Podolsky, and Rosen suggested a thought experiment, which later became known as the “EPR experiment”. Using the EPR experiment, they posited that quantum mechanics was incomplete. Einstein, however, was dissatisfied with the EPR paper and published a second work on the EPR experiment, in which he discussed the dilemma of choosing whether quantum mechanics was incomplete or nonlocal. Currently, most physicists choose the nonlocality of quantum mechanics over Einstein’s choice of the incompleteness of quantum mechanics. However, with an appropriate alternate hypothesis, both of these choices can be rejected. Herein, I demonstrate an approach to overcome the Einstein Dilemma by proposing a new interpretation invoked by a new formalism of quantum mechanics known as two-state vector formalism. 展开更多
关键词 two-state Vector FORMALISM EINSTEIN DILEMMA COMPLETENESS LOCALITY
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Measurement Problem and Two-State Vector Formalism
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作者 Kunihisa Morita 《Journal of Modern Physics》 2015年第13期1864-1867,共4页
In this paper, I show that an interpretation of quantum mechanics using two-state vector formalism proposed by Aharonov, Bergmann, and Lebowitz, can solve one of the measurement problems formulated by Maudlin. Accordi... In this paper, I show that an interpretation of quantum mechanics using two-state vector formalism proposed by Aharonov, Bergmann, and Lebowitz, can solve one of the measurement problems formulated by Maudlin. According to this interpretation, we can simultaneously insist that the wave function of a system is complete, that the wave function is determined by the Schr?dinger equation, and that the measurement of a physical quantity always has determinate outcomes, although Maudlin in his formulation of the measurement problem states that these three claims are mutually inconsistent. Further, I show that my interpretation does not contradict the uncertainty relation and the no-go theorem. 展开更多
关键词 two-state VECTOR FORMALISM Measurement Problem No-Go THEOREM
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Transfer Matrix Approach for Two-State Scattering Problem with Arbitrary Coupling
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作者 Diwaker Aniruddha Chakraborty 《Chinese Physics Letters》 SCIE CAS CSCD 2015年第7期5-8,共4页
The present work deals with the calculation of transition probability between two diabatic potentials coupled by any arbitrary coupling. The method presented in this work is applicable to any type of coupling while fo... The present work deals with the calculation of transition probability between two diabatic potentials coupled by any arbitrary coupling. The method presented in this work is applicable to any type of coupling while for numerical calculations we have assumed the arbitrary coupling as Gaussian coupling. This arbitrary coupling is expressed as a collection of Dirac delta functions and by the use of the transfer matrix technique the transition probability from one diabatic potential to another diabatic potential is calculated. We examine our approach by considering the case of two constant potentials coupled by Gaussian coupling as an arbitrary coupling. 展开更多
关键词 Transfer Matrix Approach for two-state Scattering Problem with Arbitrary Coupling
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Theoretical Investigation for Two-state Reactivity of CO_2 Hydrogenation Catalyzed by Ru in Gas Phase
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作者 王永成 贾义明 +1 位作者 王文雪 马盼盼 《Chinese Journal of Structural Chemistry》 SCIE CAS CSCD 2016年第12期1819-1828,共10页
Gas-phase CO_2 catalyzed activation hydrogenation by Ru atoms was studied with density functional theory. Based on the structure optimization of different potential energy surfaces,there are two crossing points betwee... Gas-phase CO_2 catalyzed activation hydrogenation by Ru atoms was studied with density functional theory. Based on the structure optimization of different potential energy surfaces,there are two crossing points between singlet and triplet potential energy surfaces and there is a crossing point between quintet and triplet potential energy surfaces in the whole catalytic cycle. Spin transition probabilities in the vicinity of the intersections have been calculated by the Landau-Zener model theory. There are three minimum energy crossing points(MECPs) with strong spin-orbital coupling effect and higher spin transition probability,and all spin inversion occurred in s orbital and different d orbitals of ruthenium,indicating this is a typical two-state reactivity(TSR) reaction. Finally,the lowest energy reaction path is ensured. 展开更多
关键词 two-state reactivity(TSR) carbon dioxide hydrogenation minimum energy crossing point(MECP) transition metal catalyzed intersystem crossing(ISC)
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电化学储能电站运行风险评价模型与应用研究 被引量:2
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作者 陈西江 毛晓萱 胡少华 《安全与环境学报》 北大核心 2025年第4期1257-1266,共10页
为提升电化学储能电站风险管控水平和本质安全能力,研究基于等级全息模型(Hierarchical Holographic Modeling,HHM)建立电化学储能电站运行风险评价指标体系,包括人员因素、电池因素、环境因素、管理因素4个一级指标,以及壳体破损、荷... 为提升电化学储能电站风险管控水平和本质安全能力,研究基于等级全息模型(Hierarchical Holographic Modeling,HHM)建立电化学储能电站运行风险评价指标体系,包括人员因素、电池因素、环境因素、管理因素4个一级指标,以及壳体破损、荷电状态等20个二级指标。运用最优最劣法(Best-Worst Method,BWM)和改进CRITIC(Criteria Importance Through Intercriteria Correlation)法确定评价指标的主客观权重,利用博弈论方法计算评价指标的组合权重,并应用二维云模型通过仿真分析确定风险指标等级,构建了基于BWM-改进CRITIC-二维云模型的电化学储能电站运行风险评价模型。工程应用结果显示:永川松溉储能电站运行风险等级为Ⅲ级,处于一般风险。该电站电池荷电状态和单体间温度不一致的概率等级、后果等级风险云数字特征较高,分别为5.05、6.58和5.87、5.78,二者在风险管控中应处于核心地位。 展开更多
关键词 安全工程 储能电站 风险评价 二维云模型
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建成环境对非常态下城市轨道交通站点客流模式的影响——以上海为例
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作者 丁鹏飞 李卫江 《铁道运输与经济》 北大核心 2025年第4期141-151,174,共12页
为揭示非常态下城市轨道交通站点的功能和客流特征差异,以上海市404个地铁站点为样本,构建各站点的网络中心性和客流变化特征指标,选取特定时段的上海地铁站客流数据,并采用两步聚类再合成的方法划分出9种站点类型;同时,利用无序多分类... 为揭示非常态下城市轨道交通站点的功能和客流特征差异,以上海市404个地铁站点为样本,构建各站点的网络中心性和客流变化特征指标,选取特定时段的上海地铁站客流数据,并采用两步聚类再合成的方法划分出9种站点类型;同时,利用无序多分类逻辑回归模型,探讨非常态下站点类型与建成环境变量之间的相关性。结果显示,在24个建成环境变量中,道路密度、文化场馆、公共设施、教育学校、公司企业、餐饮服务和酒店宾馆数量等7个指标与非常态下的站点类型显著相关。具体而言,道路密度与多数站点类型显著负相关;文化场馆、公共设施与核心枢纽型、对外交通型站点显著正相关;教育学校对所有站点类型均呈负相关;公司企业对产业型和核心枢纽型站点正相关;宾馆酒店对居住型、对外交通型站点显著正相关;餐饮服务对强传导型、局部联系混合型和居住型站点显著正相关。研究结果对揭示非常态下城市轨道交通站点功能的复杂性和出行特征的适应性具有一定指导意义。 展开更多
关键词 城市轨道交通 非常态客流 分两步站点聚类 建成环境 无序多分类逻辑回归
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用于天基机会信号定位的NC-LEO卫星单站TLE估计
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作者 秦红磊 邓若凡 吕红丽 《北京航空航天大学学报》 北大核心 2025年第12期4031-4040,共10页
天基机会信号定位是弹性定位、导航与授时(PNT)体系的重要部分,当前大部分定位终端所用的非合作低轨(NC-LEO)卫星轨道可靠性和精度差。为解决该问题,提出NC-LEO卫星单站两行轨道根数(TLE)估计的体系结构,通过单站提取的多普勒观测量和... 天基机会信号定位是弹性定位、导航与授时(PNT)体系的重要部分,当前大部分定位终端所用的非合作低轨(NC-LEO)卫星轨道可靠性和精度差。为解决该问题,提出NC-LEO卫星单站两行轨道根数(TLE)估计的体系结构,通过单站提取的多普勒观测量和星座设计轨道参数获取精密TLE。同时,提出基于多初始化策略的遗传算法-岭估计的TLE估计算法,实现在先验轨道不完备和法方程病态的情况下获取精密TLE。实际试验证明:相比基于NORAD公开的TLE定位,基于所提方法获取的TLE定位精度更高。 展开更多
关键词 天基机会信号定位 非合作低轨卫星 单站 两行轨道根数估计 轨道确定
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“派出所主防”思路下“两队一室”警务改革再审视 被引量:2
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作者 郭云超 《中国人民警察大学学报》 2025年第7期79-85,共7页
“两队一室”警务改革是完善派出所警务运行机制、明晰派出所职能定位、推进派出所工作标准化建设的重要载体。“派出所主防”思路的提出,为“两队一室”警务改革提供了行动指南。“派出所主防”思路是派出所职能演变发展的结果,具有自... “两队一室”警务改革是完善派出所警务运行机制、明晰派出所职能定位、推进派出所工作标准化建设的重要载体。“派出所主防”思路的提出,为“两队一室”警务改革提供了行动指南。“派出所主防”思路是派出所职能演变发展的结果,具有自主性、主动性、精准性和关联性等特征。在“派出所主防”思路下,通过对H省“两队一室”警务改革的再审视,发现现阶段“两队一室”警务改革面临主防观念、基层基础、机制方式等方面的现实困境,需要通过转变观念、健全制度、完善机制、创新方式,在理清主防思路、增强主防实力、发挥主防功能、提升主防质效等方面进行更深入的实践探索和理论阐释。 展开更多
关键词 “派出所主防” “两队一室” 警务改革
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印尼巴塘水电站泥沙淤积及排沙运行方式研究
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作者 赵海镜 梁春玲 +1 位作者 张防修 刘书宝 《水电与抽水蓄能》 2025年第4期93-99,共7页
水电站泥沙淤积影响工程安全和综合效益的发挥,需探索有效的排沙运行方式。印尼巴塘水电站的工程泥沙问题较为突出。为保证水库运行安全,充分发挥电站效益,采用平面二维泥沙数学模型和物理模型试验,计算各排沙方案的水库泥沙淤积,研究... 水电站泥沙淤积影响工程安全和综合效益的发挥,需探索有效的排沙运行方式。印尼巴塘水电站的工程泥沙问题较为突出。为保证水库运行安全,充分发挥电站效益,采用平面二维泥沙数学模型和物理模型试验,计算各排沙方案的水库泥沙淤积,研究不同入库流量和坝前水位条件下的水库排沙效果,提出有利于水库排沙减淤的运行方式。研究成果可供类似工程参考。 展开更多
关键词 巴塘水电站 泥沙淤积 平面二维泥沙数学模型 物理模型试验 水库排沙运行方式
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基于短周期地震观测的远震中频面波相速度提取
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作者 温景充 王敬香 +3 位作者 赵志远 宁杰远 吕国军 韩晓飞 《北京大学学报(自然科学版)》 北大核心 2025年第5期915-924,共10页
将远震面波双台法应用于山西省晋中市短周期地震仪组成的超密集台阵。对远震记录进行滤波和仪器响应校正后,提取出中频(5~15s)面波信号,通过筛选,获取其中信噪比高的记录,从Z分量截取瑞利波震相后,获得台站对的平均频散曲线,并反演S波... 将远震面波双台法应用于山西省晋中市短周期地震仪组成的超密集台阵。对远震记录进行滤波和仪器响应校正后,提取出中频(5~15s)面波信号,通过筛选,获取其中信噪比高的记录,从Z分量截取瑞利波震相后,获得台站对的平均频散曲线,并反演S波速度结构。结果表明,通过滤波及不同仪器间的仪器响应校正,可以从短周期地震仪的记录中提取出中频瑞利面波相速度;尽管观测时间短,但反演得到的S波速度结构与当地断裂构造符合较好,说明短周期地震仪提取的中频地震信号可用于远震面波地下结构的反演。 展开更多
关键词 短周期地震仪 远震面波 双台法 相速度
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两级串联水电站系统同步运行协同控制策略研究 被引量:1
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作者 郭文成 陈姿 +1 位作者 王超 叶建桥 《水电能源科学》 北大核心 2025年第7期202-206,共5页
串联水电站安全稳定运行是高效开发我国西南地区山区水能资源的关键,对协同控制策略作用下的两级串联水电站系统进行动态特性研究。首先建立协同控制作用下两级串联水电站系统的数学模型,然后分析协同控制策略作用下系统的调节品质,探... 串联水电站安全稳定运行是高效开发我国西南地区山区水能资源的关键,对协同控制策略作用下的两级串联水电站系统进行动态特性研究。首先建立协同控制作用下两级串联水电站系统的数学模型,然后分析协同控制策略作用下系统的调节品质,探讨调速器参数对系统的影响并分析协同控制机理,最后对水电站系统的鲁棒性及适用性进行分析。结果表明,协同控制策略的控制效果优于无协同控制,当电站参数、协同控制参数、调速器参数等发生变化时,系统在波动次数、调节时间上效果显著,能快速响应到平衡点;协同控制策略作用下,各级电站的波动具有良好的动态品质,且调节系统具备良好的鲁棒性。 展开更多
关键词 两级串联水电站 同步运行 动态特性 调节品质 协同控制策略
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基于深度强化学习的高速公路服务区新能源充电站两阶段优化调控策略 被引量:2
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作者 周健树 向月 +1 位作者 张新 刘俊勇 《中国电机工程学报》 北大核心 2025年第11期4130-4143,I0003,共15页
针对电动汽车(electric vehicle,EV)充电和新能源发电的不确定性给高速公路服务区充电站经济可靠绿色高效运行等方面带来不利影响,该文提出一种基于深度强化学习的高速公路服务区新能源充电站两阶段优化调控策略。首先,建立风光储一体... 针对电动汽车(electric vehicle,EV)充电和新能源发电的不确定性给高速公路服务区充电站经济可靠绿色高效运行等方面带来不利影响,该文提出一种基于深度强化学习的高速公路服务区新能源充电站两阶段优化调控策略。首先,建立风光储一体化充电站系统,提升高速公路偏远地区供电可靠性与实现“绿电”就地消纳。为应对“源荷”时间维度不匹配问题与兼顾调控的全局最优性和策略灵活性,建立充电站日前-日内两阶段优化调控。日前阶段考虑用户行为特性以价格激励引导EV;日内阶段考虑充电站的能源主体和优化目标多样性,将复杂的多目标非线性非凸优化问题转化为多智能体马尔可夫博弈模型,并利用多智能体深度强化学习进行求解。最后,以某高速公路充电站为例,验证所提方法的有效性和最优性。所提方法可在保证用户基本充电需求和防止站内拥堵的同时,实现充电站的经济低碳运行和可靠供电。 展开更多
关键词 高速公路新能源充电站 两阶段优化调控 价格激励 马尔可夫博弈模型 多智能体深度强化学习
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