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Micromechanical testing and property upscaling of planetary rocks:A critical review 被引量:1
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作者 Yiwei Liu Guoping Zhang +1 位作者 Jiangmei Qiao Xuhai Tang 《International Journal of Mining Science and Technology》 SCIE EI CAS CSCD 2024年第9期1217-1241,共25页
Knowledge of the mechanical behavior of planetary rocks is indispensable for space explorations.The scarcity of pristine samples and the irregular shapes of planetary meteorites make it difficult to obtain representat... Knowledge of the mechanical behavior of planetary rocks is indispensable for space explorations.The scarcity of pristine samples and the irregular shapes of planetary meteorites make it difficult to obtain representative samples for conventional macroscale rock mechanics experiments(macro-RMEs).This critical review discusses recent advances in microscale RMEs(micro-RMEs)techniques and the upscaling methods for extracting mechanical parameters.Methods of mineralogical and microstructural analyses,along with non-destructive mechanical techniques,have provided new opportunities for studying planetary rocks with unprecedented precision and capabilities.First,we summarize several mainstream methods for obtaining the mineralogy and microstructure of planetary rocks.Then,nondestructive micromechanical testing methods,nanoindentation and atomic force microscopy(AFM),are detailed reviewed,illustrating the principles,advantages,influencing factors,and available testing results from literature.Subsequently,several feasible upscaling methods that bridge the micro-measurements of meteorite pieces to the strength of the intact body are introduced.Finally,the potential applications of planetary rock mechanics research to guiding the design and execution of space missions are environed,ranging from sample return missions and planetary defense to extraterrestrial construction.These discussions are expected to broaden the understanding of the microscale mechanical properties of planetary rocks and their significant role in deep space exploration. 展开更多
关键词 METEORITES planetary rock mechanics Non-destructive testing Upscaling method Extraterrestrial construction Space exploration
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Accelerating the establishment of a new science-policy panel to address the triple planetary crisis
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作者 Junyu Wang Fengchang Wu +4 位作者 Huan Zhong Xiaoli Zhao Zhi Tang Lin Niu Xia Wang 《Environmental Science and Ecotechnology》 SCIE 2024年第6期5-6,共2页
he triple planetary crisis—climate change,biodiversity loss,and pollution—threatens planetary health.In response to these challenges,the Intergovernmental Panel on Climate Change(IPCC)was established in 1988,followe... he triple planetary crisis—climate change,biodiversity loss,and pollution—threatens planetary health.In response to these challenges,the Intergovernmental Panel on Climate Change(IPCC)was established in 1988,followed by the formation of the Intergovernmental Science-Policy Platform on Biodiversity and Ecosystem Services(IPBES)in 2012.Ongoing global initiatives through IPCC and IPBES have significantly advanced scientific understanding,raised public awareness,and informed policy-making in relation to climate change and biodiversity loss.However,pollution remains a pressing concern in all three crises. 展开更多
关键词 planetary climate POLICY
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Planetary health risks in urban agriculture
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作者 Nilanjana Ganguli Anna Maria Subic +1 位作者 Janani Maheswaran Byomkesh Talukder 《Global Health Journal》 2024年第1期4-10,共7页
Urban agriculture is gaining recognition for its potential contributions to environmental resilience and climate change adaptation,providing advantages such as urban greening,reduced heat island effects,and decreased ... Urban agriculture is gaining recognition for its potential contributions to environmental resilience and climate change adaptation,providing advantages such as urban greening,reduced heat island effects,and decreased air pollution.Moreover,it indirectly supports communities during weather events and natural disasters,ensuring food security and fostering community cohesion.However,concerns about planetary health risks persist in highly urbanized and climate-affected areas.Employing electronic databases such as Web of Science and PubMed and adhering to Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines,we identified 55 relevant papers to comprehend the planetary health risks associated with urban agriculture,The literature review identified five distinct health risks related to urban agriculture:(1)trace metal risks in urban farms;(2)health risks associated with wastewater irrigation;(3)zoonotic risks;(4)other health risks;and(5)social and economic risks.The study highlights that urban agriculture,while emphasizing environmental benefits,particularly raises concerns about trace metal bioaccumulation in soil and vegetables,posing health risks for populations.Other well studied risks included wastewater irrigation and backyard livestock farming.The main limitations in the available literature were in studying infectious diseases and antibiotic resistance associated with urban agriculture. 展开更多
关键词 Urban agriculture URBANIZATION Systems-thinking planetary health impacts Comprehensive risk analysis planetary Health Risks Analysis of Urban Agriculture Framework(PHRAUAF) HEURISTIC
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The Formation of Oscillation Patterns Based on the Planetary Gravitational Field and Their Suitability for Earthquake Prediction
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作者 Michael E. Nitsche 《Journal of High Energy Physics, Gravitation and Cosmology》 CAS 2024年第1期149-157,共9页
The fluctuating planetary gravitational field influences not only activities on the Sun but also on the Earth. A special correlation function describes the harmonics of these fluctuations. Groups of earthquakes form o... The fluctuating planetary gravitational field influences not only activities on the Sun but also on the Earth. A special correlation function describes the harmonics of these fluctuations. Groups of earthquakes form oscillation patterns that differ significantly from randomly chosen control groups. These patterns are suitable as an element of an AI for the probability of earthquakes. 展开更多
关键词 planetary Gravitational Field Earthquake Prediction AI
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Black Hole Singularities and Planetary Formation
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作者 Louise Riofrio 《Journal of Applied Mathematics and Physics》 2024年第4期1079-1088,共10页
The goal of this research is to explore the effects of black hole singularities. Methodology is to start with large objects like galaxies and continue to smaller objects within our solar neighbourhood. High-redshift o... The goal of this research is to explore the effects of black hole singularities. Methodology is to start with large objects like galaxies and continue to smaller objects within our solar neighbourhood. High-redshift observations from the James Webb Space Telescope reveal that distant galaxies and their central black holes formed shortly after the Big Bang. An innovation about the speed of light explains how supermassive black holes could have formed primordially. Predictions of Hawking radiation include the possibility of black holes contributing to the energy of stars such as the Sun. Black holes have also been suggested as a source of radiation and magnetic fields in giant planets. Observations of Enceladus raise the possibility that this moon and other objects near Saturn’s Rings contain small singularities. Extrapolations of this methodology indicate that black holes could exist within solar system bodies including planets. Extended discussion describes how their presence could explain mysteries of internal heat, planetary magnetic fields, and processes of solar system formation. 展开更多
关键词 Black Holes GALAXIES Magnetic Fields Planets planetary Formation Speed of Light
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Research on Instantaneous Angular Speed Signal Separation Method for Planetary Gear Fault Diagnosis
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作者 Xinkai Song Yibao Zhang Shuo Zhang 《Modern Mechanical Engineering》 2024年第2期39-50,共12页
Planetary gear train is a critical transmission component in large equipment such as helicopters and wind turbines. Conducting damage perception of planetary gear trains is of great significance for the safe operation... Planetary gear train is a critical transmission component in large equipment such as helicopters and wind turbines. Conducting damage perception of planetary gear trains is of great significance for the safe operation of equipment. Existing methods for damage perception of planetary gear trains mainly rely on linear vibration analysis. However, these methods based on linear vibration signal analysis face challenges such as rich vibration sources, complex signal coupling and modulation mechanisms, significant influence of transmission paths, and difficulties in separating damage information. This paper proposes a method for separating instantaneous angular speed (IAS) signals for planetary gear fault diagnosis. Firstly, this method obtains encoder pulse signals through a built-in encoder. Based on this, it calculates the IAS signals using the Hilbert transform, and obtains the time-domain synchronous average signal of the IAS of the planetary gear through time-domain synchronous averaging technology, thus realizing the fault diagnosis of the planetary gear train. Experimental results validate the effectiveness of the calculated IAS signals, demonstrating that the time-domain synchronous averaging technology can highlight impact characteristics, effectively separate and extract fault impacts, greatly reduce the testing cost of experiments, and provide an effective tool for the fault diagnosis of planetary gear trains. 展开更多
关键词 planetary Gear Train Encoder Signal Instantaneous Angular Speed Signal Time-Domain Synchronous Averaging Fault Diagnosis
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Point-symmetry in SNR G1.9+0.3:A Supernova that Destroyed its Planetary Nebula Progenitor
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作者 Noam Soker 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2024年第1期165-172,共8页
I analyze a new X-ray image of the youngest supernova remnant(SNR)in the Galaxy,which is the type Ia SNR G1.9+0.3,and reveal a very clear point-symmetrical structure.Since explosion models of type Ia supernovae(SNe Ia... I analyze a new X-ray image of the youngest supernova remnant(SNR)in the Galaxy,which is the type Ia SNR G1.9+0.3,and reveal a very clear point-symmetrical structure.Since explosion models of type Ia supernovae(SNe Ia)do not form such morphologies,the point-symmetrical morphology must come from the circumstellar material(CSM)into which the ejecta expands.The large-scale point-symmetry that I identify and the known substantial deceleration of the ejecta of SNR G1.9+0.3 suggest a relatively massive CSM of■1M⊙.I argue that the most likely explanation is the explosion of this SN Ia into a planetary nebula.The scenario that predicts a large fraction of SN Ia inside PNe(SNIPs)is the core degenerate scenario.Other SN Ia scenarios might lead to only a very small fraction of SNIPs or none at all. 展开更多
关键词 (stars:)supernovae:general ISM:supernova remnants (stars:)binaries(including multiple):close (ISM:)planetary nebulae:general stars:jets
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Direct measurement and theoretical prediction model of interparticle adhesion force between irregular planetary regolith particles 被引量:2
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作者 Heping Xie Qi Wu +3 位作者 Yifei Liu Yachen Xie Mingzhong Gao Cunbao Li 《International Journal of Mining Science and Technology》 SCIE EI CAS CSCD 2023年第11期1425-1436,共12页
Interparticle adhesion force has a controlling effect on the physical and mechanical properties of planetary regolith and rocks.The current research on the adhesion force of planetary regolith and rock particles has b... Interparticle adhesion force has a controlling effect on the physical and mechanical properties of planetary regolith and rocks.The current research on the adhesion force of planetary regolith and rock particles has been primarily based on the assumption of smooth spherical particles to calculate the intergranular adhesion force;this approach lacks consideration for the adhesion force between irregular shaped particles.In our study,an innovative approach was established to directly measure the adhesion force between the arbitrary irregular shaped particles;the probe was modified using simulated lunar soil particles that were a typical representation of planetary regolith.The experimental results showed that for irregular shaped mineral particles,the particle size and mineral composition had no significant influence on the interparticle adhesion force;however,the complex morphology of the contact surface predominantly controlled the adhesion force.As the contact surface roughness increased,the adhesion force gradually decreased,and the rate of decrease gradually slowed;these results were consistent with the change trend predicted via the theoretical models of quantum electrodynamics.Moreover,a theoretical model to predict the adhesion force between the irregular shaped particles was constructed based on Rabinovich’s theory,and the prediction results were correlated with the experimental measurements. 展开更多
关键词 planetary regolith Adhesion force Particle morphology Prediction model
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Wind Turbine Planetary Gearbox Fault Diagnosis via Proportion-Extracting Synchrosqueezing Chirplet Transform 被引量:2
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作者 Dong Zhang Zhipeng Feng 《Journal of Dynamics, Monitoring and Diagnostics》 2023年第3期177-182,共6页
Wind turbine planetary gearboxes usually work under time-varying conditions,leading to nonstationary vibration signals.These signals often consist of multiple time-varying components with close instantaneous frequenci... Wind turbine planetary gearboxes usually work under time-varying conditions,leading to nonstationary vibration signals.These signals often consist of multiple time-varying components with close instantaneous frequencies.Therefore,high-quality time-frequency analysis(TFA)is needed to extract the time-frequency feature from such nonstationary signals for fault diagnosis.However,it is difficult to obtain high-quality timefrequency representations(TFRs)through conventional TFA methods due to low resolution and time-frequency blurs.To address this issue,we propose a new TFA method termed the proportion-extracting synchrosqueezing chirplet transform(PESCT).Firstly,the proportion-extracting chirplet transform is employed to generate highresolution underlying TFRs.Then,the energy concentration of the underlying TFRs is enhanced via the synchrosqueezing transform.Finally,wind turbine planetary gearbox fault can be diagnosed by analysis of the dominant time-varying components revealed by the concentrated TFRs with high resolution.The proposed PESCT is suitable for achieving high-quality TFRs for complicated nonstationary signals.Numerical and experimental analyses validate the effectiveness of the PESCT in characterizing the nonstationary signals from wind turbine planetary gearboxes. 展开更多
关键词 nonstationary signal planetary gearbox synchrosqueezing transform time-frequency analysis wind turbine
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Do Planetary Transits Predict Synchronicity Experience?
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作者 Robert G. Sacco 《Journal of Behavioral and Brain Science》 CAS 2023年第3期33-44,共12页
Synchronicity involves the experience of personal meaning entangled with ambiguous coincidences in time. Ambiguity results from incomplete information about the chances of various events occurring. The problem that th... Synchronicity involves the experience of personal meaning entangled with ambiguous coincidences in time. Ambiguity results from incomplete information about the chances of various events occurring. The problem that this study addresses is the lack of empirical research on synchronicity. This study sought to address this problem by exploring the astrological hypothesis that planetary transits predict synchronicity events. Synchronicities were compared with the probability distributions of planetary transits. In comparison with the base rate prediction, planetary transits were not a significant predictor of synchronicity events. The findings of this study provide new insight into the complex, multifaceted, and ambiguous phenomenon of synchronicity. The concept of ambiguity tolerance plays a significant role in synchronicity research since ambiguity cannot be completely eliminated. 展开更多
关键词 ASTROLOGY Fibonacci Numbers planetary Transits SYNCHRONICITY
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A Morphological Study of Two Young Multipolar Planetary Nebulae
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作者 Shi-Bo Wen Chih-Hao Hsia +2 位作者 Xiao-Xi Kang Rui Chen Tao Luo 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2023年第3期170-182,共13页
We carry out an optical morphological and infrared spectral study for two young planetary nebulae(PNs)Hen2-158 and Pe 1-1 to understand their complex shapes and dust properties.Hubble Space Telescope optical images re... We carry out an optical morphological and infrared spectral study for two young planetary nebulae(PNs)Hen2-158 and Pe 1-1 to understand their complex shapes and dust properties.Hubble Space Telescope optical images reveal that these nebulae have several bipolar-lobed structures and a faint arc with a clear boundary is located at the northwestern side of Pe 1-1.The presence of this arc-shaped structure suggests that the object interacts with its nearby interstellar medium.Spitzer IRS spectroscopic observations of these young nebulae clearly show prominent unidentified infrared emission features and a weak silicate band in Pe 1-1,indicating that Hen 2-158 is a carbonrich nebula and Pe 1-1 has a mixed chemistry dust environment.Furthermore,we construct two three-dimensional models for these PNs to realize their intrinsic structures.The simulated models of the nebulae suggest that multipolar nebulae may be more numerous than we thought.Our analyses of spectral energy distributions for Hen 2-158 and Pe 1-1 show that they have low luminosities and low stellar effective temperatures,suggesting that these nebulae are young PNs.A possible correlation between typical multipolar young PNs and nested nebulae is also discussed. 展开更多
关键词 NORTHWESTERN STELLAR planetary
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Effect of Milling Parameters on DEM Modeling of a Planetary Ball Mill
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作者 Mohsen Mhadhbi 《Advances in Materials Physics and Chemistry》 CAS 2023年第4期49-58,共10页
The effects of the milling parameters involving shape of powder particles, rotation speed, and ball-to-powder diameter (BPDR) on DEM modeling in the planetary ball mill were investigated. BPDR was varied from 1 to 10.... The effects of the milling parameters involving shape of powder particles, rotation speed, and ball-to-powder diameter (BPDR) on DEM modeling in the planetary ball mill were investigated. BPDR was varied from 1 to 10. The results revealed that the size and shape of the powder particles do not give a significant change in simulation results when BPDR attains maximum value of 10. The increasing of BPDR leads to the increase of simulation time and size. Hence, the effect of change of the powder particle shape on the calculated data size is not significant. The results also revealed that the increasing rotation speed increases impact energy between powder particles. 展开更多
关键词 DEM Modeling Milling Parameters planetary Ball Mill Particles Shape
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Physical and Kinematical Characteristics of Wolf–Rayet Central Stars and their Host Planetary Nebulae
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作者 Z.Awad A.Ali 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2023年第9期219-240,共22页
We address the physical and kinematical properties of Wolf–Rayet[WR]central stars(CSs)and their host planetary nebulae(PNe).The studied sample comprises all[WR]CSs that are currently known.The analysis is based on re... We address the physical and kinematical properties of Wolf–Rayet[WR]central stars(CSs)and their host planetary nebulae(PNe).The studied sample comprises all[WR]CSs that are currently known.The analysis is based on recent observations of the parallax,proper motion,and color index of[WR]CSs from the Gaia space mission’s early third release(eDR3)catalog,as well as common nebular characteristics.The results revealed an evolutionary sequence,in terms of decreasing Teff,from the early hot[WO 1]to the late cold[WC 12]stars.This evolutionary sequence extends beyond[WR]CS temperature and luminosity to additional CS and nebular characteristics.The statistical analysis shows that the mean final stellar mass and evolutionary age of the[WR]CS sample are 0.595±0.13M⊙and 9449±2437 yr,respectively,with a mean nebular dynamical age of 7270±1380 yr.In addition,we recognize that the color of the majority(∼85%)of[WR]CSs tends to be red rather than their genuine blue color.The analysis indicates that two-thirds of the apparent red color of most[WR]s is attributed to the interstellar extinction whereas the other one-third is due to the PN self-extinction effect. 展开更多
关键词 Wolf-Rayet-(ISM )planetary nebulae general-ISM kinematics and dynamics
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Second Approximation of the Generalized Planetary Equation Based upon Golden Metric Tensors
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作者 Nura Yakubu Hayatu Abbba Ibrahim +1 位作者 Musa Hashimu Umar Bappah Alkali 《Journal of High Energy Physics, Gravitation and Cosmology》 CAS 2023年第1期7-26,共20页
In this paper, we consider the Post Einstein Planetary equation of motion. We succeeded in offering a solution using second approximation method, in which we obtained eight exact mathematical solutions that rebel amaz... In this paper, we consider the Post Einstein Planetary equation of motion. We succeeded in offering a solution using second approximation method, in which we obtained eight exact mathematical solutions that rebel amazing theoretical results. To the order of C<sup>-2</sup>, two of these exact solutions are reduced to the approximate solutions from the method of successive approximations. 展开更多
关键词 Golden Matric Tensors Einstein’s planetary Equation
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The Variability and Radial Velocity of Planetary Nebula Central Stars
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作者 A.Ali A.Mindil 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2023年第4期66-71,共6页
The extremely accurate estimates of stellar variability and radial velocity in the Gaia Data Release 3(Gaia DR3)have enabled us to examine the close binarity and radial velocity(RV)of central stars(CSs)of planetary ne... The extremely accurate estimates of stellar variability and radial velocity in the Gaia Data Release 3(Gaia DR3)have enabled us to examine the close binarity and radial velocity(RV)of central stars(CSs)of planetary nebulae(PNe).This study is twofold:(1)searching for new close binary CS candidates to better understand how binarity affects the formation and evolution of PNe;and(2)extending the sample size of known RVs of PNe in order to understand their kinematics and the dynamics of the Milky Way.As a target sample,we used all true,possible,and likely PNe available in the literature.Then,we looked for their matched Gaia DR3 sources that provide measurements of variability and RV.As a result,we detected the first large collection of trustworthy photometric variability of 26 symbiotic stars and 82 CSs.In this CS group,there are 24 sources already classified as true close binary CSs in the literature.Hence,we discovered 58 new close binary CS candidates.This close binary(CB)sample represents more than half of what is currently available in the literature.In addition,we identified the radial velocities for 51 PNe.To our knowledge,24 of these were measured for the first time.The RV measurements predicted by Gaia,based on the Doppler shift of the CS absorption lines,and those derived from nebular emission lines,show satisfactory agreement except for a few extremely high-velocity PNe. 展开更多
关键词 (ISM:)planetary nebulae general-stars variables general-(stars:)binaries eclipsing-(stars:)binaries symbiotic-techniques radial velocities
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基于Matlab/Simulink的转速控制系统设计与应用 被引量:1
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作者 李峥 桂勇 +3 位作者 明安波 王旭 卢文秀 褚福磊 《实验室研究与探索》 CAS 北大核心 2024年第7期12-16,共5页
风力发电机组由于受到风切变的影响会产生各种冲击,造成行星齿轮的破损和风电设备的各种故障。针对不同转速下风力发电机行星齿轮故障信号及振动运行情况开展实验教学与研究,利用实验室现有风电齿轮箱试验台,基于Matlab/Simulink设计、... 风力发电机组由于受到风切变的影响会产生各种冲击,造成行星齿轮的破损和风电设备的各种故障。针对不同转速下风力发电机行星齿轮故障信号及振动运行情况开展实验教学与研究,利用实验室现有风电齿轮箱试验台,基于Matlab/Simulink设计、开发一套转速控制模块。通过该模块可有效控制及模拟风电发电机组的启、停及波动情况下运行状态;利用采集到不同运行状态下行星齿轮断齿运行情况,通过后续数据分析对比验证了设备的可靠性,为今后开展行星齿轮各种运行状态下的实验教学及科研提供了实验平台。 展开更多
关键词 风力发电 行星齿轮 实验教学 转速控制
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无传动间隙的3K行星齿轮减速器设计 被引量:1
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作者 王慰军 杨桂林 +1 位作者 杜庆皓 陈庆盈 《中国机械工程》 EI CAS CSCD 北大核心 2024年第1期36-44,55,共10页
3K行星齿轮减速器的啮合齿轮副存在齿侧间隙,使得传动链中引入了传动间隙,导致传动精度降低以及换向冲击。为消除3K行星齿轮减速器的传动间隙,利用3K行星齿轮传动中行星架不参与力矩传递的特性,提出了一种柔性行星架以消除传动间隙,并... 3K行星齿轮减速器的啮合齿轮副存在齿侧间隙,使得传动链中引入了传动间隙,导致传动精度降低以及换向冲击。为消除3K行星齿轮减速器的传动间隙,利用3K行星齿轮传动中行星架不参与力矩传递的特性,提出了一种柔性行星架以消除传动间隙,并通过仿真分析验证了所提消隙机构的有效性。通过配齿及效率优化实现了高效的正向和反向传动。研制样机并进行了传动精度、滞回特性、正弦响应误差、正向传动效率、反向传动效率以及反向启动扭矩测试,结果验证了所提柔性行星架对消除3K行星齿轮减速器传动间隙、提高传动精度和传动效率以及提高反向传动性能的有效性。 展开更多
关键词 3K行星齿轮减速器 柔性行星架 反向传动 消隙 协作机器人
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基于SPWVD与知识蒸馏的行星变速器故障诊断研究
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作者 马超 郑鑫辉 +1 位作者 王少红 徐小力 《电子测量与仪器学报》 CSCD 北大核心 2024年第5期29-37,共9页
行星变速器运行工况多是非平稳运行工况,运行过程中齿轮啮合振动信号相互耦合导致测试信号混叠,其隐藏故障诊断难度增大;同时应用复杂的神经网络模型进行故障诊断预测时多数会收到工业现场边缘计算设备硬件的限制。针对相关问题,在保证... 行星变速器运行工况多是非平稳运行工况,运行过程中齿轮啮合振动信号相互耦合导致测试信号混叠,其隐藏故障诊断难度增大;同时应用复杂的神经网络模型进行故障诊断预测时多数会收到工业现场边缘计算设备硬件的限制。针对相关问题,在保证行星变速器故障诊断准确率的情况下减少网络模型的参数量,提出了一种应用平滑伪维格纳-威利分布(smooth and pseudo Wigner-Vile distribution, SPWVD)与知识蒸馏结合的智能识别模型用于行星变速器故障诊断。首先,利用集合经验模态分解(EEMD)方法将多分量振动信号分解后选取单分量信号进行SPWVD计算后线性叠加得到二维时频图作为输入,以ResNet101为教师模型指导学生模型MobileNet进行训练,复杂教师模型将数据中的知识传授给学生模型,提高了学生模型的精度。将该方法与同类方法进行了对比,结果表明,模型以牺牲2.43%准确率为代价,存储成本下降为教师模型的24.55%,相较未知识蒸馏的MobileNet的准确率提高了9.61%,实现模型轻量化。本研究方法对提高深度学习模型在工程实际应用,降低边缘计算设备部署成本提供了一种有效且可行的解决方法。 展开更多
关键词 故障诊断 SPWVD 知识蒸馏 MobileNet 行星变速器
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基于格拉姆角场与深度卷积生成对抗网络的行星齿轮箱故障诊断 被引量:2
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作者 古莹奎 石昌武 陈家芳 《噪声与振动控制》 CSCD 北大核心 2024年第1期111-118,共8页
针对行星齿轮箱故障诊断中样本分布不均衡所引起的模型泛化能力差及诊断精度低等问题,采用格拉姆角场图像编码技术和深度卷积生成对抗网络相结合进行数据增强,融合AlexNet卷积神经网络进行故障诊断。将采集到的一维振动信号转化为格拉... 针对行星齿轮箱故障诊断中样本分布不均衡所引起的模型泛化能力差及诊断精度低等问题,采用格拉姆角场图像编码技术和深度卷积生成对抗网络相结合进行数据增强,融合AlexNet卷积神经网络进行故障诊断。将采集到的一维振动信号转化为格拉姆角场图,按比例划分训练集与测试集,将训练集样本与随机向量输入到深度卷积生成对抗网络模型中,交替训练生成器与判别器,达到纳什平衡,生成与原始样本类似的生成样本,从而实现故障样本的增广。用原始样本与生成的增广样本训练卷积神经网络分类模型,完成行星齿轮箱的故障识别。实验结果表明,所提方法能够有效提升样本不均衡条件下的行星齿轮箱故障诊断精度,使之达到99.15%,且能使收敛速度更快。 展开更多
关键词 故障诊断 格拉姆角场 深度卷积生成对抗网络 卷积神经网络 行星齿轮箱
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应用滑动轴承的风电齿轮箱行星轮系动力学建模及解耦方法
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作者 唐浩 谭建军 +3 位作者 李浩 朱才朝 叶伟 孙章栋 《中国机械工程》 EI CAS CSCD 北大核心 2024年第4期591-601,共11页
在行星轮系动力学建模中,常以非线性油膜力或线性刚度-阻尼形式考虑其对系统动力学特性的影响,前者仿真精度高但计算成本也高,后者计算效率高却忽略了油膜力和轴颈-轴套偏心量的时变性,仿真精度有限。为此,以2MW级风电齿轮箱为研究对象... 在行星轮系动力学建模中,常以非线性油膜力或线性刚度-阻尼形式考虑其对系统动力学特性的影响,前者仿真精度高但计算成本也高,后者计算效率高却忽略了油膜力和轴颈-轴套偏心量的时变性,仿真精度有限。为此,以2MW级风电齿轮箱为研究对象,建立滑动轴承时变线性刚度-阻尼模型,提出计入轴颈-轴套时变偏心量的滑动轴承附加偏心修正力计算方法;利用行星架销轴-行星轮变形协调关系,将时变线性刚度-阻尼模型与附加偏心修正力进行耦合;建立应用滑动轴承的风电齿轮箱行星轮系动力学模型,对比了工况和轴承参数对模型计算精度与系统动态响应的影响,并通过试验加以验证。研究结果表明,齿轮副动态啮合力波动会使滑动轴承刚度-阻尼系数和附加偏心修正力产生周期性变化;在稳定和瞬态工况下,提出的模型可以很好地预测系统响应,尤其是行星轮振动响应;减小滑动轴承宽径比与间隙、增大输入转矩可以改善系统均载性能。 展开更多
关键词 风电齿轮箱 行星轮系 滑动轴承 动力学
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