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Abnormal State Detection in Lithium-ion Battery Using Dynamic Frequency Memory and Correlation Attention LSTM Autoencoder
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作者 Haoyi Zhong Yongjiang Zhao Chang Gyoon Lim 《Computer Modeling in Engineering & Sciences》 SCIE EI 2024年第8期1757-1781,共25页
This paper addresses the challenge of identifying abnormal states in Lithium-ion Battery(LiB)time series data.As the energy sector increasingly focuses on integrating distributed energy resources,Virtual Power Plants(... This paper addresses the challenge of identifying abnormal states in Lithium-ion Battery(LiB)time series data.As the energy sector increasingly focuses on integrating distributed energy resources,Virtual Power Plants(VPP)have become a vital new framework for energy management.LiBs are key in this context,owing to their high-efficiency energy storage capabilities essential for VPP operations.However,LiBs are prone to various abnormal states like overcharging,over-discharging,and internal short circuits,which impede power transmission efficiency.Traditional methods for detecting such abnormalities in LiB are too broad and lack precision for the dynamic and irregular nature of LiB data.In response,we introduce an innovative method:a Long Short-Term Memory(LSTM)autoencoder based on Dynamic Frequency Memory and Correlation Attention(DFMCA-LSTM-AE).This unsupervised,end-to-end approach is specifically designed for dynamically monitoring abnormal states in LiB data.The method starts with a Dynamic Frequency Fourier Transform module,which dynamically captures the frequency characteristics of time series data across three scales,incorporating a memory mechanism to reduce overgeneralization of abnormal frequencies.This is followed by integrating LSTM into both the encoder and decoder,enabling the model to effectively encode and decode the temporal relationships in the time series.Empirical tests on a real-world LiB dataset demonstrate that DFMCA-LSTM-AE outperforms existing models,achieving an average Area Under the Curve(AUC)of 90.73%and an F1 score of 83.83%.These results mark significant improvements over existing models,ranging from 2.4%–45.3%for AUC and 1.6%–28.9%for F1 score,showcasing the model’s enhanced accuracy and reliability in detecting abnormal states in LiB data. 展开更多
关键词 Lithium-ion battery abnormal state detection autoencoder virtual power plants LSTM
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E3GCAPS: Efficient EEG-Based Multi-Capsule Framework with Dynamic Attention for Cross-Subject Cognitive State Detection
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作者 Yue Zhao Guojun Dai +4 位作者 Xin Fang Zhengxuan Wu Nianzhang Xia Yanping Jin Hong Zeng 《China Communications》 SCIE CSCD 2022年第2期73-89,共17页
Cognitive state detection using electroencephalogram(EEG)signals for various tasks has attracted significant research attention.However,it is difficult to further improve the performance of crosssubject cognitive stat... Cognitive state detection using electroencephalogram(EEG)signals for various tasks has attracted significant research attention.However,it is difficult to further improve the performance of crosssubject cognitive state detection.Further,most of the existing deep learning models will degrade significantly when limited training samples are given,and the feature hierarchical relationships are ignored.To address the above challenges,we propose an efficient interpretation model based on multiple capsule networks for cross-subject EEG cognitive state detection,termed as Efficient EEG-based Multi-Capsule Framework(E3GCAPS).Specifically,we use a selfexpression module to capture the potential connections between samples,which is beneficial to alleviate the sensitivity of outliers that are caused by the individual differences of cross-subject EEG.In addition,considering the strong correlation between cognitive states and brain function connection mode,the dynamic subcapsule-based spatial attention mechanism is introduced to explore the spatial relationship of multi-channel 1D EEG data,in which multichannel 1D data greatly improving the training efficiency while preserving the model performance.The effectiveness of the E3GCAPS is validated on the Fatigue-Awake EEG Dataset(FAAD)and the SJTU Emotion EEG Dataset(SEED).Experimental results show E3GCAPS can achieve remarkable results on the EEG-based cross-subject cognitive state detection under different tasks. 展开更多
关键词 electroencephalography(EEG) capsule network cognitive state detection cross-subject
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Digital image correlation-based structural state detection through deep learning 被引量:1
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作者 Shuai TENG Gongfa CHEN +2 位作者 Shaodi WANG Jiqiao ZHANG Xiaoli SUN 《Frontiers of Structural and Civil Engineering》 SCIE EI CSCD 2022年第1期45-56,共12页
This paper presents a new approach for automatical classification of structural state through deep learning.In this work,a Convolutional Neural Network(CNN)was designed to fuse both the feature extraction and classifi... This paper presents a new approach for automatical classification of structural state through deep learning.In this work,a Convolutional Neural Network(CNN)was designed to fuse both the feature extraction and classification blocks into an intelligent and compact learning system and detect the structural state of a steel frame;the input was a series of vibration signals,and the output was a structural state.The digital image correlation(DIC)technology was utilized to collect vibration information of an actual steel frame,and subsequently,the raw signals,without further pre-processing,were directly utilized as the CNN samples.The results show that CNN can achieve 99%classification accuracy for the research model.Besides,compared with the backpropagation neural network(BPNN),the CNN had an accuracy similar to that of the BPNN,but it only consumes 19%of the training time.The outputs of the convolution and pooling layers were visually displayed and discussed as well.It is demonstrated that:1)the CNN can extract the structural state information from the vibration signals and classify them;2)the detection and computational performance of the CNN for the incomplete data are better than that of the BPNN;3)the CNN has better anti-noise ability. 展开更多
关键词 structural state detection deep learning digital image correlation vibration signal steel frame
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Investigation of odd-parity Rydberg states of Eu I with autoionization detection 被引量:5
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作者 肖颖 戴长建 秦文杰 《Chinese Physics B》 SCIE EI CAS CSCD 2009年第10期4251-4258,共8页
Isolated-core-excitation (ICE) scheme and autoionization detection are employed to study the bound Rydberg states of europium atom. The high-lying states with odd parity have been measured using the autoionization d... Isolated-core-excitation (ICE) scheme and autoionization detection are employed to study the bound Rydberg states of europium atom. The high-lying states with odd parity have been measured using the autoionization detection method with three different excitation paths via 4f76s6p[8Ph/2], 4f76s6p[8P7/2] and 4f76s6p[SP9/2] intermediate states, respectively. In this paper the spectra of bound Rydberg states of Eu atom are reported, which cover the energy regions from 36000 cm-1 to 38250 cm-1 and from 38900 cm-1 to 39500 cm-1. The study provides the information about level energy, the possible J values and relative line intensity as well as the effective principal quantum number n* for these states. This work not only confirms the previous results of many states, but also discovers 11 new Rydberg states of Eu atom. 展开更多
关键词 europium atom isolated-core-excitation bound Rydberg state autoionization detection
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Fault detection based on H_∞ states observer for networked control systems 被引量:1
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作者 Zhu Zhangqing Jiao Xiaocheng 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第2期379-387,共9页
The influence of random short time-delay to networked control systems (NCS) is changed into an unknown bounded uncertain part. Without changing the structure of the system, an Hoo states observer is designed for NCS... The influence of random short time-delay to networked control systems (NCS) is changed into an unknown bounded uncertain part. Without changing the structure of the system, an Hoo states observer is designed for NCS with short time-delay. Based on the designed states observer, a robust fault detection approach is proposed for NCS. In addition, an optimization method for the selection of the detection threshold is introduced for better tradeoff between the robustness and the sensitivity. Finally, some simulation results demonstrate that the presented states observer is robust and the fault detection for NCS is effective. 展开更多
关键词 networked control systems fault detection states observers TIME-DELAYS ROBUSTNESS
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Production and Detection of Ultracold Ground State 85Rb133Cs Molecules in the Lowest Vibrational Level by Short-Range Photoassociation
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作者 赵延霆 元晋鹏 +3 位作者 李中豪 姬中华 肖连团 贾锁堂 《Chinese Physics Letters》 SCIE CAS CSCD 2015年第11期35-38,共4页
We investigate the production of ultracold ground state x^1∑7+(u = 0) RbCs molecules in the lowest vibrational level via short-range photoassociation followed by spontaneous emission. The starting point is the las... We investigate the production of ultracold ground state x^1∑7+(u = 0) RbCs molecules in the lowest vibrational level via short-range photoassociation followed by spontaneous emission. The starting point is the laser cooled 85Rb and laa cs atoms in a dual species, forced dark magneto-optical trap. The special intermediate level (5)O+ (u = 10) correlated to the (2)311 electric state is achieved by the photoassociation process. The formed ground state X1∑+ (u = 0) molecule is resonantly excited to the 2111 intermediate state by a 651 nm pulse laser and is ionized by a 532nm pulse laser and then detected by the time-of-flight mass spectrum. Saturation of the photoionization spectroscopy at large ionization laser energy is observed and the ionization efficiency is obtained from the fitting. The production of ultracold ground state 85Rblaacs molecules is facilitative for the further research about the manipulation of ultracold molecules in the rovibrational ground state. 展开更多
关键词 Cs Molecules in the Lowest Vibrational Level by Short-Range Photoassociation Production and detection of Ultracold Ground state Rb
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A long-distance quantum key distribution scheme based on pre-detection of optical pulse with auxiliary state 被引量:1
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作者 权东晓 朱畅华 +1 位作者 刘世全 裴昌幸 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第5期252-256,共5页
We construct a circuit based on PBS and CNOT gates, which can be used to determine whether the input pulse is empty or not according to the detection result of the auxiliary state, while the input state will not be ch... We construct a circuit based on PBS and CNOT gates, which can be used to determine whether the input pulse is empty or not according to the detection result of the auxiliary state, while the input state will not be changed. The circuit can be treated as a pre-detection device. Equipping the pre-detection device in the front of the receiver of the quantum key distribution (QKD) can reduce the influence of the dark count of the detector, hence increasing the secure communication distance significantly. Simulation results show that the secure communication distance can reach 516 km and 479 km for QKD with perfect single photon source and decoy-state QKD with weak coherent photon source, respectively. 展开更多
关键词 quantum key distribution PRE-detectION secure communication distance decoy state
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Advances in integrated polarization detectors with innovative features
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作者 BU Yong-Hao ZHOU Jing +8 位作者 DENG Jie WANG Ruo-Wen YE Tao SHI Meng-Die HUANG Jun-Wei ZHANG Yu-Jie NING Jun LU Wei CHEN Xiao-Shuang 《红外与毫米波学报》 北大核心 2025年第3期371-383,共13页
The polarization properties of light are widely applied in imaging,communications,materials analy⁃sis,and life sciences.Various methods have been developed that can measure the polarization information of a target.How... The polarization properties of light are widely applied in imaging,communications,materials analy⁃sis,and life sciences.Various methods have been developed that can measure the polarization information of a target.However,conventional polarization detection systems are often bulky and complex,limiting their poten⁃tial for broader applications.To address the challenges of miniaturization,integrated polarization detectors have been extensively explored in recent years,achieving significant advancements in performance and functionality.In this review,we focus mainly on integrated polarization detectors with innovative features,including infinitely high polarization discrimination,ultrahigh sensitivity to polarization state change,full Stokes parameters measure⁃ment,and simultaneous perception of polarization and other key properties of light.Lastly,we discuss the oppor⁃tunities and challenges for the future development of integrated polarization photodetectors. 展开更多
关键词 integrated polarization detector infinite polarization extinction ratio polarization state change detection full-Stokes multidimensional detection
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Weak wide-band signal detection method based on small-scale periodic state of Duffing oscillator 被引量:3
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作者 Jian Hou Xiao-peng Yan +1 位作者 Ping Li Xin-hong Hao 《Chinese Physics B》 SCIE EI CAS CSCD 2018年第3期205-215,共11页
The conventional Duffing oscillator weak signal detection method, which is based on a strong reference signal, has inherent deficiencies. To address these issues, the characteristics of the Duffing oscillator's phase... The conventional Duffing oscillator weak signal detection method, which is based on a strong reference signal, has inherent deficiencies. To address these issues, the characteristics of the Duffing oscillator's phase trajectory in a small- scale periodic state are analyzed by introducing the theory of stopping oscillation system. Based on this approach, a novel Duffing oscillator weak wide-band signal detection method is proposed. In this novel method, the reference signal is discarded, and the to-be-detected signal is directly used as a driving force. By calculating the cosine function of a phase space angle, a single Duffing oscillator can be used for weak wide-band signal detection instead of an array of uncoupled Duffing oscillators. Simulation results indicate that, compared with the conventional Duffing oscillator detection method, this approach performs better in frequency detection intervals, and reduces the signal-to-noise ratio detection threshold, while improving the real-time performance of the system. 展开更多
关键词 Duffing oscillator weak signal detection stopping oscillation system small-scale periodic state
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Real-Time Traffic State and Boundary Flux Estimation with Distributed Speed Detecting Networks
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作者 Yichi Zhang Heng Deng 《Journal of Transportation Technologies》 2022年第4期533-543,共11页
The rapid development of 5G mobile communication and portable traffic detection technologies enhances highway transportation systems in detail and at a vehicle level. Besides the advantage of no disturbance to the reg... The rapid development of 5G mobile communication and portable traffic detection technologies enhances highway transportation systems in detail and at a vehicle level. Besides the advantage of no disturbance to the regular traffic operation, these ubiquitous sensing technologies have the potential for unprecedented data collection at any temporal and spatial position. While as a typical distributed parameter system, the freeway traffic dynamics are determined by the current system states and the boundary traffic demand-supply. Using the three-step extended Kalman filtering, this paper simultaneously estimates the real-time traffic state and the boundary flux of freeway traffic with the distributed speed detector networks organized at any location of interest. In order to assess the effectiveness of the proposed approach, a freeway segment from Interstate 80 East (I-80E) in Alameda, Emeryville, and Northern California is selected. Experimental results show that the proposed method has the potential of using only speed detecting data to monitor the state of urban freeway transportation systems without access to the traditional measurement data, such as the boundary flows. 展开更多
关键词 Traffic state Boundary Flux Estimation Extended Kalman Filtering Distributed Speed detecting Networks
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A Test Method for the Static/Moving State of Targets Applied to Airport Surface Surveillance MLAT System
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作者 Huang Rongshun Peng We +2 位作者 Li Jing Wu Honggang Li Xingbo 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2016年第4期425-432,共8页
Due to the particularity of its location algorithm,there are some unique difficulties and features regarding the test of target motion states of multilateration(MLAT)system for airport surface surveillance.This paper ... Due to the particularity of its location algorithm,there are some unique difficulties and features regarding the test of target motion states of multilateration(MLAT)system for airport surface surveillance.This paper proposed a test method applicable for the airport surface surveillance MLAT system,which can effectively determine whether the target is static or moving at a certain speed.Via a normalized test statistic designed in the sliding data window,the proposed method not only eliminates the impact of geometry Dilution of precision(GDOP)effectively,but also transforms the test of different motion states into the test of different probability density functions.Meanwhile,by adjusting the size of the sliding window,it can fulfill different test performance requirements.The method was developed through strict theoretical extrapolation and performance analysis,and simulations results verified its correctness and effectiveness. 展开更多
关键词 multilateration(MLAT) hypothesis testing motion state detection sliding window geometric Dilution of precision(GDOP)
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Teleportation of an n-bit one-photon and vacuum entangled GHZ cavity-field state
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作者 赖振讲 范凤国 +1 位作者 朱刚毅 白晋涛 《Chinese Physics B》 SCIE EI CAS CSCD 2007年第1期118-122,共5页
A scheme for teleporting an arbitrary n-bit one-photon and vacuum entangled Greenberger-Horne-Zeilinger (GHZ) state is proposed. In this scheme, the maximum entanglement GHZ state is used as a quantum channel. We fi... A scheme for teleporting an arbitrary n-bit one-photon and vacuum entangled Greenberger-Horne-Zeilinger (GHZ) state is proposed. In this scheme, the maximum entanglement GHZ state is used as a quantum channel. We find a method of distinguishing four Bell states just by detecting the atomic states three times, which is irrelevant to the qubit number of the state to be teleported. 展开更多
关键词 TELEPORTATION multi-atom-cavity system one-photon and vacuum entangled GHZ state atom state detection
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多源量测数据下基于自适应EKF的动态状态估计方法
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作者 戚振彪 鲍玉莹 +3 位作者 范申 潘敏 胡朋飞 吴红斌 《电气传动》 2026年第1期48-56,88,共10页
在配电网多源量测体系中,多源量测设备的采样频率和时间戳不同步,以及系统中的不良数据,都将导致量测数据间存在偏差,从而影响状态估计的准确性。为此,提出了一种多源量测数据下基于自适应扩展卡尔曼滤波(EKF)的动态状态估计方法。首先... 在配电网多源量测体系中,多源量测设备的采样频率和时间戳不同步,以及系统中的不良数据,都将导致量测数据间存在偏差,从而影响状态估计的准确性。为此,提出了一种多源量测数据下基于自适应扩展卡尔曼滤波(EKF)的动态状态估计方法。首先,针对多源量测数据的非同步问题,提出了一种基于动态时间规整(DTW)的多源数据时间戳对齐策略,实现量测数据的同步。其次,针对系统中的不良数据,提出了一种集成不良数据自适应检测和滤除环节的EKF状态估计方法,降低了不良数据对状态估计的影响。最后,在IEEE 33节点系统中进行算例测试,并与未考虑多源量测数据融合和异常值检测的传统EKF方法进行比较。结果表明,所提方法提高了估计结果的鲁棒性和可靠性。 展开更多
关键词 配电网 状态估计 多源数据融合 不良数据检测 卡尔曼滤波
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A new optical scheme for teleportation of entangled coherent state 被引量:1
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作者 廖洁桥 匡乐满 《Chinese Physics B》 SCIE EI CAS CSCD 2006年第10期2246-2251,共6页
We propose a nearly perfect optical scheme for the quantum teleportation of entangled coherent states using optical devices such as nonlinear Kerr media, beam splitters, phase shifters, and photon detectors. Different... We propose a nearly perfect optical scheme for the quantum teleportation of entangled coherent states using optical devices such as nonlinear Kerr media, beam splitters, phase shifters, and photon detectors. Different from those previous schemes, our scheme needs only "yes" or"no" measurements of the photon number of the related modes, i.e. nonzero-and zero-photon measurements, while in previous schemes one has to exactly identify the even or odd parity character of the photon numbers detected by detectors. 展开更多
关键词 quantum teleportation entangled coherent state detection of photon
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Design of a bilinear fault detection observer for singular bilinear systems 被引量:2
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作者 Zhanshan WANG Huaguang ZHANG 《控制理论与应用(英文版)》 EI 2007年第1期28-36,共9页
A bilinear fault detection observer is proposed for a class of continuous time singular bilinear systems subject to unknown input disturbance and fault. By singular value decomposition on the original system, a biline... A bilinear fault detection observer is proposed for a class of continuous time singular bilinear systems subject to unknown input disturbance and fault. By singular value decomposition on the original system, a bilinear fault detection observer is proposed for the decomposed system via an algebraic Riccati equation, and the domain of attraction of the state estimation error is estimated. A design procedure is presented to determine the fault detection threshold. A model of flexible joint robot is used to demonstrate the effectiveness of the proposed method. 展开更多
关键词 Singular bilinear systems (SBS) Bilinear observer Fault detection state estimation Domain of attraction
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Entanglement diversion and quantum teleportation of entangled coherent states 被引量:5
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作者 蔡新华 郭杰荣 +1 位作者 聂建军 贾金平 《Chinese Physics B》 SCIE EI CAS CSCD 2006年第3期488-491,共4页
The proposals on entanglement diversion and quantum teleportation of entangled coherent states are presented. In these proposals, the entanglement between two coherent states, |α〉 and |-α〉, with the same amplitu... The proposals on entanglement diversion and quantum teleportation of entangled coherent states are presented. In these proposals, the entanglement between two coherent states, |α〉 and |-α〉, with the same amplitude but a phase difference of π is utilized as a quantum channel. The processes of the entanglement diversion and the teleportation are achieved by using the 50/50 symmctric beam splitters, the phase shifters and the photodetectors with the help of classical information. 展开更多
关键词 entangled coherent state entanglement diversion quantum teleportation detection of photon
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Detectability for Nondeterministic Discrete Event Systems and Its Applications in Medical Diagnosis
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作者 舒少龙 林峰 《系统仿真技术》 2008年第3期158-166,共9页
In this paper,we extend our previous results on detectability to nondeterministic discrete event systems.Many practical systems are nondeterministic,especially those in biomedicine.Disease models of patients are usual... In this paper,we extend our previous results on detectability to nondeterministic discrete event systems.Many practical systems are nondeterministic,especially those in biomedicine.Disease models of patients are usually nondeterministic because hardly anything is deterministic in biological systems.The goal is to determine or estimate the current and subsequent states of a system based on a sequence of observations when the initial state of the system is unknown.We say that a system is detectable if one can determine its state after observing some outputs.The observation includes partial event observation and/or partial state observation.We define four types of detectabilities:strong detectability,(weak) detectability,strong periodic detectability,and (weak) periodic detectability.We derive necessary and sufficient conditions for these detectabilities.These conditions can be checked by constructing an observer,which models the estimation of states under different observation.Furthermore,we apply the results to medical diagnosis by considering a realistic example of diagnosing whether a patient suffers from one of the following five similar diseases:(1) rheumatoid arthritis,(2) rheumatic arthritis,(3) systemic lupus eruthematosus,(4) bony ankylosis,or (5) spondylitis ankylopoietica. 展开更多
关键词 离散系统 医疗诊断 诊断技术 不确定性
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Modified filter for mean elements estimation with state jumping
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作者 YU Yanjun YUE Chengfei +2 位作者 LI Huayi WU Yunhua CHEN Xueqin 《Journal of Systems Engineering and Electronics》 SCIE CSCD 2024年第4期999-1012,共14页
To investigate the real-time mean orbital elements(MOEs)estimation problem under the influence of state jumping caused by non-fatal spacecraft collision or protective orbit trans-fer,a modified augmented square-root u... To investigate the real-time mean orbital elements(MOEs)estimation problem under the influence of state jumping caused by non-fatal spacecraft collision or protective orbit trans-fer,a modified augmented square-root unscented Kalman filter(MASUKF)is proposed.The MASUKF is composed of sigma points calculation,time update,modified state jumping detec-tion,and measurement update.Compared with the filters used in the existing literature on MOEs estimation,it has three main characteristics.Firstly,the state vector is augmented from six to nine by the added thrust acceleration terms,which makes the fil-ter additionally give the state-jumping-thrust-acceleration esti-mation.Secondly,the normalized innovation is used for state jumping detection to set detection threshold concisely and make the filter detect various state jumping with low latency.Thirdly,when sate jumping is detected,the covariance matrix inflation will be done,and then an extra time update process will be con-ducted at this time instance before measurement update.In this way,the relatively large estimation error at the detection moment can significantly decrease.Finally,typical simulations are per-formed to illustrated the effectiveness of the method. 展开更多
关键词 unscented Kalman filter mean orbital elements(MOEs)estimation state jumping detection nonlinear system
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Incident Detection Method of Expressway Based on Traffic Flow Simulation Model 被引量:1
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作者 Shu-Bin Li Tao Sun +1 位作者 Dan-Ni Cao Lin Zhang 《Communications in Theoretical Physics》 SCIE CAS CSCD 2019年第4期468-474,共7页
The expressway traffc incidents have the characteristics of high harmful, strong destructive and refractory.Incident detection can guarantee smooth operation of the expressway, reduce traffc congestion and avoid secon... The expressway traffc incidents have the characteristics of high harmful, strong destructive and refractory.Incident detection can guarantee smooth operation of the expressway, reduce traffc congestion and avoid secondary accident by informing the accident, detection and treatment timely. In this paper, an incident detection method is proposed using the toll station data that takes into account the traffc ratio at the entrances and crossway in the network. The expressway traffc simulation model is improved and a simulation algorithm is established to describe the movement of the vehicles. A numerical example is experimented on the expressway network of Shandong province. The proposed method can effectively detect the expressway incidents, and dynamically estimate the traffc network states so as to provide advice for the highway management department. 展开更多
关键词 EXPRESSWAY traffc flow simulation model incident detection network state estimation
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Probabilistic teleportation scheme of two-mode entangled photon states by using linear optic element 被引量:1
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作者 XIANG Shao hua (Department of Physics?Huaihua University, Huaihua?Hunan 418008, P.R. China) 《原子与分子物理学报》 CAS CSCD 北大核心 2003年第3期425-428,共4页
A scheme for teleporting two mode entangled photon states with the successful probability 33.3% is proposed. In the scheme, the teleported qubit is two mode photon entangled states, and two pairs of EPR pair are used ... A scheme for teleporting two mode entangled photon states with the successful probability 33.3% is proposed. In the scheme, the teleported qubit is two mode photon entangled states, and two pairs of EPR pair are used as quantum channel between a sender and a receiver. This procedure is achieved by using two 50/50 symmetric beam splitters and four photon number detectors with the help of classical information. 展开更多
关键词 双模纠缠光子态 对称性 光子探测 量子光学
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