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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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Super-resolution and super-sensitivity of entangled squeezed vacuum state using optimal detection strategy
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作者 张建东 张子静 +3 位作者 岑龙柱 李硕 赵远 王峰 《Chinese Physics B》 SCIE EI CAS CSCD 2017年第9期204-208,共5页
Interference metrology is a method for achieving high precision detection by phase estimation. The phase sensitivity of a traditional interferometer is subject to the standard quantum limit, while its resolution is co... Interference metrology is a method for achieving high precision detection by phase estimation. The phase sensitivity of a traditional interferometer is subject to the standard quantum limit, while its resolution is constrained by the Rayleigh diffraction limit. The resolution and sensitivity of phase measurement can be enhanced by using quantum metrology. We propose a quantum interference metrology scheme using the entangled squeezed vacuum state, which is obtained using the magic beam splitter, expressed as |ψ〉=(|ξ〉|0〉+|0〉|ξ〉)/√2+2/coshr, such as the N00 N state. We derive the phase sensitivity and the resolution of the system with Z detection, project detection, and parity detection. By simulation and analysis, we determine that parity detection is an optimal detection method, which can break through the Rayleigh diffraction limit and the standard quantum limit. 展开更多
关键词 entangled squeezed vacuum state quantum metrology parity detection
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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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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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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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Self-diagnosis method for faulty modules on wireless sensor node
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作者 赵军 陈祥光 +1 位作者 李智敏 吴磊 《Journal of Beijing Institute of Technology》 EI CAS 2013年第2期271-277,共7页
In order to diagnose the working status of each module on sensor node and make sure the wireless sensor networks (WSN) work properly, the components of sensor node and their working characteristics are studied. An o... In order to diagnose the working status of each module on sensor node and make sure the wireless sensor networks (WSN) work properly, the components of sensor node and their working characteristics are studied. An on-line fault self-diagnosis method for sensor node is proposed. First, a flexible fault sensing circuit is designed as a state detection module on sensor node. Second, a self- diagnosis algorithm is proposed based on the hardware design and the failure analysis on sensor node. Finally, in order to ensure the WSN reliability, the voltage changes of each module working statuses can be observed using the state detection module and the faulty module will be found out timely. The experimental results show that this self-diagnosis method is suitable to sensor nodes in WSN. 展开更多
关键词 voltage detection self-diagnose algorithm state detection module wireless sensor net- work
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