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Acoustical environment of urban area related to the city development
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作者  Liu XiaotuDepartment of Architecture, Southeast University, Nanjing 210096, China  《Journal of Environmental Sciences》 SCIE EI CAS CSCD 1998年第3期79-84,共6页
AcousticalenvironmentofurbanarearelatedtothecitydevelopmentLiuXiaotuDepartmentofArchitecture,SoutheastUniv... AcousticalenvironmentofurbanarearelatedtothecitydevelopmentLiuXiaotuDepartmentofArchitecture,SoutheastUniversity,Nanjing210... 展开更多
关键词 acoustical ENVIRONMENT CITY planning URBAN area ROAD network SOUND barrier.
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Radiation force and torque on a two-dimensional circular cross-section of a non-viscous eccentric layered compressible cylinder in acoustical standing waves
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作者 F G Mitri 《Chinese Physics B》 SCIE EI CAS CSCD 2021年第2期355-366,共12页
The purpose of this study is to develop an analytical formalism and derive series expansions for the time-averaged force and torque exerted on a compound coated compressible liquid-like cylinder,insonified by acoustic... The purpose of this study is to develop an analytical formalism and derive series expansions for the time-averaged force and torque exerted on a compound coated compressible liquid-like cylinder,insonified by acoustic standing waves having an arbitrary angle of incidence in the polar(transverse)plane.The host medium of wave propagation and the eccentric liquid-like cylinder are non-viscous.Numerical computations illustrate the theoretical analysis with particular emphases on the eccentricity of the cylinder,the angle of incidence and the dimensionless size parameters of the inner and coating cylindrical fluid materials.The method to derive the acoustical scattering,and radiation force and torque components conjointly uses modal matching with the addition theorem,which adequately account for the multiple wave interaction effects between the layer and core fluid materials.The results demonstrate that longitudinal and lateral radiation force components arise.Moreover,an axial radiation torque component is quantified and computed for the non-absorptive compound cylinder,arising from geometrical asymmetry considerations as the eccentricity increases.The computational results reveal the emergence of neutral,positive,and negative radiation force and torque depending on the size parameter of the cylinder,the eccentricity,and the angle of incidence of the insonifying field.Moreover,based on the law of energy conservation applied to scattering,numerical verification is accomplished by computing the extinction/scattering energy efficiency.The results may find some related applications in fluid dynamics,particle trapping,mixing and manipulation using acoustical standing waves. 展开更多
关键词 radiation force radiation torque liquid compound cylinder multiple scattering acoustical standing waves
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Characterization of Acoustical Worship Heritage in Schmerzhaften Mutter Gottes, Vilgertshofen-Germany
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作者 Menino Allan S.M.Peter Tavares 《Journal of Civil Engineering and Architecture》 2020年第4期190-198,共9页
The dynamics between sound decay and soundscape determines the acoustical worship heritage in a worship space that needs to be conserved along interventions in time.The soundscape of Schmerzhaften Mutter Gottes,Vilger... The dynamics between sound decay and soundscape determines the acoustical worship heritage in a worship space that needs to be conserved along interventions in time.The soundscape of Schmerzhaften Mutter Gottes,Vilgertshofen was measured by derived Acoustical Worship Parameters:Sacred Awe(SAWE),Sacred Intelligibility(SINT),and Sacred Silence(SSIL)for“TOCCATA”of Johann Sebastian Bach rendered on the pipe organ.The sound energy decay in the church,conducted from two sources:choir loft and altar,generated acoustical monaural measures(RT60,EDT,D50,C80,TS,STI,Leq)in accordance with ISO-3382.The Reverberation Time(RT60)spectral analysis and Loudness(Leq)positional analysis showed the church to be more reverberant for the impulse from the altar location on the sanctuary floor and optimally loud for the impulse from the pipe-organ location on the choir-loft.SAWE,SINT and SSIL significantly related with subjective acoustical quality of Balance(SAQBAL)and Loudness(Leq)(p≤0.05).SAQBAL showed positive correlation with rapid speech transmission index(RASTI)(p=0.18). 展开更多
关键词 Sound decay soundscape acoustical WORSHIP IMPRESSIONS acoustical WORSHIP HERITAGE CHURCH conservation
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The Peculiarities of Acoustical Monitoring of Moving Objects in Shallow Water Areas
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作者 Manel Monteiro Victor Svet Donald Sandilands 《Open Journal of Acoustics》 2014年第3期145-154,共10页
The article considers peculiarities of underwater monitoring of moving objects in the shallow water areas, particularly seaports. These areas are characterized by a multitude of factors influencing the efficiency of d... The article considers peculiarities of underwater monitoring of moving objects in the shallow water areas, particularly seaports. These areas are characterized by a multitude of factors influencing the efficiency of detection. Nonstationarity conditions of sound propagation and specific interference caused by shipping are the major factors. The various algorithms for the space-time signal processing have been tested and some experimental results are presented. It has been shown that the use of clipped mode in conjunction with the correlation processing of wideband signals and subsequent speckle tracking allow realizing high efficiency of monitoring. 展开更多
关键词 acoustical UNDERWATER MONITORING SHALLOW Water Areas Multi-Ray PROPAGATION Correlation Processing Speckle-Tracking
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Some Aspects of Analysis of Dolphins’ Acoustical Signals
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作者 Vyacheslav Ryabov 《Open Journal of Acoustics》 2011年第2期41-54,共14页
Dolphins produce various types of sounds in a wide range of frequencies. Characteristics of some sounds till now have not been correctly registered, that influenced on interpretation of their functions. Studying of th... Dolphins produce various types of sounds in a wide range of frequencies. Characteristics of some sounds till now have not been correctly registered, that influenced on interpretation of their functions. Studying of the characteristics and functions of dolphins’ acoustical signals is the purpose of the present work. In this work the acoustical signals of two dolphins (Tursiops truncatus) were registered by two-channel system in the frequencies band up to 200 kHz at quasi-stationary position of the dolphins. The dolphins along with whistles are producing the packs of coherent and non-coherent broadband pulses. The waveform and spectrum of coherent pulses was invariable within a pack, but considerably varies from a pack to a pack. The waveform of each non-coherent pulse vary from a pulse to a pulse in each pack, therefore their spectrum also vary from a pulse to a pulse and have many extremums in the band of 6 - 200 kHz. It is very likely that the non-coherent pulses play a part of phonemes of a dolphin spoken language and the probing signals of dolphin’s non- coherent sonar. The use possibility of the signals by dolphins for communication and orientation was considered, as the signals apparently are bimodal. Results of the work have significance for further studying of the dolphin’s sonar and spoken language. 展开更多
关键词 DOLPHINS HEARING SONAR acoustical SIGNALS Language ORIENTATION
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Effect of Ferroelectric Nanopowder on Electrical and Acoustical Properties of Cholesteric Liquid Crystal
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作者 Santosh Mani Madhavi Pradhan +5 位作者 Archana Sharma SRChawade Sameer Hadkar Krishnakant Mishra Jyoti Amare Pradip Sarawade 《Non-Metallic Material Science》 2020年第1期12-16,共5页
The composite materials based on nanopowder dispersed liquid crystals are important both from fundamental research and device applications due to their unique properties such as improvement in various properties like ... The composite materials based on nanopowder dispersed liquid crystals are important both from fundamental research and device applications due to their unique properties such as improvement in various properties like electrical,optical,thermal,energy storage and spontaneous polarization etc.The proper selection of nanoparticle and its size which to be dispersed in particular liquid crystals is very important for a particular application.In the present study,a ferroelectric nanopowder of Barium Titanate(BaTiO3)was dispersed in cholesteric liquid crystal and the same was confirmed by Fourier Transform Infrared(FTIR)Spectroscopy.The various acoustical properties like ultrasonic velocity,density,Adiabatic Compressibility,Rao Constant,Wada Constant and Acoustic Impedance were investigated by ultrasonic interferometer at room temperature at fixed frequency.The dielectric constant was determined by Precision Impedance Analyzer.In addition to these investigations,particle size and surface area were also measured.Our investigation shows enhanced in dielectric and acoustical properties which may be useful for device applications extensively in microelectronics,low cost-photovoltaic devices,and custom-shaped containers possibly applied as a coating. 展开更多
关键词 FERROELECTRIC NANOPOWDER CHOLESTERIC liquid CRYSTAL DIELECTRIC acoustical ULTRASONIC
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3D Characteristic Diagram of Acoustically Induced Surface Vibration with Different Landmines Buried 被引量:4
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作者 吴智强 张燕丽 +3 位作者 王驰 朱俊 徐文文 袁志文 《Transactions of Tianjin University》 EI CAS 2016年第4期367-373,共7页
The 3D characteristic diagram of acoustically induced surface vibration was employed to study the influence of different buried landmines on the acoustic detection signal. By using the vehicular experimental system fo... The 3D characteristic diagram of acoustically induced surface vibration was employed to study the influence of different buried landmines on the acoustic detection signal. By using the vehicular experimental system for acoustic landmine detection and the method of scanning detection, the 3D characteristic diagrams of surface vibration were measured when different objects were buried underground, including big plastic landmine, small plastic landmine, big metal landmine and bricks. The results show that, under the given conditions, the surface vibration amplitudes of big plastic landmine, big metal landmine, small plastic landmine and bricks decrease in turn. The 3D characteristic diagrams of surface vibration can be used to further identify the locations of buried landmines. 展开更多
关键词 acoustic-to-seismic(A/S) coupling acoustic landmine detection acoustic resonance surface vibration velocity
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Cluster modeling of the short-range correlation of acoustically emitted scattering signals
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作者 Dongjie Xue Lele Lu +2 位作者 Jie Zhou Lan Lu Yintong Liu 《International Journal of Coal Science & Technology》 EI CAS CSCD 2021年第4期575-589,共15页
As a widely used measurement technique in rock mechanics,spatial correlation modeling of acoustic emission(AE)scattering signals is attracting increasing focus for describing mechanical behavior quantitatively.Unlike ... As a widely used measurement technique in rock mechanics,spatial correlation modeling of acoustic emission(AE)scattering signals is attracting increasing focus for describing mechanical behavior quantitatively.Unlike the statistical description of the spatial distribution of randomly generated AE signals,spatial correlation modeling is based mainly on short-range correlation considering the interrelationship of adjacent signals.As a new idea from percolation models,the covering strategy is used to build the most representative cube cluster,which corresponds to the critical scale at peak stress.Its modeling process of critical cube cluster depends strongly on the full connection of the main fracture network,and the corresponding cube for coverage is termed the critical cube.The criticality pertains to not only the transition of local-to-whole connection of the fracture network but also the increasing-to-decreasing transition of the deviatoric stress with an obvious stress drop in the brittle failure of granite.Determining a reasonable critical cube guarantees the best observation scale for investigating the failure process.Besides,the topological connection induces the geometric criticality of three descriptors,namely anisotropy,pore fraction,and specific surface area,which are evaluated separately and effectively.The results show that cluster modeling based on the critical cube is effective and has criticality in both topology and geometry,as well as the triaxial behavior.Furthermore,the critical cube length presents a high confidence probability of being correlated to the mineral particle size.Besides,its pore fraction of cube cluster is influenced strongly by the critical cube length and confining pressure. 展开更多
关键词 Acoustic emission Spatial correlation modeling Cover strategy CRITICALITY Critical cube Cluster modeling
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Acoustical Modal Calculation for Rectangular Enclosure and Its Experimental Verification
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作者 王峰林 彭春野 +1 位作者 宋志琴 李华敏 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 1997年第2期101-106,共6页
AcousticalModalCalculationforRectangularEnclosureandItsExperimentalVerificationWANGFenglinPENGChunyieSONGZhi... AcousticalModalCalculationforRectangularEnclosureandItsExperimentalVerificationWANGFenglinPENGChunyieSONGZhiqinLIHuamin(王峰林)... 展开更多
关键词 ACOUSTIC mode RECTANGULAR ENCLOSURE adaptive FILTERING
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Coevolution of acoustical communication between obligate avian brood parasites and their hosts
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作者 Jiaojiao Wang Qihong Li Canchao Yang 《Avian Research》 CSCD 2020年第4期367-379,共13页
The mutually antagonistic processes producing adaptations and counter-adaptations in avian brood parasites and their hosts provide a model system for the study of coevolution;this topic has long been an area of focus ... The mutually antagonistic processes producing adaptations and counter-adaptations in avian brood parasites and their hosts provide a model system for the study of coevolution;this topic has long been an area of focus in ornithology and evolutionary biology.Although there is an extensive body of literature dealing with avian brood parasitism,few empirical studies have considered the effects of the coevolutionary processes associated with brood parasitism on the acoustic characteristics of parent–offspring communication.Under the strong selection pressures associated with brood parasitism,parasitic birds may,for instance,produce deceptive songs.The host may in turn evolve the ability to recognize these sounds as deceptive.At present,the mechanisms underlying the different competitive strategies employed by hosts and parasitic birds remain unclear.Here,we reviewed previous studies that investigated acoustic traits in scenarios of brood parasitism,highlighting possible adaptive functions.Using a meta-analysis,we identified no heterogeneity among studies of begging call adaptations in parasitic nestlings.However,our results may have been affected by the small number of applicable papers available for analysis.Our meta-analysis also suggested that studies of acoustic communication and transmission in adult hosts were highly heterogenous,suggesting that research methods were inconsistent among studies.Finally,we identified knowledge gaps and proposed several lines of future research. 展开更多
关键词 Acoustic communication Brood parasitism Coevolution Parasitic adaptations Anti-parasitic adaptations
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An Experimental Method to Determine the Cut-Off Frequency of an Acoustical Free Field in a Non-Ideal Environment
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作者 Mohammad Al Zubi 《Open Journal of Acoustics》 2018年第1期1-11,共11页
The availability of ideal conditions like anechoic chamber to characterize some sound parameters, like sound intensity and sound power necessities the determination of free field and cut off frequency measurements. In... The availability of ideal conditions like anechoic chamber to characterize some sound parameters, like sound intensity and sound power necessities the determination of free field and cut off frequency measurements. In this article, full experiment was executed at Wayne State University (Detroit-Michigan), to determine the cut off frequency in all directions;the obtained results showed that the free field can be determined for a specified space. So other tests can take place in this space avoiding regions where reflections and consequently noise can be found. Upon these results tests related to noise abatement in vehicles can be done in such environment. 展开更多
关键词 ACOUSTICS CUT-OFF Frequency SOUND FIELDS Noise
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Study on Acoustically Transparent Test Section of Aeroacoustic Wind Tunnel
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作者 Jinlei Lv Ning Wang +2 位作者 Daxiong Liao Yongsheng Yu Xinglong Gao 《Journal of Applied Mathematics and Physics》 2018年第1期1-10,共10页
On the purpose of accurate data acquisition for the aeroacoustic testing mostly in open jet test section of aeroacoustic wind tunnel, the large scale anechoic chamber is specifically designed to build the low backgrou... On the purpose of accurate data acquisition for the aeroacoustic testing mostly in open jet test section of aeroacoustic wind tunnel, the large scale anechoic chamber is specifically designed to build the low background noise environment. A newly acoustic test section is presented in this paper, of which the contour is similar as the closed test section, and the wall is fabricated by the fiber fabric, both the characteristics of closed and open jet test section of conventional wind tunnel are combined in it. By thoroughly researching on the acoustics and aerodynamics of this acoustically transparent test section, significant progress in reducing the background noises in test section and improving the ratio of energy of the wind tunnel and some other aspects have been achieved. Acoustically transparent test section behaves better in acoustics and aerodynamics than conventional acoustic test section because of their high definition in detecting the sound sources and great performance in transmitting sounds. 展开更多
关键词 AEROACOUSTIC Experiment SOUND TRANSPARENT PROPERTY ACOUSTIC Test Section Low BACKGROUND Noise SOUND Identification
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Acoustical properties of a 3D printed honeycomb structure filled with nanofillers:Experimental analysis and optimization for emerging applications
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作者 Jeyanthi Subramanian Vinoth kumar Selvaraj +3 位作者 Rohan Singh Ilangovan S Naresh Kakur Ruban Whenish 《Defence Technology(防务技术)》 SCIE EI CAS 2024年第5期248-258,共11页
The novelty of this research lies in the successful fabrication of a 3D-printed honeycomb structure filled with nanofillers for acoustic properties,utilizing an impedance tube setup in accordance with ASTM standard E ... The novelty of this research lies in the successful fabrication of a 3D-printed honeycomb structure filled with nanofillers for acoustic properties,utilizing an impedance tube setup in accordance with ASTM standard E 1050-12.The Creality Ender-3,a 3D printer,was used for printing the honeycomb structures,and polylactic acid(PLA)material was employed for their construction.The organic,inorganic,and polymeric compounds within the composites were identified using fourier transformation infrared(FTIR)spectroscopy.The structure and homogeneity of the samples were examined using a field emission scanning electron microscope(FESEM).To determine the sound absorption coefficient of the 3D printed honeycomb structure,numerous samples were systematically developed using central composite design(CCD)and analysed using response surface methodology(RSM).The RSM mathematical model was established to predict the optimum values of each factor and noise reduction coefficient(NRC).The optimum values for an NRC of 0.377 were found to be 1.116 wt% carbon black,1.025 wt% aluminium powder,and 3.151 mm distance between parallel edges.Overall,the results demonstrate that a 3Dprinted honeycomb structure filled with nanofillers is an excellent material that can be utilized in various fields,including defence and aviation,where lightweight and acoustic properties are of great importance. 展开更多
关键词 3D printing Honeycomb structure Acoustics Field emission scanning electron microscope Response surface methodology
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A Non-Singular Boundary Element Method for Interactions between Acoustical Field Sources and Structures
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作者 Qiang Sun 《Advances in Applied Mathematics and Mechanics》 SCIE 2023年第4期831-851,共21页
Localized point sources(monopoles)in an acoustical domain are implemented to a three dimensional non-singular Helmholtz boundary element method in the frequency domain.It allows for the straightforward use of higher o... Localized point sources(monopoles)in an acoustical domain are implemented to a three dimensional non-singular Helmholtz boundary element method in the frequency domain.It allows for the straightforward use of higher order surface elements on the boundaries of the problem.It will been shown that the effect of the monopole sources ends up on the right hand side of the resulting matrix system.Some carefully selected examples are studied,such as point sources near and within a concentric spherical core-shell scatterer(with theoretical verification),near a curved focusing surface and near a multi-scale and multi-domain acoustic lens. 展开更多
关键词 Acoustic monopoles acoustic lens boundary integral method quadratic elements
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Underwater hybrid near-field acoustical holography based on the measurement of vector hydrophone array 被引量:5
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作者 HU Bo,YANG DeSen & SUN Yu College of Underwater Acoustic Engineering,Harbin Engineering University,Harbin 150001,China 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS 2010年第6期1073-1079,共7页
Hybrid near-field acoustical holography(NAH) is developed for reconstructing acoustic radiation from a cylindrical source in a complex underwater environment. In hybrid NAH,we combine statistically optimized near-fiel... Hybrid near-field acoustical holography(NAH) is developed for reconstructing acoustic radiation from a cylindrical source in a complex underwater environment. In hybrid NAH,we combine statistically optimized near-field acoustical holography(SONAH) and broadband acoustical holography from intensity measurements(BAHIM) to reconstruct the underwater cylindrical source field. First,the BAHIM is utilized to regenerate as much acoustic pressures on the hologram surface as necessary,and then the acoustic pressures are taken as input to the formulation implemented numerically by SONAH. The main advantages of this technology are that the complex pressure on the hologram surface can be reconstructed without reference signal,and the measurement array can be smaller than the source,thus the practicability and efficiency of this technology are greatly enhanced. Numerical examples of a cylindrical source are demonstrated. Test results show that hybrid NAH can yield a more accurate reconstruction than conventional NAH. Then,an experiment has been carried out with a vector hydrophone array. The experimental results show the advantage of hybrid NAH in the reconstruction of an acoustic field and the feasibility of using a vector hydrophone array in an underwater NAH measurement,as well as the identification and localization of noise sources. 展开更多
关键词 NEAR-FIELD acoustical HOLOGRAPHY INTENSITY measurement statistically optimized VECTOR HYDROPHONE array
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Distributions of the high temperature and the high pressure inside a single acoustically driven bubble 被引量:1
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作者 应崇福 安宇 《Science China Mathematics》 SCIE 2002年第7期926-936,共11页
The physical circumstances inside an acoustically driven single gas bubble in water has been intensively explored during the past few years. Starting from the results obtained for a typical case in a well known early ... The physical circumstances inside an acoustically driven single gas bubble in water has been intensively explored during the past few years. Starting from the results obtained for a typical case in a well known early paper (Wu, C. C., Roberts, P. H., Phys. Rev. Lett., 1993, 70(22): 3424) and introducing successively several corrections to the physical model, this paper computes in corresponding order the temporal and spatial distributions of significant physical parameters, including the temperature and the pressure, in the bubble around the moment of the bubble's violent collapse, until expectations in consistence with the present points of view are procured. For the peak temperature our results agree with the prevailing belief that in a typical stable single bubble it is of the order of ten thousand degrees. 展开更多
关键词 acoustically DRIVEN cavitation SINGLE bubble INTERIOR temperature distribution INTERIOR pressure distribution.
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Self-focusing of acoustical beam in solid by time-reversal processing 被引量:3
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作者 WEI Wei LIU Chen +1 位作者 WANG Chenghao (Institute of Acoustics, Chinese Academy of Sciences Beijing 100080) 《Chinese Journal of Acoustics》 2000年第1期89-95,共7页
A study on the self-adaptive focusing of acoustical beam in the solid by Time Reversal (TR) method is presented. The theoretical analyses and experiments show that TR can compensate the path difference of sound pulse ... A study on the self-adaptive focusing of acoustical beam in the solid by Time Reversal (TR) method is presented. The theoretical analyses and experiments show that TR can compensate the path difference of sound pulse in solid, and generate the self-focusing of longitudinal and shear waves at the same time. The experimental values of the focusing processing gain agree with the theoretical values. 展开更多
关键词 TIME Self-focusing of acoustical beam in solid by time-reversal processing
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Professor Beranek's criteria about Acoustical parameters in concert hall acoustics 被引量:1
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作者 LIU Ke ZHOU Qijun(Institute of Acoustics, The Chinese Academy of Sciences Beijing 100080) 《Chinese Journal of Acoustics》 2003年第2期121-131,共11页
Professor Beranek talked about the sound qualities of concert hall. The 58 famous concert halls in the world were graded according to the subjective comparison from the professional musicians and music lovers. Six mea... Professor Beranek talked about the sound qualities of concert hall. The 58 famous concert halls in the world were graded according to the subjective comparison from the professional musicians and music lovers. Six measurable objective parameters were proposed. The ranking according to these parameters were presented. 展开更多
关键词 in on IT HALL Professor Beranek’s criteria about acoustical parameters in concert hall acoustics IS of
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The viscous strip approach to simplify the calculation of the surface acoustic wave generated streaming
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作者 F.JAZINI DORCHEH M.GHASSEMI 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2024年第4期711-724,共14页
In recent decades,the importance of surface acoustic waves,as a biocompatible tool to integrate with microfluidics,has been proven in various medical and biological applications.The numerical modeling of acoustic stre... In recent decades,the importance of surface acoustic waves,as a biocompatible tool to integrate with microfluidics,has been proven in various medical and biological applications.The numerical modeling of acoustic streaming caused by surface acoustic waves in microchannels requires the effect of viscosity to be considered in the equations which complicates the solution.In this paper,it is shown that the major contribution of viscosity and the horizontal component of actuation is concentrated in a narrow region alongside the actuation boundary.Since the inviscid equations are considerably easier to solve,a division into the viscous and inviscid domains would alleviate the computational load significantly.The particles'traces calculated by this approximation are excellently alongside their counterparts from the completely viscous model.It is also shown that the optimum thickness for the viscous strip is about 9-fold the acoustic boundary layer thickness for various flow patterns and amplitudes of actuation. 展开更多
关键词 surface acoustic wave MICROFLUIDICS numerical simulation particle tracing acoustic streaming
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Transfer learning framework for multi-scale crack type classification with sparse microseismic networks
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作者 Arnold Yuxuan Xie Bing QLi 《International Journal of Mining Science and Technology》 SCIE EI CAS CSCD 2024年第2期167-178,共12页
Rock fracture mechanisms can be inferred from moment tensors(MT)inverted from microseismic events.However,MT can only be inverted for events whose waveforms are acquired across a network of sensors.This is limiting fo... Rock fracture mechanisms can be inferred from moment tensors(MT)inverted from microseismic events.However,MT can only be inverted for events whose waveforms are acquired across a network of sensors.This is limiting for underground mines where the microseismic stations often lack azimuthal coverage.Thus,there is a need for a method to invert fracture mechanisms using waveforms acquired by a sparse microseismic network.Here,we present a novel,multi-scale framework to classify whether a rock crack contracts or dilates based on a single waveform.The framework consists of a deep learning model that is initially trained on 2400000+manually labelled field-scale seismic and microseismic waveforms acquired across 692 stations.Transfer learning is then applied to fine-tune the model on 300000+MT-labelled labscale acoustic emission waveforms from 39 individual experiments instrumented with different sensor layouts,loading,and rock types in training.The optimal model achieves over 86%F-score on unseen waveforms at both the lab-and field-scale.This model outperforms existing empirical methods in classification of rock fracture mechanisms monitored by a sparse microseismic network.This facilitates rapid assessment of,and early warning against,various rock engineering hazard such as induced earthquakes and rock bursts. 展开更多
关键词 MULTI-SCALE Fracture processes Microseismic Acoustic emission Source mechanism Deep learning
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