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Bearings-Only Target Motion Analysis via Deep Reinforcement Learning
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作者 Chengyi Zhou Meiqin Liu +2 位作者 Senlin Zhang Ronghao Zheng Shanling Dong 《IEEE/CAA Journal of Automatica Sinica》 2025年第6期1298-1300,共3页
Dear Editor,This letter introduces a novel approach to address the bearings-only target motion analysis(BO-TMA)problem by incorporating deep reinforcement learning(DRL)techniques.Conventional methods often exhibit bia... Dear Editor,This letter introduces a novel approach to address the bearings-only target motion analysis(BO-TMA)problem by incorporating deep reinforcement learning(DRL)techniques.Conventional methods often exhibit biases and struggle to achieve accurate results,especially when confronted with high levels of noise.In this letter,we formulate the BO-TMA problem as a Markov decision process(MDP)and process it within a DRL framework.Simulation results demonstrate that the proposed DRL-based estimator achieves reduced bias and lower errors compared to existing estimators. 展开更多
关键词 deep reinforcement ESTIMATOR Markov decision process errors BIAS deep reinforcement learning markov decision process mdp bearings only target motion analysis
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Characteristics of motorized spindle supported by active magnetic bearings 被引量:8
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作者 Xie Zhenyu Yu Kun +2 位作者 Wen Liantang Wang Xiao Zhou Hongkai 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2014年第6期1619-1624,共6页
A motorized spindle supported by active magnetic bearings(AMBs) is generally used for ultra-high-speed machining. Iron loss of radial AMB is very great owing to high rotation speed, and it will cause severe thermal ... A motorized spindle supported by active magnetic bearings(AMBs) is generally used for ultra-high-speed machining. Iron loss of radial AMB is very great owing to high rotation speed, and it will cause severe thermal deformation. The problem is particularly serious on the occasion of large power application, such as all electric aero-engine. In this study, a prototype motorized spindle supported by five degree-of-freedom AMBs is developed. Homopolar and heteropolar AMBs are independently adopted as radial bearings. The influences of the two types of radial AMBs on the dynamic characteristics of the motorized spindle are comparatively investigated by theoretical analysis, test modal analysis and actual operation of the system. The iron loss of the two types of radial AMBs is analyzed by finite element software and verified through run-down experiments of the system. The results show that the structures of AMB have less influence on the dynamic characteristics of the motorized spindle. However, the homopolar structure can effectively reduce the iron loss of the radial AMB and it is useful for improving the overall performance of the motorized spindle. 展开更多
关键词 Dynamic characteristics Finite element analysis Loss Magnetic bearings Modal analysis Spindle design
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Analysis and Testing of Microvibrations Produced by Momentum Wheel Assemblies 被引量:12
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作者 ZHOU Weiyong LI Dongxu +1 位作者 LUO Qing LIU Kun 《Chinese Journal of Aeronautics》 SCIE EI CSCD 2012年第4期640-649,共10页
The microvibrations produced by momentum wheel assemblies(MWA) can degrade the performance of instruments with high pointing precision and stability on spacecraft.This paper concentrates on analyzing and testing the... The microvibrations produced by momentum wheel assemblies(MWA) can degrade the performance of instruments with high pointing precision and stability on spacecraft.This paper concentrates on analyzing and testing the microvibrations produced by MWA.We analyze the disturbance sources produced by mass imbalance,structural mode,bearing irregularity and nonlinear stiffness,and random noise;then,test a well-balanced MWA by a highly sensitive measurement system consisting of a Kistler table and an optical tabletop.The results show that the test system has a resolution of less than 0.003 N in the frequency range of 3-300 Hz.The dynamic imbalance of the MWA cannot excite the radial rocking mode,but there are dynamic amplifications when the poly-harmonic disturbances intersect with the structural modes.Especially at high rotational speed(〉3 000 rev/min),the main disturbance sources of the MWA come from the bearing irregularity interacting with radial translation mode in the high frequency range.Thus,bearing noise deserves more attention for the well-balanced MWA,and alternative of high quality bearings are proposed to reduce the microvibrations. 展开更多
关键词 momentum wheel assemblies microvibration bearing irregularity mass imbalance vibration analysis
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Defect detection in freight railcar tapered-roller bearings using vibration techniques 被引量:2
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作者 Constantine Tarawneh Joseph Montalvo Brent Wilson 《Railway Engineering Science》 2021年第1期42-58,共17页
Currently,there are two types of defect detection systems used to monitor the health of freight railcar bearings in service:wayside hot-box detection systems and trackside acoustic detection systems.These systems have... Currently,there are two types of defect detection systems used to monitor the health of freight railcar bearings in service:wayside hot-box detection systems and trackside acoustic detection systems.These systems have proven to be inefficient in accurately determining bearing health,especially in the early stages of defect development.To that end,a prototype onboard bearing condition monitoring system has been developed and validated through extensive laboratory testing and a designated field test in 2015 at the Transportation Technology Center,Inc.in Pueblo,CO.The devised system can accurately and reliably characterize the health of bearings based on developed vibration thresholds and can identify defective taperedroller bearing components with defect areas smaller than 12.9 cm2 while in service. 展开更多
关键词 Railcar health monitoring Onboard condition monitoring systems Bearing defect detection Bearing vibration signatures Bearing spectral analysis
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Chemical Analysis Method for Carbon Bearing Refractory Products——Determination of the Total Carbon by Combustion Gravimetric Method 被引量:1
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作者 Shen Keyin 《China's Refractories》 CAS 2007年第1期34-36,共3页
GB/T 13245-91 1 Theme and Scope This standard specifies the method abstract, reagents, apparatus, specimen, analyzing procedure, result calculation and permissible tolerance used for determination of the total carbon ... GB/T 13245-91 1 Theme and Scope This standard specifies the method abstract, reagents, apparatus, specimen, analyzing procedure, result calculation and permissible tolerance used for determination of the total carbon with combustion gravimetric method. 展开更多
关键词 Determination of the Total Carbon by Combustion Gravimetric Method Chemical analysis Method for Carbon Bearing Refractory Products
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Chemical Analysis Method for Carbon Bearing Refractory Products——Determination of Magnesium Oxide Content by CyDTA Volumetric Method
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作者 Zhang Xiaohui 《China's Refractories》 CAS 2007年第1期37-38,共2页
This standard specifies the method summary, reagents, apparatus, sampling, procedure, test results calculation and permissible tolerance of the determination of magnesium oxide by CyDTA volumetric method.
关键词 Determination of Magnesium Oxide Content by CyDTA Volumetric Method TEST Chemical analysis Method for Carbon Bearing Refractory Products
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Progressive collapse resisting capacity of reinforced concrete load bearing wall structures 被引量:1
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作者 Alireza Rahai Alireza Shahin Farzad Hatami 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第7期2730-2738,共9页
Reinforced concrete(RC) load bearing wall is widely used in high-rise and mid-rise buildings. Due to the number of walls in plan and reduction in lateral force portion, this system is not only stronger against earthqu... Reinforced concrete(RC) load bearing wall is widely used in high-rise and mid-rise buildings. Due to the number of walls in plan and reduction in lateral force portion, this system is not only stronger against earthquakes, but also more economical. The effect of progressive collapse caused by removal of load bearing elements, in various positions in plan and stories of the RC load bearing wall system was evaluated by nonlinear dynamic and static analyses. For this purpose, three-dimensional model of 10-story structure was selected. The analysis results indicated stability, strength and stiffness of the RC load-bearing wall system against progressive collapse. It was observed that the most critical condition for removal of load bearing walls was the instantaneous removal of the surrounding walls located at the corners of the building where the sections of the load bearing elements were changed. In this case, the maximum vertical displacement was limited to 6.3 mm and the structure failed after applying the load of 10 times the axial load bored by removed elements. Comparison between the results of the nonlinear dynamic and static analyses demonstrated that the "load factor" parameter was a reasonable criterion to evaluate the progressive collapse potential of the structure. 展开更多
关键词 reinforced concrete(RC) load bearing wall structure progressive collapse fiber sections nonlinear analysis load factor method
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Pseudo bearing sequence analysis 被引量:1
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作者 LIANG Guolong HUI Junying CAI Ping (Harbin Engineering University Harbin 150001) 《Chinese Journal of Acoustics》 2000年第1期22-34,共13页
A signal analyzing method, named pseudo bearing sequence analysis (PBSA), is proposed. The theoretical foundation and basic ideas of the method, as well as its practical applications in the area of underwater acoustic... A signal analyzing method, named pseudo bearing sequence analysis (PBSA), is proposed. The theoretical foundation and basic ideas of the method, as well as its practical applications in the area of underwater acoustic signal processing, are introduced. A signal detector named variance-of-pseudo-bearing detector (VPBD) is presented as well, which is superior to variance-of-instantaneous frequency detector (VIFD ) in t he reverberation background. The validity of the proposed method bas been confirmed by means of both simulations in computer and the practical processing of trial data. 展开更多
关键词 PBSA Pseudo bearing sequence analysis
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