Proceedings of Meetings on Acoustics
|
|
- Silvester Joseph
- 5 years ago
- Views:
Transcription
1 Proeedings of Meetings on Aoustis Volume 19, ICA 2013 Montreal Montreal, Canada 2-7 June 2013 Arhitetural Aoustis Session 4aAAa: Room Aoustis Computer Simulation I 4aAAa8. Time-domain formulation of an edge soure integral equation Peter Svensson* and Andreas Asheim *Corresponding author's address: Eletronis and Teleommuniations, Norwegian University oiene and Tehnology, O.S. Bragstads pl. 2B, Trondheim, NO-7491, -, Norway, svensson@iet.ntnu.no In omputer simulations of sound in enlosures, diffration omponents an be added to geometrial aoustis ones for inreased auray. A omputational problem with diffration is the large number of higher-order terms that is generated. A reent frequeny-domain edge soure integral equation ESIE effiiently handles the sum of all higher-order diffration for rigid, external sattering objets, while omputing firstorder diffration separately. Here, a time-domain formulation of the same ESIE is presented. An initial version handles higher-order diffration for separate sattering objets, suh as stage eiling refletors, and the extension to general geometries is outlined. With this approah, in a first step an inident transient sound field is omputed at disretized edge points, inluding the outgoing diretivity. In a seond step, the effets of diffration of arbitrarily high order is handled by solving the IE iteratively, yielding the omplete edge soure time signals. In a third step, the edge soure signals are propagated to reeiver points. Numerial issues will be disussed, inluding disretization strategies and how to handle shadow zone boundary singularities. Published by the Aoustial Soiety of Ameria through the Amerian Institute of Physis 2013 Aoustial Soiety of Ameria [DOI: / ] Reeived 23 Jan 2013; published 2 Jun 2013 Proeedings of Meetings on Aoustis, Vol. 19, Page 1
2 INTRODUCTION The omputation of sattering, and wave propagation in omplex geometries and for high frequenies, is often done with geometrial aoustis GA based methods. These methods have superior effiieny ompared to referene methods suh as the finite element or finite differenes method, or boundary element method. The auray of GA based methods is inreased by the addition of edge diffration omponents, and high auray has been demonstrated for rigid boundary onditions, both via omparisons with referene solutions and measurements. However, the addition of higher order diffration omponents is hallenging. Previous attempts to handle higher orders of diffration have employed asaded first-order diffration expression with a disretization of eah involved edge [1], [2], [3]. This implies a omputational load whih inreases exponentially with diffration order and it is ostly both beause of an inreasing number of diffration path ombinations, and beause of an inreasing ost per omponent. Reently, an edge soure integral equation ESIE was suggested as an alternative whih permits the omputation of arbitrarily high orders of diffration at little additional omputational ost. A frequeny-domain FD formulation was presented in [4], and in this paper, a orresponding time-domain formulation is presented. The FD formulation was presented for rigid, onvex sattering bodies, for whih exellent auray was found for all frequenies. It is still unertain how aurate the same approah is for non-onvex bodies, sine it has been pointed out that so-alled slope diffration needs to be handled for non-onvex geometries [5]. However, the inauray seems to be largest for low frequenies, and the worst-ase geometry is a hole in a thin sreen, where the ESIE inorretly predits zero higher-order diffration. Still, in this worst ase senario, the maximum inauray seems to be on the order of 2 db. Another open question is how to handle non-rigid boundary onditions for whih further work is needed. This paper fouses on sattering from bodies with rigid boundary onditions. THE EDGE SOURCE INTEGRAL EQUATION A frequeny-domain formulation of the edge soure integral equation ESIE has been presented earlier, in [4]. The relation between a time-domain TD and a frequeny-domain FD formulation has been demonstrated before for first-order diffration [6]. This relationship is quite straightforward, sine the involved frequeny dependene is of the form e jkr, whih translates diretly to a Dira pulse in the time-domain. Time-Domain Formulation of the Edge Soure Integral Equation The sound field will be modeled here as a time-domain formulation of a sum of geometrial aoustis GA omponents and edge diffration omponents, p total t = p diret t + p speular t + p D1 t + p Di t, 1 where subsript Di indiates diffration omponents of order i. The GA omponents inlude the diret sound and speular refletions, and all the omponents in Eq. 1 involve visibility fators, i.e., only when there is a free line of sight between a soure/reeiver and the refletion/diffration point on a surfae, or between suessive refletion/diffration points, will a omponent be inluded. A monopole is assumed as an ensonifying soure throughout. The GA omponents an be omputed with, e.g., the image soure method or beam traing, whereas the first-order diffration term is a sum of ontributions from edge portions that are visible to both the soure and the reeiver. In addition, first-order diffration might our in sequenes with preeding speular refletion, for whih the visibility for the image soure rather than the original soure i=2 Proeedings of Meetings on Aoustis, Vol. 19, Page 2
3 S r z,s ϕ S z θ W θ S θ R ϕ R rr,z R FIGURE 1: A single wedge. is to be used. Likewise, for sequenes of speular refletions after an edge diffration, the visibility for the image reeiver should be used. By letting S represent the original soure or an image soure, and R represent the reeiver or an image reeiver, this an be summarized as p D1 t = δ Γ t r R,z + r z,s VR,z V z,s ΩR, z, Sds z, 2 r R,z r z,s where the totality of edges in the polygonal model is represented by Γ, whih ould also be urved edges of thin diss. r z1,z 2 denotes the Eulidean distane between the points z 1 and z 2.It an be noted that a Dira pulse is assumed as a monopole soure signal whih implies that the quantity pt here is atually an impulse response. Furthermore, V a,b is a visibility fator whih is 1 if point b an be seen from point a, 0 if it an not be seen, 1/2 if the line from a to b exatly hits an edge, and a fration of 1 when this line hits a orner. Ω is a diretivity funtion for the path from soure S, via edge point z, to the reeiver R, given as ΩR, z, S = ν 4π where ν is the wedge index, ν = π/θ W, and the angles φ i are 4 sinνφ i oshνη osνφ i, 3 i=1 φ 1 = π + θ S + θ R, φ 2 = π θ S + θ R, φ 3 = π θ S θ R, φ 4 = π + θ S θ R. 4 The quantity η is given as η = osh 1 osϕ S osϕ R + 1, 5 sinϕ S sinϕ R The angles ϕ S and ϕ R refer to the angle between the edge or edge tangent and S and R, respetively, and the angles θ S, and θ R refer to the angle between the plane and S and R, respetively. This is illustrated in Figure 1. The expression for first-order diffration above have been given in many papers earlier, see e.g. [7], [1], albeit with a β diretivity funtion rather than an Ω as introdued here. Expressions for higher-order diffration omponents have also been presented earlier, [1], but here a reently Proeedings of Meetings on Aoustis, Vol. 19, Page 3
4 developed frequeny-domain integral equation formulation will be used as a basis for a time-domain expression. Consequently, the term i=2 p Dit in Eq. 1 is formulated as being aused by an effetive edge soure signal, qz 1, z 2, t whih aumulates all higher orders of diffration, p HOD t = p Di t = q z 1, z 2, t r R,z 1 + r z1,z 2 V R,z1 V z1,z 2 b z1,z Γ 1 Γ 2 2 ΩR, z 1, z 2 ds z2 ds z1, 6 r R,z1 r z1,z 2 i=2 where b z1,z 2 is 1/2 when the two edge points z 1 and z 2 are on the edges of the same polygonal fae, and 1 otherwise. The effetive edge soure signal, q, is found via a time-domain edge soure integral equation TD-ESIE, qz 1, z 2, t = q 0 z 1, z 2, t + Γ q z 2, z, t r z 2,z Vz2,z r z2,z Ωz 1, z 2, zds z, 7 where q 0 represents the omponent aused by first-order diffration from the original soure S. A more ompat version will be used for a matrix equation formulation, introduing a transfer funtion, hz 1, z 2, z, from point z, via edge point z 2, to point z 1, suh that qz 1, z 2, t = q 0 z 1, z 2, t + and this is the TD-ESIE to solve. hz 1, z 2, z = V z 2,z Ωz 1, z 2, z, 8 r z2,z Γ q z 2, z, t r z 2,z hz 1, z 2, zds z, 9 Solution Approah The Nyström method an be used for solving the integral equation. This simply means a spatial disretization of Eq. 9 following some quadrature sheme, qz 1, z 2, t q 0 z 1, z 2, t + w i q z 2, z i, t r z 2,z i hz 1, z 2, z i, 10 i where w i are weight funtions orresponding to the disrete sample points z i. It is assumed here that the geometry is desribed as a set of polyhedra and thin diss, whih inludes a set of edge segments, straight and urved, and eah segment will be sampled. The numbering will, however, be suh that i runs from 1 to the total number of sample points and subsets of i will belong to eah edge segment j. As the simplest example of disretization sheme, uniform sampling would imply that eah edge segment, j, of length l j would have n j sample points equally distributed, and then w i = l j /n j for the subset of sample points z i that belong to edge segment j. Superior onvergene will typially result from using Gauss-Legendre quadrature or even more sophistiated tehniques that employ the known singularity properties of the integrand. The ontinuous-time CT expressions above need to be onverted to disrete-time versions in order to formulate a matrix equation for the TD-ESIE. A standard approah is to let the disrete-time DT version, xn, of a quantity xt, be omputed as the integral of the CT version around eah sample instant, n+0.5 xn = xtdt, 11 n 0.5 where is the sampling frequeny. This integration is equivalent to onvolving the CT signal with a retangular window, of one sample s width, before sampling the signal, whih orresponds to filtering with an anti-alias filter of slope 6 db/otave, as given by the Proeedings of Meetings on Aoustis, Vol. 19, Page 4
5 sin funtion. This is a rude low-pass filter whih explains why quite high oversampling ratios might be needed for high auray. More sophistiated ways are possible, based on onvolving the CT signal with a more effiient anti-alias filter impulse response. Here, however, the simple filtering in Eq. 11 will be used throughout. Using an intermediate step where DT and CT signals are mixed, the disretized TD-ESIE an be written as n+0.5 qz 1, z 2, n q 0 z 1, z 2, n + n 0.5 i w i q z 2, z i, t r z 2,z i hz 1, z 2, z i dt = q 0 z 1, z 2, n + n+0.5 w i hz 1, z 2, z i q z n 0.5 2, z i, t r z 2,z i dt. 12 i The last integral integrates the CT signal q over a short time interval, but it is the DT signal q, and not the CT signal q, whih will be available. However, a CT signal an be reonstruted from its DT representation, as qt w r t n qn, n where w r is a reonstrution funtion. The ideal one whereby the approximation sign is replaed by an equals sign is the sin funtion but here, the simple boxar retangular window reonstrution funtion will be used instead, { 1, x <=0.5 w r x = 0, x >0.5, whih leads to that qt q t Therefore, the integral over a short time interval in Eq. 12 is where = a q n+0.5 n 0.5 q z 2, z i, t r z 2,z i z 2, z i, n 0.5 = a q dt n+0.5 n 0.5 q r z 2,zi a q z 2, z i, n r z2,z i a = a n r z2,z i + 1 a q n r z2,z i { 1 x x < 1 ax = 0 x >1. z 2, z i, t r z 2,z i z 2, z i, n z 2, z i, n r z2,z i +1 = a r z2,z i dt f Sr z2,z i, r z 2,zi + 0.5, 13 Aordingly the DT ESIE, on the Nyström form in Eq. 12, an be written as a onvolution sum qz 1, z 2, n q 0 z 1, z 2, n + i minn,n h,max w i hz 1, z 2, z i a n m f S r z2,z i q z 2, z i, n m. 14 m=0 The upper limit of the summation is the lowest of n and N h,max. The former is beause the system is assumed to be at rest before the time sample n = 0. The latter ondition is given by the longest possible delay within the system, between the two edge points that are the furthest apart. After introduing the disretized versions of all quantities, eah pair of edge sample points, z i 1, z j 2, that an see eah other will generate one unknown signal, qzi 1, z j 2, n, and all of these Proeedings of Meetings on Aoustis, Vol. 19, Page 5
6 qz i 1, z j 2, n an be staked in one large matrix q. Now, the TD-ESIE in Eq. 14 will need to be solved using a time-marhing approah. Thus, one olumn of q will have to be solved for at a time, starting with the first olumn orresponding to n = 0 et. One suh olumn will be denoted q n and then q n = q 0,n + h a 0 w q n + h a 1 w q n where denotes the Hadamard produt, i.e., an element-wise produt in Matlab.. Note that the matrix a 0 has non-zero values only for those edge-to-edge ombinations that reah eah other within the first sample slot. This is a very small fration of all the edge-to-edge ombinations and therefore the h a 0 matrix is a "sifted" version of h. In total, the h matrix is spread out aross a number of suh sifted versions, and eah non-zero value of h appears only in two of the sifted matries, beause Eq. 13 shows that eah edge-to-edge ombination is spread out aross only two time samples. Eq. 15 will ontain N h,max terms. One important detail relates to the sampling frequeny vs. the shortest distane between two edge points. The sampling frequeny an be hosen high enough that a 0 is zero, and then the time-marhing in Eq. 15 is straightforward. However, if a lower sampling frequeny is hosen, then the RH side in Eq. 15 will ontribute also to q n, suh that a rewriting into a matrix inversion form will be neessary. In the numerial examples below, high enough sampling frequenies are hosen in order to avoid the involved matrix inversion. In [4] it was pointed out that the FD ESIE ould be solved either diretly, via a matrix inversion, or using iteration whereby eah iteration step orresponded exatly to one diffration order. For the TD ESIE formulation presented here, however, the time-marhing approah will not separate diffration orders. Rather, the omplete solution will result, sample by sample. Sine the response will be infinitely long, a trunation at a suitably low amplitude will have to be employed. It an be noted that this time-marhing approah appears not to possess any instability tendenies for the tested sampling frequenies. Previous approahes to seond-order diffration, and beyond, have onstruted eah omplete path from soure to edge point possibly via speular refletions, via n th order diffration to another edge point, and finally to the reeiver possibly via yet another sequene of speular refletions. The ruial differene here is that the all paths are onstruted from the soure to an edge point possibly via speular refletions, but then stored at that point. For eah edge point, however, the amplitude in the diretion of eah visible other edge point is omputed. After that, all possible edge-to-edge transfers are omputed using iteration, ending with yet another set of amplitudes for eah edge point, in the diretion of eah visible other edge point. As a final step, these amplitudes, alled edge soure signals, are propagated to the reeiver points possibly via a sequene of speular refletions. This approah indiates that all the visible edge-to-edge paths must be known when the first soure term q 0 is omputed. Furthermore, the inlusion of speular refletions in-between edge diffration events requires additional pre-proessing before the soure term: all the relevant speular refletions must be established. Apparantly, this is a huge ompliation but in this study, only onvex geometries are studied. This fous on onvex geometries follows the method in [4] where it was aknowledged that non-onvex geometries would require the introdution of so-alled slope diffration terms. NUMERICAL EXAMPLES Numerial results will be presented here for one speifi ase: the sattering from a irular rigid dis for an on-axis inident wave. A six-sided polygonal approximation of a dis is used, a monopole soure is plaed at a height of 10 radii, and a reeiver is plaed entrally on the dis, right at the surfae of the soure-side of the dis, see Fig. 2. Proeedings of Meetings on Aoustis, Vol. 19, Page 6
7 FIGURE 2: A six-sided thin dis with a reeiver at the enter of the dis, and an axisymmetri monopole soure at a distane of 10 radii. Comparison between the frequeny- and the time-domain ESIE results The TD ESIE, as given by Eq. 15, and the following propagation integral in Eq. 6, were implemented in Matlab. Eah edge was disretized with 8 or 16 points, following a uniform or a Gauss-Legendre weighting sheme. A sampling frequeny of 55 khz was hosen, whih gave a minimum of one sample s delay between all edge point pairs. Suffiiently long time histories were omputed suh that the edge soure signals had deayed to insignifiant levels. As referene solution, a FD omputation was arried out with a 32-point Gauss-Legendre disretization of eah edge, following the method in [4]. The TD results were onverted to the FD using FFT. Gauss-Legendre quadrature was used for all the results in Fig. 3. Two types of errors will affet the results. One is aused by the spatial disretization, whih is idential for the TD and the FD method. This type of error initially grows relatively slowly with frequeny, up to a point where there are too many osillations over the integration range, and the error inreases rapidly. Around ka = 25, where the error for the "FD 8 GL"ase starts to inrease, and orrespondingly around ka = 50, for the "FD 16 GL" ase, the disretization then gives 1.8 points per λ on average; sine the GL points are distributed non-uniformily. A seond soure is the time-disretization whih obviously ours only for the TD results. The simple time-disretization sheme whih is employed here is expeted to give an error whih inreases as +6 db per otave for this ase. These two error mehanisms an be observed in the results. At very low frequenies, the TD error is negligible, and the TD and the FD formulations give idential auray. At some frequeny, the inreasing TD error starts to dominate. Then, at high enough frequenies, either of the two mehanisms might be dominating. A omplementary view is offered by the results in Fig. 3b, where the results with 16 GL points in Fig. 3a are repeated, plus one additional urve. The added results are omputed with the TD method, using the same spatial disretization, but with a 4 times oversampling. This oversampling a sampling frequeny of 220 khz then leads to an 80-times oversampling at the frequeny ka = 25, whih is the highest that is presented here. For many appliations, an auray of 10 3 is not required and a muh lower oversampling ration an be aepted. One of the attrative features of the TD formulation is that it provides results for many frequenies at one. It is therefore highly desirable that the sought frequeny range is a large fration of the sampling frequeny. Clearly, however, these results indiate that higher-order time disretization shemes are needed. The impulse response funtion One example of an impulse response omputed with the TD-ESIE is presented in Fig. 4a. Also plotted are impulse responses omputed with the order-by-order omputation desribed in [1]. All impulse responses were omputed with the same spatial disretization 16 Gauss-Legendre points, a sampling frequeny of 220 khz, and were subsequently lowpass filtered by onvolving with a 99-sample wide retangular window. This lowpass filtering redues the amplitude by 6 db around 1340 Hz, ka = What appears as noise between 4 and 8 ms Proeedings of Meetings on Aoustis, Vol. 19, Page 7
8 FIGURE 3: Sound pressure amplitude, re. free-field, omputed with the ESIE for the ase in Fig. 2. The errors are absolute errors differene from the referene solution. FD = frequeny-domain results and TD = time-domain results. The frequeny axis is given as ka where a is the equivalent radius for a irle of the same area as the six-sided dis. a Comparison between the TD and FD formulations, and between 8 and 16 quadrature points. b Same results as in a, with the addition of a urve with four times higher sampling frequeny for the TD formulation. are inauraies at high frequenies, aused by the limited number of quadrature points. Computational load The dominating omputational part of the formulation above is the setting up of the h a i matries, and the iterative matrix multipliation and summation proedure, desribed by Eq. 15. In the same way as for the Boundary Element Method, the subsequent propagation of the sound field to a number of reeiver positions, by Eq. 6, is typially a small part of the total omputational load. The FD formulation of the ESIE has a omputational omplexity whih is dominated by the number of elements in a transfer funtion matrix, whih is On 3 edge points for eah frequeny. The TD formulation has the same number of non-zero elements in the large transfer matrix, but these elements are distributed aross a number of very sparse h a i matries. The number of suh matries is determined by the number of unique integer propagation delays for the totality of edge-to-edge point set. When oversampling is used, this number of unique delays tends to grow more than linearly with the number of edge points. If oversampling is not used, then the number of unique sample delays would not hange muh with number of edge points. In the prototype Matlab implementation, where oversampling was employed, a omplexity of On 5 has been observed, but this number will be affeted by edge points how effiiently the set of sparse matries an be set up and handled. Ultimately, a omplexity loser to On 3 ould be targeted for the TD ESIE formulation. Sine the number of edge edge points points would be proportional to the highest frequeny of interest, the omplexity ould potentially ome lose to Ofmax 3. CONCLUSIONS A time-domain formulation of the edge soure integral equation ESIE has been presented. The auray is omparable to frequeny-domain results, with the additional error soure aused by the time-disretization. It has been shown that a simple time-disretization sheme requires high oversampling ratios for high auray. The omputational ost of the time-domain formulation has been analyzed for a prototype Matlab implementation. The learly dominating Proeedings of Meetings on Aoustis, Vol. 19, Page 8
9 FIGURE 4: a Impulse response funtions, re. free-field, for the ase in Fig. 2. The diret sound, inluding the speular refletion, is a pulse at 0 ms. The first-order diffration omponent appears with negative amplitude around 3.5 ms. b Relative error, with the TD ESIE results as referene solution. ost is the setting up of the transfer matries, and the time-marhing use of these matries. A ost of On 5 was observed, and the high exponent was aused by the high oversampling edge points used, whih lead to too sparsely distributed transfer matries. REFERENCES [1] U. P. Svensson, R. I. Fred, and J. Vanderkooy, An analyti seondary soure model of edge diffration impulse responses, J. Aoust. So. Am. 106, [2] M. Okada, T. Onoye, and W. Kobayashi, A ray traing simulation of sound diffration based on analyti seondary soure model, in Proeedings of the 19th European Signal Proessing Conferene EUSIPCO 2011, Barelona, Spain, 29 Aug. - 2 Sep [3] L. Antani, A. Chandak, M. Taylor, and D. Manoha, Effiient finite-edge diffration using onservative from-region visibility, Appl. Aoust. 73, [4] A. Asheim and U. P. Svensson, An integral equation formulation for the diffration from onvex plates and polyhedra, Tehnial Report TW610, Katholieke Universiteit Leuven, Dept. of Computer Siene [5] J. Summers, Reverberant aousti energy in auditoria that omprise systems of oupled rooms, Ph.D. thesis, Rensselaer Polytehni Institute, Troy, NY, USA [6] U. P. Svensson, P. T. Calamia, and S. Nakanishi, Frequeny-domain edge diffration for finite and infinite edges, Ata Austia/Austia 95, [7] H. Medwin, Shadowing by finite noise barriers, J. Aoust. So. Am. 69, Proeedings of Meetings on Aoustis, Vol. 19, Page 9
John Vanderkooy Audio Research Group, Department of Physics, University of Waterloo, Waterloo, Ontario N2L 3G1, Canada
An analyti seondary soure model of edge diffration impulse responses U. Peter Svensson a) and Roger I. Fred b) Department of Applied Aoustis, Chalmers University of Tehnology, SE-42 96 Göteborg, Sweden
More informationMillennium Relativity Acceleration Composition. The Relativistic Relationship between Acceleration and Uniform Motion
Millennium Relativity Aeleration Composition he Relativisti Relationship between Aeleration and niform Motion Copyright 003 Joseph A. Rybzyk Abstrat he relativisti priniples developed throughout the six
More informationWave Propagation through Random Media
Chapter 3. Wave Propagation through Random Media 3. Charateristis of Wave Behavior Sound propagation through random media is the entral part of this investigation. This hapter presents a frame of referene
More informationDeveloping Excel Macros for Solving Heat Diffusion Problems
Session 50 Developing Exel Maros for Solving Heat Diffusion Problems N. N. Sarker and M. A. Ketkar Department of Engineering Tehnology Prairie View A&M University Prairie View, TX 77446 Abstrat This paper
More informationAdvances in Radio Science
Advanes in adio Siene 2003) 1: 99 104 Copernius GmbH 2003 Advanes in adio Siene A hybrid method ombining the FDTD and a time domain boundary-integral equation marhing-on-in-time algorithm A Beker and V
More informationAnalysis of discretization in the direct simulation Monte Carlo
PHYSICS OF FLUIDS VOLUME 1, UMBER 1 OCTOBER Analysis of disretization in the diret simulation Monte Carlo iolas G. Hadjionstantinou a) Department of Mehanial Engineering, Massahusetts Institute of Tehnology,
More informationA Spatiotemporal Approach to Passive Sound Source Localization
A Spatiotemporal Approah Passive Sound Soure Loalization Pasi Pertilä, Mikko Parviainen, Teemu Korhonen and Ari Visa Institute of Signal Proessing Tampere University of Tehnology, P.O.Box 553, FIN-330,
More informationFINITE WORD LENGTH EFFECTS IN DSP
FINITE WORD LENGTH EFFECTS IN DSP PREPARED BY GUIDED BY Snehal Gor Dr. Srianth T. ABSTRACT We now that omputers store numbers not with infinite preision but rather in some approximation that an be paed
More informationA model for measurement of the states in a coupled-dot qubit
A model for measurement of the states in a oupled-dot qubit H B Sun and H M Wiseman Centre for Quantum Computer Tehnology Centre for Quantum Dynamis Griffith University Brisbane 4 QLD Australia E-mail:
More informationSupplementary information for: All-optical signal processing using dynamic Brillouin gratings
Supplementary information for: All-optial signal proessing using dynami Brillouin gratings Maro Santagiustina, Sanghoon Chin 2, Niolay Primerov 2, Leonora Ursini, Lu Thévena 2 Department of Information
More informationIDENTIFICATION AND CONTROL OF ACOUSTIC RADIATION MODES
IDENTIFICATION AND CONTROL OF ACOUSTIC RADIATION MODES Arthur P. Berkhoff University of Twente, Faulty of Eletrial Engineering, P.O. Box 217, 7 AE Enshede, The Netherlands email: a.p.berkhoff@el.utwente.nl
More informationDuct Acoustics. Chap.4 Duct Acoustics. Plane wave
Chap.4 Dut Aoustis Dut Aoustis Plane wave A sound propagation in pipes with different ross-setional area f the wavelength of sound is large in omparison with the diameter of the pipe the sound propagates
More informationWavetech, LLC. Ultrafast Pulses and GVD. John O Hara Created: Dec. 6, 2013
Ultrafast Pulses and GVD John O Hara Created: De. 6, 3 Introdution This doument overs the basi onepts of group veloity dispersion (GVD) and ultrafast pulse propagation in an optial fiber. Neessarily, it
More informationQCLAS Sensor for Purity Monitoring in Medical Gas Supply Lines
DOI.56/sensoren6/P3. QLAS Sensor for Purity Monitoring in Medial Gas Supply Lines Henrik Zimmermann, Mathias Wiese, Alessandro Ragnoni neoplas ontrol GmbH, Walther-Rathenau-Str. 49a, 7489 Greifswald, Germany
More informationEinstein s Three Mistakes in Special Relativity Revealed. Copyright Joseph A. Rybczyk
Einstein s Three Mistakes in Speial Relativity Revealed Copyright Joseph A. Rybzyk Abstrat When the evidene supported priniples of eletromagneti propagation are properly applied, the derived theory is
More informationEE 321 Project Spring 2018
EE 21 Projet Spring 2018 This ourse projet is intended to be an individual effort projet. The student is required to omplete the work individually, without help from anyone else. (The student may, however,
More informationThe Effectiveness of the Linear Hull Effect
The Effetiveness of the Linear Hull Effet S. Murphy Tehnial Report RHUL MA 009 9 6 Otober 009 Department of Mathematis Royal Holloway, University of London Egham, Surrey TW0 0EX, England http://www.rhul.a.uk/mathematis/tehreports
More informationRelativistic effects in earth-orbiting Doppler lidar return signals
3530 J. Opt. So. Am. A/ Vol. 4, No. 11/ November 007 Neil Ashby Relativisti effets in earth-orbiting Doppler lidar return signals Neil Ashby 1,, * 1 Department of Physis, University of Colorado, Boulder,
More informationEvaluation of effect of blade internal modes on sensitivity of Advanced LIGO
Evaluation of effet of blade internal modes on sensitivity of Advaned LIGO T0074-00-R Norna A Robertson 5 th Otober 00. Introdution The urrent model used to estimate the isolation ahieved by the quadruple
More informationDIGITAL DISTANCE RELAYING SCHEME FOR PARALLEL TRANSMISSION LINES DURING INTER-CIRCUIT FAULTS
CHAPTER 4 DIGITAL DISTANCE RELAYING SCHEME FOR PARALLEL TRANSMISSION LINES DURING INTER-CIRCUIT FAULTS 4.1 INTRODUCTION Around the world, environmental and ost onsiousness are foring utilities to install
More information9 Geophysics and Radio-Astronomy: VLBI VeryLongBaseInterferometry
9 Geophysis and Radio-Astronomy: VLBI VeryLongBaseInterferometry VLBI is an interferometry tehnique used in radio astronomy, in whih two or more signals, oming from the same astronomial objet, are reeived
More informationINTRO VIDEOS. LESSON 9.5: The Doppler Effect
DEVIL PHYSICS BADDEST CLASS ON CAMPUS IB PHYSICS INTRO VIDEOS Big Bang Theory of the Doppler Effet Doppler Effet LESSON 9.5: The Doppler Effet 1. Essential Idea: The Doppler Effet desribes the phenomenon
More informationMaximum Likelihood Multipath Estimation in Comparison with Conventional Delay Lock Loops
Maximum Likelihood Multipath Estimation in Comparison with Conventional Delay Lok Loops Mihael Lentmaier and Bernhard Krah, German Aerospae Center (DLR) BIOGRAPY Mihael Lentmaier reeived the Dipl.-Ing.
More informationINTERNATIONAL JOURNAL OF CIVIL AND STRUCTURAL ENGINEERING Volume 2, No 4, 2012
INTERNATIONAL JOURNAL OF CIVIL AND STRUCTURAL ENGINEERING Volume, No 4, 01 Copyright 010 All rights reserved Integrated Publishing servies Researh artile ISSN 0976 4399 Strutural Modelling of Stability
More informationNon-Markovian study of the relativistic magnetic-dipole spontaneous emission process of hydrogen-like atoms
NSTTUTE OF PHYSCS PUBLSHNG JOURNAL OF PHYSCS B: ATOMC, MOLECULAR AND OPTCAL PHYSCS J. Phys. B: At. Mol. Opt. Phys. 39 ) 7 85 doi:.88/953-75/39/8/ Non-Markovian study of the relativisti magneti-dipole spontaneous
More informationCavity flow with surface tension past a flat plate
Proeedings of the 7 th International Symposium on Cavitation CAV9 Paper No. ## August 7-, 9, Ann Arbor, Mihigan, USA Cavity flow with surfae tension past a flat plate Yuriy Savhenko Institute of Hydromehanis
More informationMeasuring & Inducing Neural Activity Using Extracellular Fields I: Inverse systems approach
Measuring & Induing Neural Ativity Using Extraellular Fields I: Inverse systems approah Keith Dillon Department of Eletrial and Computer Engineering University of California San Diego 9500 Gilman Dr. La
More informationDetermination of the reaction order
5/7/07 A quote of the wee (or amel of the wee): Apply yourself. Get all the eduation you an, but then... do something. Don't just stand there, mae it happen. Lee Iaoa Physial Chemistry GTM/5 reation order
More informationAdvanced Computational Fluid Dynamics AA215A Lecture 4
Advaned Computational Fluid Dynamis AA5A Leture 4 Antony Jameson Winter Quarter,, Stanford, CA Abstrat Leture 4 overs analysis of the equations of gas dynamis Contents Analysis of the equations of gas
More informationREFINED UPPER BOUNDS FOR THE LINEAR DIOPHANTINE PROBLEM OF FROBENIUS. 1. Introduction
Version of 5/2/2003 To appear in Advanes in Applied Mathematis REFINED UPPER BOUNDS FOR THE LINEAR DIOPHANTINE PROBLEM OF FROBENIUS MATTHIAS BECK AND SHELEMYAHU ZACKS Abstrat We study the Frobenius problem:
More informationThe experimental plan of displacement- and frequency-noise free laser interferometer
7th Edoardo Amaldi Conferene on Gravitational Waves (Amaldi7) Journal of Physis: Conferene Series 122 (2008) 012022 The experimental plan of displaement- and frequeny-noise free laser interferometer K
More informationOptimization of Statistical Decisions for Age Replacement Problems via a New Pivotal Quantity Averaging Approach
Amerian Journal of heoretial and Applied tatistis 6; 5(-): -8 Published online January 7, 6 (http://www.sienepublishinggroup.om/j/ajtas) doi:.648/j.ajtas.s.65.4 IN: 36-8999 (Print); IN: 36-96 (Online)
More informationCopyright 2018 Society of Photo-Optical Instrumentation Engineers (SPIE). One print or electronic copy may be made for personal use only.
Copyright 018 Soiety of Photo-Optial Instrumentation Engineers (SPIE) One print or eletroni opy may be made for personal use only Systemati reprodution and distribution, dupliation of any material in this
More informationDevelopment of the Numerical Schemes and Iteration Procedures Nielsen, Peter Vilhelm
Aalborg Universitet Development of the Numerial Shemes and Iteration Proedures Nielsen, Peter Vilhelm Published in: Euroaademy on Ventilation and Indoor Climate Publiation date: 2008 Doument Version Publisher's
More informationAcoustic Waves in a Duct
Aousti Waves in a Dut 1 One-Dimensional Waves The one-dimensional wave approximation is valid when the wavelength λ is muh larger than the diameter of the dut D, λ D. The aousti pressure disturbane p is
More informationUTC. Engineering 329. Proportional Controller Design. Speed System. John Beverly. Green Team. John Beverly Keith Skiles John Barker.
UTC Engineering 329 Proportional Controller Design for Speed System By John Beverly Green Team John Beverly Keith Skiles John Barker 24 Mar 2006 Introdution This experiment is intended test the variable
More informationA simple expression for radial distribution functions of pure fluids and mixtures
A simple expression for radial distribution funtions of pure fluids and mixtures Enrio Matteoli a) Istituto di Chimia Quantistia ed Energetia Moleolare, CNR, Via Risorgimento, 35, 56126 Pisa, Italy G.
More informationCalculation of Desorption Parameters for Mg/Si(111) System
e-journal of Surfae Siene and Nanotehnology 29 August 2009 e-j. Surf. Si. Nanoteh. Vol. 7 (2009) 816-820 Conferene - JSSS-8 - Calulation of Desorption Parameters for Mg/Si(111) System S. A. Dotsenko, N.
More informationHankel Optimal Model Order Reduction 1
Massahusetts Institute of Tehnology Department of Eletrial Engineering and Computer Siene 6.245: MULTIVARIABLE CONTROL SYSTEMS by A. Megretski Hankel Optimal Model Order Redution 1 This leture overs both
More information22.54 Neutron Interactions and Applications (Spring 2004) Chapter 6 (2/24/04) Energy Transfer Kernel F(E E')
22.54 Neutron Interations and Appliations (Spring 2004) Chapter 6 (2/24/04) Energy Transfer Kernel F(E E') Referenes -- J. R. Lamarsh, Introdution to Nulear Reator Theory (Addison-Wesley, Reading, 1966),
More informationResolving RIPS Measurement Ambiguity in Maximum Likelihood Estimation
14th International Conferene on Information Fusion Chiago, Illinois, USA, July 5-8, 011 Resolving RIPS Measurement Ambiguity in Maximum Likelihood Estimation Wenhao Li, Xuezhi Wang, and Bill Moran Shool
More informationSOA/CAS MAY 2003 COURSE 1 EXAM SOLUTIONS
SOA/CAS MAY 2003 COURSE 1 EXAM SOLUTIONS Prepared by S. Broverman e-mail 2brove@rogers.om website http://members.rogers.om/2brove 1. We identify the following events:. - wathed gymnastis, ) - wathed baseball,
More informationUPPER-TRUNCATED POWER LAW DISTRIBUTIONS
Fratals, Vol. 9, No. (00) 09 World Sientifi Publishing Company UPPER-TRUNCATED POWER LAW DISTRIBUTIONS STEPHEN M. BURROUGHS and SARAH F. TEBBENS College of Marine Siene, University of South Florida, St.
More informationThe Laws of Acceleration
The Laws of Aeleration The Relationships between Time, Veloity, and Rate of Aeleration Copyright 2001 Joseph A. Rybzyk Abstrat Presented is a theory in fundamental theoretial physis that establishes the
More informationPerturbation Analyses for the Cholesky Factorization with Backward Rounding Errors
Perturbation Analyses for the holesky Fatorization with Bakward Rounding Errors Xiao-Wen hang Shool of omputer Siene, MGill University, Montreal, Quebe, anada, H3A A7 Abstrat. This paper gives perturbation
More informationController Design Based on Transient Response Criteria. Chapter 12 1
Controller Design Based on Transient Response Criteria Chapter 12 1 Desirable Controller Features 0. Stable 1. Quik responding 2. Adequate disturbane rejetion 3. Insensitive to model, measurement errors
More informationSupplementary Materials
Supplementary Materials Neural population partitioning and a onurrent brain-mahine interfae for sequential motor funtion Maryam M. Shanehi, Rollin C. Hu, Marissa Powers, Gregory W. Wornell, Emery N. Brown
More informationClass XII - Physics Electromagnetic Waves Chapter-wise Problems
Class XII - Physis Eletromagneti Waves Chapter-wise Problems Multiple Choie Question :- 8 One requires ev of energy to dissoiate a arbon monoxide moleule into arbon and oxygen atoms The minimum frequeny
More informationComplexity of Regularization RBF Networks
Complexity of Regularization RBF Networks Mark A Kon Department of Mathematis and Statistis Boston University Boston, MA 02215 mkon@buedu Leszek Plaskota Institute of Applied Mathematis University of Warsaw
More informationFrequency Domain Analysis of Concrete Gravity Dam-Reservoir Systems by Wavenumber Approach
Frequeny Domain Analysis of Conrete Gravity Dam-Reservoir Systems by Wavenumber Approah V. Lotfi & A. Samii Department of Civil and Environmental Engineering, Amirkabir University of Tehnology, Tehran,
More informationTHE REFRACTION OF LIGHT IN STATIONARY AND MOVING REFRACTIVE MEDIA
HDRONIC JOURNL 24, 113-129 (2001) THE REFRCTION OF LIGHT IN STTIONRY ND MOVING REFRCTIVE MEDI C. K. Thornhill 39 Crofton Road Orpington, Kent, BR6 8E United Kingdom Reeived Deember 10, 2000 Revised: Marh
More informationLOAD-RATIO DEPENDENCE ON FATIGUE LIFE OF COMPOSITES
LOAD-RATIO DEPENDENCE ON FATIGUE LIFE OF COMPOSITES Joakim Shön 1 and Anders F. Blom 1, 1 Strutures Department, The Aeronautial Researh Institute of Sweden Box 1101, SE-161 11 Bromma, Sweden Department
More informationEffects of Vane Sweep on Fan-Wake/Outlet-Guide-Vane Interaction Broadband Noise
Effets of Vane Sweep on Fan-Wake/Outlet-Guide-Vane Interation Broadband Noise Hongbin Ju* GE Global Researh Center, One Researh Cirle, Niskayuna, NY. 09 A method is developed for prediting broadband noise
More informationFailure Assessment Diagram Analysis of Creep Crack Initiation in 316H Stainless Steel
Failure Assessment Diagram Analysis of Creep Crak Initiation in 316H Stainless Steel C. M. Davies *, N. P. O Dowd, D. W. Dean, K. M. Nikbin, R. A. Ainsworth Department of Mehanial Engineering, Imperial
More informationMoments and Wavelets in Signal Estimation
Moments and Wavelets in Signal Estimation Edward J. Wegman 1 Center for Computational Statistis George Mason University Hung T. Le 2 International usiness Mahines Abstrat: The problem of generalized nonparametri
More informationCombined Electric and Magnetic Dipoles for Mesoband Radiation, Part 2
Sensor and Simulation Notes Note 53 3 May 8 Combined Eletri and Magneti Dipoles for Mesoband Radiation, Part Carl E. Baum University of New Mexio Department of Eletrial and Computer Engineering Albuquerque
More informationVibration and Radiation Behavior of Loudspeaker s Membrane
Hands-On Training 2 Vibration and Radiation Behavior of Loudspeaker s Membrane 1 Objetive of the Hands-on Training - Understanding the need for distributed parameters to model loudspeakers at higher frequenies
More informationNormative and descriptive approaches to multiattribute decision making
De. 009, Volume 8, No. (Serial No.78) China-USA Business Review, ISSN 57-54, USA Normative and desriptive approahes to multiattribute deision making Milan Terek (Department of Statistis, University of
More informationmax min z i i=1 x j k s.t. j=1 x j j:i T j
AM 221: Advaned Optimization Spring 2016 Prof. Yaron Singer Leture 22 April 18th 1 Overview In this leture, we will study the pipage rounding tehnique whih is a deterministi rounding proedure that an be
More informationF = c where ^ı is a unit vector along the ray. The normal component is. Iν cos 2 θ. d dadt. dp normal (θ,φ) = dpcos θ = df ν
INTRODUCTION So far, the only information we have been able to get about the universe beyond the solar system is from the eletromagneti radiation that reahes us (and a few osmi rays). So doing Astrophysis
More informationTutorial 8: Solutions
Tutorial 8: Solutions 1. * (a) Light from the Sun arrives at the Earth, an average of 1.5 10 11 m away, at the rate 1.4 10 3 Watts/m of area perpendiular to the diretion of the light. Assume that sunlight
More informationAn Adaptive Optimization Approach to Active Cancellation of Repeated Transient Vibration Disturbances
An aptive Optimization Approah to Ative Canellation of Repeated Transient Vibration Disturbanes David L. Bowen RH Lyon Corp / Aenteh, 33 Moulton St., Cambridge, MA 138, U.S.A., owen@lyonorp.om J. Gregory
More informationPhase Diffuser at the Transmitter for Lasercom Link: Effect of Partially Coherent Beam on the Bit-Error Rate.
Phase Diffuser at the Transmitter for Laserom Link: Effet of Partially Coherent Beam on the Bit-Error Rate. O. Korotkova* a, L. C. Andrews** a, R. L. Phillips*** b a Dept. of Mathematis, Univ. of Central
More informationSimplified Buckling Analysis of Skeletal Structures
Simplified Bukling Analysis of Skeletal Strutures B.A. Izzuddin 1 ABSRAC A simplified approah is proposed for bukling analysis of skeletal strutures, whih employs a rotational spring analogy for the formulation
More informationTHERMAL MODELING OF PACKAGES FOR NORMAL CONDITIONS OF TRANSPORT WITH INSOLATION t
THERMAL MODELING OF PACKAGES FOR NORMAL CONDITIONS OF TRANSPORT WITH INSOLATION THERMAL MODELING OF PACKAGES FOR NORMAL CONDITIONS OF TRANSPORT WITH INSOLATION t Tehnial Programs and Servies/Engineering
More informationModeling of Threading Dislocation Density Reduction in Heteroepitaxial Layers
A. E. Romanov et al.: Threading Disloation Density Redution in Layers (II) 33 phys. stat. sol. (b) 99, 33 (997) Subjet lassifiation: 6.72.C; 68.55.Ln; S5.; S5.2; S7.; S7.2 Modeling of Threading Disloation
More informationCritical Reflections on the Hafele and Keating Experiment
Critial Refletions on the Hafele and Keating Experiment W.Nawrot In 1971 Hafele and Keating performed their famous experiment whih onfirmed the time dilation predited by SRT by use of marosopi loks. As
More informationAn Effective Photon Momentum in a Dielectric Medium: A Relativistic Approach. Abstract
An Effetive Photon Momentum in a Dieletri Medium: A Relativisti Approah Bradley W. Carroll, Farhang Amiri, and J. Ronald Galli Department of Physis, Weber State University, Ogden, UT 84408 Dated: August
More informationModels for the simulation of electronic circuits with hysteretic inductors
Proeedings of the 5th WSEAS Int. Conf. on Miroeletronis, Nanoeletronis, Optoeletronis, Prague, Czeh Republi, Marh 12-14, 26 (pp86-91) Models for the simulation of eletroni iruits with hystereti indutors
More informationPacking Plane Spanning Trees into a Point Set
Paking Plane Spanning Trees into a Point Set Ahmad Biniaz Alfredo Garía Abstrat Let P be a set of n points in the plane in general position. We show that at least n/3 plane spanning trees an be paked into
More informationOne-edge Diffraction. Chapter 1. Direction of incidence. Reflected ray 4. Screen y
Chapter One-edge Diffration The time domain impulse response for edge diffration is derived from Eqn.. aording to Fig... ϕ < ϕ < π is the angle between y and r. ϕ < ϕ < π is the angle between y and the
More informationTransition from synchronous to asynchronous superfluid phase slippage in an aperture array
Transition from synhronous to asynhronous superfluid phase page in an aperture array Y. Sato, E. Hoskinson and R. E. Pakard Department of Physis, University of California, Berkeley CA 94720, USA We have
More informationApplication of the Dyson-type boson mapping for low-lying electron excited states in molecules
Prog. Theor. Exp. Phys. 05, 063I0 ( pages DOI: 0.093/ptep/ptv068 Appliation of the Dyson-type boson mapping for low-lying eletron exited states in moleules adao Ohkido, and Makoto Takahashi Teaher-training
More informationLikelihood-confidence intervals for quantiles in Extreme Value Distributions
Likelihood-onfidene intervals for quantiles in Extreme Value Distributions A. Bolívar, E. Díaz-Franés, J. Ortega, and E. Vilhis. Centro de Investigaión en Matemátias; A.P. 42, Guanajuato, Gto. 36; Méxio
More informationBreakdown of the Slowly Varying Amplitude Approximation: Generation of Backward Traveling Second Harmonic Light
Claremont Colleges Sholarship @ Claremont All HMC Faulty Publiations and Researh HMC Faulty Sholarship 1-1-003 Breakdown of the Slowly Varying Amplitude Approximation: Generation of Bakward Traveling Seond
More informationThe simulation analysis of the bridge rectifier continuous operation in AC circuit
Computer Appliations in Eletrial Engineering Vol. 4 6 DOI 8/j.8-448.6. The simulation analysis of the bridge retifier ontinuous operation in AC iruit Mirosław Wiślik, Paweł Strząbała Kiele University of
More informationRemark 4.1 Unlike Lyapunov theorems, LaSalle s theorem does not require the function V ( x ) to be positive definite.
Leture Remark 4.1 Unlike Lyapunov theorems, LaSalle s theorem does not require the funtion V ( x ) to be positive definite. ost often, our interest will be to show that x( t) as t. For that we will need
More informationEECS 120 Signals & Systems University of California, Berkeley: Fall 2005 Gastpar November 16, Solutions to Exam 2
EECS 0 Signals & Systems University of California, Berkeley: Fall 005 Gastpar November 6, 005 Solutions to Exam Last name First name SID You have hour and 45 minutes to omplete this exam. he exam is losed-book
More informationA GENERATION METHOD OF SIMULATED EARTHQUAKE GROUND MOTION CONSIDERING PHASE DIFFERENCE CHARACTERISTICS
Otober 1-17, 8, Beijing, China A GENERATION METHOD OF SIMULATED EARTHQUAKE GROUND MOTION CONSIDERING PHASE DIFFERENCE CHARACTERISTICS T. Yamane 1 and S. Nagahashi 1 Senior Strutural Engineer, Strutural
More informationSimple FIR Digital Filters. Simple FIR Digital Filters. Simple Digital Filters. Simple FIR Digital Filters. Simple FIR Digital Filters
Simple Digital Filters Later in the ourse we shall review various methods of designing frequeny-seletive filters satisfying presribed speifiations We now desribe several low-order FIR and IIR digital filters
More informationTheory. Coupled Rooms
Theory of Coupled Rooms For: nternal only Report No.: R/50/TCR Prepared by:. N. taey B.., MO Otober 00 .00 Objet.. The objet of this doument is present the theory alulations to estimate the reverberant
More informationDifferential Equations 8/24/2010
Differential Equations A Differential i Equation (DE) is an equation ontaining one or more derivatives of an unknown dependant d variable with respet to (wrt) one or more independent variables. Solution
More information1 sin 2 r = 1 n 2 sin 2 i
Physis 505 Fall 005 Homework Assignment #11 Solutions Textbook problems: Ch. 7: 7.3, 7.5, 7.8, 7.16 7.3 Two plane semi-infinite slabs of the same uniform, isotropi, nonpermeable, lossless dieletri with
More informationSingular Event Detection
Singular Event Detetion Rafael S. Garía Eletrial Engineering University of Puerto Rio at Mayagüez Rafael.Garia@ee.uprm.edu Faulty Mentor: S. Shankar Sastry Researh Supervisor: Jonathan Sprinkle Graduate
More informationCalculation of temporal evolution of sound pressure levels in rooms, based on diffuse reflection
Aoustis 08 Paris Calulation of temporal evolution of sound pressure levels in rooms, based on diffuse refletion R. Gamba, G. Cazard and C. Senat Gamba Aoustique, 2 rue de la déouverte, BP 63, 3676 Labege
More informationApplying CIECAM02 for Mobile Display Viewing Conditions
Applying CIECAM2 for Mobile Display Viewing Conditions YungKyung Park*, ChangJun Li*, M.. Luo*, Youngshin Kwak**, Du-Sik Park **, and Changyeong Kim**; * University of Leeds, Colour Imaging Lab, UK*, **
More informationTHE SPANN VIBROACOUSTIC METHOD Revision A
THE SPNN VIBROCOUSTIC METHOD Revision By Tom Irvine Deember 15, 01 Email: tom@vibrationdata.om Figure 1. vionis Installation and Testing Introdution vionis omponents in airraft and launh vehiles may be
More informationLecture 7: Sampling/Projections for Least-squares Approximation, Cont. 7 Sampling/Projections for Least-squares Approximation, Cont.
Stat60/CS94: Randomized Algorithms for Matries and Data Leture 7-09/5/013 Leture 7: Sampling/Projetions for Least-squares Approximation, Cont. Leturer: Mihael Mahoney Sribe: Mihael Mahoney Warning: these
More informationVariation Based Online Travel Time Prediction Using Clustered Neural Networks
Variation Based Online Travel Time Predition Using lustered Neural Networks Jie Yu, Gang-Len hang, H.W. Ho and Yue Liu Abstrat-This paper proposes a variation-based online travel time predition approah
More informationEspen Gaarder Haug Norwegian University of Life Sciences April 4, 2017
The Mass Gap, Kg, the Plank Constant and the Gravity Gap The Plank Constant Is a Composite Constant One kg Is 85465435748 0 36 Collisions per Seond The Mass Gap Is.734 0 5 kg and also m p The Possibility
More informationGeneral Equilibrium. What happens to cause a reaction to come to equilibrium?
General Equilibrium Chemial Equilibrium Most hemial reations that are enountered are reversible. In other words, they go fairly easily in either the forward or reverse diretions. The thing to remember
More informationCOMBINED PROBE FOR MACH NUMBER, TEMPERATURE AND INCIDENCE INDICATION
4 TH INTERNATIONAL CONGRESS OF THE AERONAUTICAL SCIENCES COMBINED PROBE FOR MACH NUMBER, TEMPERATURE AND INCIDENCE INDICATION Jiri Nozika*, Josef Adame*, Daniel Hanus** *Department of Fluid Dynamis and
More informationRecursive integral time extrapolation methods for scalar waves Paul J. Fowler*, Xiang Du, and Robin P. Fletcher, WesternGeco
Reursive integral time extrapolation methods for salar waves Paul J. Fowler*, Xiang Du, and Robin P. Flether, WesternGeo Summary We derive and ompare a variety of algorithms for reursive time extrapolation
More informationEFFECTS OF COUPLE STRESSES ON PURE SQUEEZE EHL MOTION OF CIRCULAR CONTACTS
-Tehnial Note- EFFECTS OF COUPLE STRESSES ON PURE SQUEEZE EHL MOTION OF CIRCULAR CONTACTS H.-M. Chu * W.-L. Li ** Department of Mehanial Engineering Yung-Ta Institute of Tehnology & Commere Ping-Tung,
More informationSupplementary Information. Infrared Transparent Visible Opaque Fabrics (ITVOF) for Personal Cooling
Supplementary Information Infrared Transparent Visible Opaque Fabris (ITVOF) for Personal Cooling Jonathan K. Tong 1,Ɨ, Xiaopeng Huang 1,Ɨ, Svetlana V. Boriskina 1, James Loomis 1, Yanfei Xu 1, and Gang
More informationNonreversibility of Multiple Unicast Networks
Nonreversibility of Multiple Uniast Networks Randall Dougherty and Kenneth Zeger September 27, 2005 Abstrat We prove that for any finite direted ayli network, there exists a orresponding multiple uniast
More informationCALCULATION OF NONLINEAR TUNE SHIFT USING BEAM POSITION MEASUREMENT RESULTS
International Journal of Modern Physis A Vol. 24, No. 5 (2009) 974 986 World Sientifi Publishing Company CALCULATION OF NONLINEAR TUNE SHIFT USING BEAM POSITION MEASUREMENT RESULTS PAVEL SNOPOK, MARTIN
More informationA NETWORK SIMPLEX ALGORITHM FOR THE MINIMUM COST-BENEFIT NETWORK FLOW PROBLEM
NETWORK SIMPLEX LGORITHM FOR THE MINIMUM COST-BENEFIT NETWORK FLOW PROBLEM Cen Çalışan, Utah Valley University, 800 W. University Parway, Orem, UT 84058, 801-863-6487, en.alisan@uvu.edu BSTRCT The minimum
More informationLong time stability of regularized PML wave equations
Long time stability of regularized PML wave equations Dojin Kim Email:kimdojin@knu.a.kr Yonghyeon Jeon Email:dydgus@knu.a.kr Philsu Kim Email:kimps@knu.a.kr Abstrat In this paper, we onsider two dimensional
More informationarxiv:gr-qc/ v2 6 Feb 2004
Hubble Red Shift and the Anomalous Aeleration of Pioneer 0 and arxiv:gr-q/0402024v2 6 Feb 2004 Kostadin Trenčevski Faulty of Natural Sienes and Mathematis, P.O.Box 62, 000 Skopje, Maedonia Abstrat It this
More information