Proceedings of Meetings on Acoustics

Size: px
Start display at page:

Download "Proceedings of Meetings on Acoustics"

Transcription

1 Proceedings of Meetings on Acoustics Voume 19, ICA 213 Montrea Montrea, Canada 2-7 June 213 Underwater Acoustics Session 1pUW: Seabed Scattering: Measurements and Mechanisms II 1pUW5. Non-invasive characterization of fuid mud from scaar and vector noise fieds due to a sma boat Qun-yan Ren and Jean-Pierre Hermand* *Corresponding author's address: Acoustics and Environmenta Hydroacoustics Lab, av. F.D. Roosevet 5, Brusses, 15, Brusses, Begium, jhermand@ub.ac.be The geoacoustic characterization of sediment using the ratio between passive pressure and vector fieds that are measured by a singe pressuregradient receiver system is discussed. The ratio is highy sensitive to environmenta properties but independent of unknown source spectrogram, e.g., boat noise that exhibits compex time-varying spectra shape. Noise data sets due to different runs with a sma boat were recorded on two cosey-spaced hydrophones offshore the Amazon Rio mouth in June 212 and processed by a noninear inversion scheme. Goba optimization based on genetic agorithms provides 12 parameters describing the run geometry and physica properties of a fuid mud and underying mud sediment, and the associated margina posterior probabiities. Good consistency among the inversion resuts of the different datasets demonstrates the feasibiity of the method for environmenta characterization under far from idea conditions, in term of ack of precise navigation data, unknown source spectra, uncertain receiver depth and tit, etc. Pubished by the Acoustica Society of America through the American Institute of Physics 213 Acoustica Society of America [DOI: /1.4849] Received 22 Jan 213; pubished 2 Jun 213 Proceedings of Meetings on Acoustics, Vo. 19, 714 (213) Page 1

2 INTRODUCTION The vector sensor can simutaneousy measure the pressure and vector fieds at the same point of a waveguide [Lesie(1956)], making it is possibe to use their reationship that may be independent of source characteristics for passive acoustics [Peng(28)]. This paper discusses a cost-effective method to obtain bottom acoustic properties from passing ship noise of opportunity from pressure and vector data measured at a signa point by an easiy depoyabe system. The use of the ratio between pressure p and vertica partice veocity V z, or simiary the pressure gradient p g, for geoacoustic inversion is emphasized here. The range variation of such ratio is independent of source spectrogram [Ren(212)] but very sensitive to geoacoustica properties, incuding to parameters that are typicay insensitive in matched fied processing techniques, e.g., bottom ayer densities [Bonne(211), Gervaise(212), Hermand(1999)]. An experiment for soft sediment geoacoustic characterization using ship noise of opportunity was conducted offshore the Amazon Rio mouth in June 212. Noise data sets due to different runs with a sma boat were recorded on two cosey-spaced hydrophones depoyed from another sma boat. The measurement conditions were far from idea in the term of unknown source spectra, ack of precise navigation data, uncertain receiver depth and tit, etc. A goba optimization method based on genetic agorithms [Godberg(1988)] is appied to the recorded data, which provides an estimation of the geoacoustic parameters of a fuid mud and underying mud sediment, and of their margina posterior probabiities. Good consistency among the resuts obtained with different data sets demonstrates the feasibiity of the method for environmenta characterization even under difficut measurement conditions. METHOD DESCRIPTION Vertica waveguide characteristic impedance At ranges greater than severa water depths, the acoustic compex pressure fied p and pressure gradient p g generated by an omnidirectiona point source at depth z emitting a singe tone at anguar frequency of ω, received at range r and depth z, can be respectivey expressed as and L p (ω, r, z) = πis(ω) φ (z )φ (z) H (1) (ξ r), (1) p g (ω, r, z) = L z p (ω, r, z) = πis(ω) κ,z φ (z )φ (z) H(1) (ξ r), (2) where L is the propagation mode number, H (1) is the zero order Hanke function of the first kind, φ and ξ are the moda function and eigenvaue for mode, φ is the derivative of φ with respect to depth, and κ,z is the vertica wavenumber for mode. S (ω) is the source spectrogram, which when being unknown, can significanty affect the accuracy of acoustic inversion resuts. It woud therefore be favourabe for passive acoustics if one can effectivey use observabes that are independent of S (ω). The ratio between p and p g can be written as Z g = p = iωρ L φ (z )φ (z) H (1) (ξ r) p g Mm κ m,z φ m (z )φ m (z) H (1) (ξ mr). (3) Proceedings of Meetings on Acoustics, Vo. 19, 714 (213) Page 2

3 Time (s) Frequency (Hz) FIGURE 1: Estimated spectrogram for the ship noise of opportunity with a CPA range of about 15 m. The effect of source characteristics term S (ω) is eiminated in this ratio, making the Z g independent on source spectra. However, the range variation of Z g is highy correated with the eigenvaues (ξ ) determined phase terms H (1) (ξ r), moda functions φ (z) and their derivatives, especiay for those in the denominator. ξ and φ (z) are determined by the environmenta properties. Z g is very sensitive to environmenta properties and is therefore a good physica variabe to be observed for environmenta inversion based on passive acoustic data. Goba optimization method A goba optimization agorithm (genetic agorithms) is used here to estimate the searched parameters by minimizing the foowing objective function that is based on the cross correation coefficient between data and prediction at different frequencies, φ(m) = 1 ˆφ(m), (4) and ˆφ = 1 N f r i Z d g (f, r i ) Z p g (f, r i ) N f r i Zd g (, f, r i ) r i Z p g (f, r i ), where N f is the tota number of seected frequency bins, Z d g (f, r i ) is the rea data for frequency f at range r i, and Z p g (f, r i ) is the corresponding repica predicted by RAMGEO propagation code [Coins(1991)]. The observations generated by the optimization agorithm are then used to estimate the margina posterior probabiities of the searched geoacoustic parameters of the fuid mud and underying mud sediment. AT-SEA EXPERIMENT AND DATA PROCESSING An experiment for ocean bottom geoacoustic characterization with the vector fied due to a ship noise of opportunity has been conducted in an area of the Amazon River mouth in June 212. A receiver array composed of two cosey and verticay spaced acoustic pressure sensors was used to record the ship noise data. The measurement conditions of this experiment were far from idea, due to the strong current, surface waves, ack of positioning system, etc. Figure 1 is the measured noise spectrogram for one passive run. Denote the received pressure spectrogram for the two receivers Proceedings of Meetings on Acoustics, Vo. 19, 714 (213) Page 3

4 WD (m) α sed (db/λ) SD (m) H (m) C (m/s) bot RD (m) C (m/s) sed ρ (g/cm 3 ) bot CPA (m) ρ sed (g/cm 3 ) α bot (db/λ) Tit (dec) FIGURE 2: Estimated posteriori distributions for a search of the tweve parameters of water depth (WD), sediment thickness (H), sediment sound speed (C sed ), sediment density (ρ sed ), sediment attenuation (α sed ), bottom sound speed (C bot ), bottom density (ρ bot ), bottom attenuation (α bot ), source depth (SD), receiver depth (RD), CPA range and tit. as P 1 (ω) and P 2 (ω). Their average is P avg (ω) = (P 1 (ω) + P 2 (ω))/2, the pressure gradient is P g (ω) = (P 1 (ω) P 2 (ω))/2 spacing, and Z g can be derived as P avg /P g. Noise spectra estimates at seven frequencies (115 Hz, 125 Hz, 15 Hz, 175 Hz, 2 Hz, 225 Hz and 25 Hz) as a function of range are used for the inversion. For the genetic agorithms used in this paper, the tota number of generation is 6 and each generation has a popuation size of 1. The estimated 1D posterior for the searched 12 parameters is shown in Fig. 2 for one of the data sets. It is seen that the parameters are we resoved with reativey sma variabiity. The resut for source depth exhibits two comparabe peaks, probaby due to the different depths of the noise sources (engine and propeer) of the ship of opportunity. For the other geometrica and sediment parameters, the resuts are cose to the prior information. It shoud be noted that, the inverted densities cose to that of direct measurements. For the other data sets, the estimated geoacoustic parameters are simiar to the resuts in Fig. 2, demonstrating the robustness of vertica impedance method for passive geoacoustic inversion. CONCLUSION This paper discussed a passive geoacoustic characterization technique using vector fied measured by two verticay spaced hydrophones. The ratio between pressure and pressure gradient measured from a noise source of opportunity is used in a goba optimization method to estimate the geoacoustic parameters of fuid mud and underying mud sediment, and corresponding posteriori distributions. The inverted resuts are in accordance with prior information and consistent with concomitant and independent direct measurements. Furthermore, consistency among the different data sets demonstrates the robustness of the method for passive geoacoustic inversion. Proceedings of Meetings on Acoustics, Vo. 19, 714 (213) Page 4

5 ACKNOWLEDGMENTS Work supported by Begian Nationa Fund for Scientific Research (F.R.S.-F.N.R.S.), Nationa Counci for Scientific and Technoogica Deveopment (CNPq), Waonie-Bruxees Internationa (WBI), and Coordenação de Aperfeiçoamento de Pessoa de Níve Superior (CAPES). REFERENCES [Lesie(1956)] Lesie, C. B. Hydrophone for measuring partice veocity, J. Acoust. Soc. Am. 28(4), (1956). [Peng(28)] Peng, H. S. and Li, F. H. Geoacoustic inversion from vector hydrophone array in shaow water, Technica acoustics. 27(2), (28). [Ren(212)] Ren, Q. Y. and Hermand, J.-P. A sequentia fitering technique for geoacoustic inversion with ship of opportunity and a vector sensor, In Proceedings of OCEANS 12 MTS/IEEE HAMPTON ROADS Conference (Harnessing the Power of the Ocean). (212). [Bonne(211)] Bonne, J. and Chapman, N. R. Geoacoustic inversion in a dispersive waveguide using warping operators, J. Acoust. Soc. Am. 13, EL11 EL17 (211). [Gervaise(212)] Gervaise, C., Kinda, B. G., Bonne, J., Stéphan, Y., and Vaez, S. Passive geoacoustic inversion with a singe hydrophone using broadband ship noise, J. Acoust. Soc. Am. 131(3), (212). [Hermand(1999)] Hermand, J.-P. Broad-band geoacoustic inversion in shaow water from waveguide impuse response measurements on a singe hydrophone: Theory and experimenta resuts, IEEE J. Ocean. Eng. 24, (1999). [Godberg(1988)] Godberg, D. E. and Hoand, J. H. Genetic agorithms and machine earning, Machine Learning. 3, (1988). [Coins(1991)] Coins, M. D. Higher-order Padé approximations for accurate and stabe eastic paraboic equations with appication to interface wave propagation, J. Acoust. Soc. Am. 89, (1991). Proceedings of Meetings on Acoustics, Vo. 19, 714 (213) Page 5

Passive Vector Geoacoustic Inversion in Coastal Areas Using a sequential Unscented Kalman Filter

Passive Vector Geoacoustic Inversion in Coastal Areas Using a sequential Unscented Kalman Filter LLNL-CONF-643793 Passive Vector Geoacoustic Inversion in Coastal Areas Using a sequential Unscented Kalman Filter J. V. Candy, Q. Y. Ren, J. P. Hermand September 2, 23 IEEE SYMPOL Conference Cochin, India

More information

Geoacoustic Inversion in Shallow Water

Geoacoustic Inversion in Shallow Water DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited. Geoacoustic Inversion in Shallow Water N. Ross Chapman School of Earth and Ocean Sciences University of Victoria 3800 Finnerty

More information

Proceedings of Meetings on Acoustics

Proceedings of Meetings on Acoustics Proceedings of Meetings on Acoustics Voume 9, 23 http://acousticasociety.org/ ICA 23 Montrea Montrea, Canada 2-7 June 23 Architectura Acoustics Session 4pAAa: Room Acoustics Computer Simuation II 4pAAa9.

More information

Assessment of the sea surface roughness effects on shallow water inversion of sea bottom properties

Assessment of the sea surface roughness effects on shallow water inversion of sea bottom properties Proceedings of 2 th International Congress on Acoustics, ICA 21 23-27 August 21, Sydney, Australia Assessment of the sea surface roughness effects on shallow water inversion of sea bottom properties Géraldine

More information

Sequential Decoding of Polar Codes with Arbitrary Binary Kernel

Sequential Decoding of Polar Codes with Arbitrary Binary Kernel Sequentia Decoding of Poar Codes with Arbitrary Binary Kerne Vera Miosavskaya, Peter Trifonov Saint-Petersburg State Poytechnic University Emai: veram,petert}@dcn.icc.spbstu.ru Abstract The probem of efficient

More information

Ultrasonic Measurements of Kinematic Viscosity for Analize of Engine Oil Parameters

Ultrasonic Measurements of Kinematic Viscosity for Analize of Engine Oil Parameters th European Conference on Non-Destructive Testing (ECNDT 04), October 6-0, 04, Prague, Czech Repubic More Info at Open Access Database www.ndt.net/?id=6344 Utrasonic Measurements of Kinematic Viscosity

More information

Automobile Prices in Market Equilibrium. Berry, Pakes and Levinsohn

Automobile Prices in Market Equilibrium. Berry, Pakes and Levinsohn Automobie Prices in Market Equiibrium Berry, Pakes and Levinsohn Empirica Anaysis of demand and suppy in a differentiated products market: equiibrium in the U.S. automobie market. Oigopoistic Differentiated

More information

arxiv: v1 [physics.flu-dyn] 2 Nov 2007

arxiv: v1 [physics.flu-dyn] 2 Nov 2007 A theoretica anaysis of the resoution due to diffusion and size-dispersion of partices in deterministic atera dispacement devices arxiv:7.347v [physics.fu-dyn] 2 Nov 27 Martin Heer and Henrik Bruus MIC

More information

ASummaryofGaussianProcesses Coryn A.L. Bailer-Jones

ASummaryofGaussianProcesses Coryn A.L. Bailer-Jones ASummaryofGaussianProcesses Coryn A.L. Baier-Jones Cavendish Laboratory University of Cambridge caj@mrao.cam.ac.uk Introduction A genera prediction probem can be posed as foows. We consider that the variabe

More information

Geoacoustic Inversion in Shallow Water

Geoacoustic Inversion in Shallow Water DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited. Geoacoustic Inversion in Shallow Water N. Ross Chapman School of Earth and Ocean Sciences University of Victoria PO Box

More information

Active Learning & Experimental Design

Active Learning & Experimental Design Active Learning & Experimenta Design Danie Ting Heaviy modified, of course, by Lye Ungar Origina Sides by Barbara Engehardt and Aex Shyr Lye Ungar, University of Pennsyvania Motivation u Data coection

More information

INCORPORATING PERFORMANCE PREDICTION UNCERTAINTY INTO DETECTION AND TRACKING. 21 February 2006

INCORPORATING PERFORMANCE PREDICTION UNCERTAINTY INTO DETECTION AND TRACKING. 21 February 2006 INCORPORATING PERFORMANCE PREDICTION UNCERTAINTY INTO DETECTION AND TRACKING 21 February 2006 Lawrence D. Stone, Bryan R. Osborn Metron Inc 11911 Freedom Drive, Suite 800 Reston, VA 20190 Robert T. Miyamoto,

More information

Advanced Modeling of High Speed Turbulent Reacting Flows

Advanced Modeling of High Speed Turbulent Reacting Flows 50th AIAA Aerospace Sciences Meeting Incuding the New Horizons Forum and Aerospace Exposition Advanced Modeing of High Speed Turbuent Reacting Fows Journa: 50th AIAA Aerospace Sciences Meeting Incuding

More information

A Simple and Efficient Algorithm of 3-D Single-Source Localization with Uniform Cross Array Bing Xue 1 2 a) * Guangyou Fang 1 2 b and Yicai Ji 1 2 c)

A Simple and Efficient Algorithm of 3-D Single-Source Localization with Uniform Cross Array Bing Xue 1 2 a) * Guangyou Fang 1 2 b and Yicai Ji 1 2 c) A Simpe Efficient Agorithm of 3-D Singe-Source Locaization with Uniform Cross Array Bing Xue a * Guangyou Fang b Yicai Ji c Key Laboratory of Eectromagnetic Radiation Sensing Technoogy, Institute of Eectronics,

More information

Effect of Oxygen Injection into Argon Induction Plasmas on Chemically Non-Equilibrium Conditions

Effect of Oxygen Injection into Argon Induction Plasmas on Chemically Non-Equilibrium Conditions Proceedings of 17th Internationa Symposium on Pasma Chemistry, Toronto, Canada, August 7-12, 25 Effect of Oxygen Injection into Argon Induction Pasmas on Chemicay Non-Equiibrium Conditions Nobuhiko Atsuchi

More information

A Solution to the 4-bit Parity Problem with a Single Quaternary Neuron

A Solution to the 4-bit Parity Problem with a Single Quaternary Neuron Neura Information Processing - Letters and Reviews Vo. 5, No. 2, November 2004 LETTER A Soution to the 4-bit Parity Probem with a Singe Quaternary Neuron Tohru Nitta Nationa Institute of Advanced Industria

More information

Bayesian Unscented Kalman Filter for State Estimation of Nonlinear and Non-Gaussian Systems

Bayesian Unscented Kalman Filter for State Estimation of Nonlinear and Non-Gaussian Systems Bayesian Unscented Kaman Fiter for State Estimation of Noninear and Non-aussian Systems Zhong Liu, Shing-Chow Chan, Ho-Chun Wu and iafei Wu Department of Eectrica and Eectronic Engineering, he University

More information

Bayesian Learning. You hear a which which could equally be Thanks or Tanks, which would you go with?

Bayesian Learning. You hear a which which could equally be Thanks or Tanks, which would you go with? Bayesian Learning A powerfu and growing approach in machine earning We use it in our own decision making a the time You hear a which which coud equay be Thanks or Tanks, which woud you go with? Combine

More information

Numerical simulation of a high viscosity bubble column

Numerical simulation of a high viscosity bubble column 20th Internationa Congress on Modeing and Simuation, Adeaide, Austraia, 1 6 December 2013 www.mssanz.org.au/modsim2013 Numerica simuation of a high viscosity bubbe coumn Danio Carvajaa, Victor Meendez-Vejara,

More information

Proceedings of Meetings on Acoustics

Proceedings of Meetings on Acoustics Proceedings of Meetings on Acoustics Volume 19, 2013 http://acousticalsociety.org/ ICA 2013 Montreal Montreal, Canada 2-7 June 2013 Underwater Acoustics Session 2pUWb: Arctic Acoustics and Applications

More information

DIGITAL FILTER DESIGN OF IIR FILTERS USING REAL VALUED GENETIC ALGORITHM

DIGITAL FILTER DESIGN OF IIR FILTERS USING REAL VALUED GENETIC ALGORITHM DIGITAL FILTER DESIGN OF IIR FILTERS USING REAL VALUED GENETIC ALGORITHM MIKAEL NILSSON, MATTIAS DAHL AND INGVAR CLAESSON Bekinge Institute of Technoogy Department of Teecommunications and Signa Processing

More information

The influence of temperature of photovoltaic modules on performance of solar power plant

The influence of temperature of photovoltaic modules on performance of solar power plant IOSR Journa of Engineering (IOSRJEN) ISSN (e): 2250-3021, ISSN (p): 2278-8719 Vo. 05, Issue 04 (Apri. 2015), V1 PP 09-15 www.iosrjen.org The infuence of temperature of photovotaic modues on performance

More information

Efficient Inversion in Underwater Acoustics with Analytic, Iterative, and Sequential Bayesian Methods

Efficient Inversion in Underwater Acoustics with Analytic, Iterative, and Sequential Bayesian Methods DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited. Efficient Inversion in Underwater Acoustics with Analytic, Iterative, and Sequential Bayesian Methods Zoi-Heleni Michalopoulou

More information

Paragraph Topic Classification

Paragraph Topic Classification Paragraph Topic Cassification Eugene Nho Graduate Schoo of Business Stanford University Stanford, CA 94305 enho@stanford.edu Edward Ng Department of Eectrica Engineering Stanford University Stanford, CA

More information

SEA Subsystem Attribute Correction Based on Stiffness Multipliers

SEA Subsystem Attribute Correction Based on Stiffness Multipliers Internationa Conference on Eectrica, Mechanica and Industria Engineering (ICEMIE 016) SEA Subsystem Attribute Correction Based on Stiffness Mutipiers Jie Gao1,* and Yong Yang 1 Coege of hysics and Information

More information

Proceedings of Meetings on Acoustics

Proceedings of Meetings on Acoustics Proceedings of Meetings on Acoustics Volume 2, 2008 http://asa.aip.org 154th Meeting Acoustical Society of America New Orleans, Louisiana 27 November - 1 December 2007 Session 1aAO: Acoustical Oceanography

More information

Stochastic Variational Inference with Gradient Linearization

Stochastic Variational Inference with Gradient Linearization Stochastic Variationa Inference with Gradient Linearization Suppementa Materia Tobias Pötz * Anne S Wannenwetsch Stefan Roth Department of Computer Science, TU Darmstadt Preface In this suppementa materia,

More information

Geoacoustic Inversion in Shallow Water

Geoacoustic Inversion in Shallow Water DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited. Geoacoustic Inversion in Shallow Water N. Ross Chapman School of Earth and Ocean Sciences University of Victoria PO Box

More information

Research Article Numerical Range of Two Operators in Semi-Inner Product Spaces

Research Article Numerical Range of Two Operators in Semi-Inner Product Spaces Abstract and Appied Anaysis Voume 01, Artice ID 846396, 13 pages doi:10.1155/01/846396 Research Artice Numerica Range of Two Operators in Semi-Inner Product Spaces N. K. Sahu, 1 C. Nahak, 1 and S. Nanda

More information

Combining reaction kinetics to the multi-phase Gibbs energy calculation

Combining reaction kinetics to the multi-phase Gibbs energy calculation 7 th European Symposium on Computer Aided Process Engineering ESCAPE7 V. Pesu and P.S. Agachi (Editors) 2007 Esevier B.V. A rights reserved. Combining reaction inetics to the muti-phase Gibbs energy cacuation

More information

Simulation Hybrid Fuzzy Control of SCARA Robot

Simulation Hybrid Fuzzy Control of SCARA Robot 3rd WSEAS Internationa Conference on APPLIED and THEORETICAL MECHANICS, Spain, Decemer 4-6, 27 75 Simuation Hyrid Fuzzy Contro of SCARA Root MARIUS-CONSTANTIN POPESCU, ILIE BORCOŞI, ONISIFOR OLARU, LUMINIŢA

More information

A. Distribution of the test statistic

A. Distribution of the test statistic A. Distribution of the test statistic In the sequentia test, we first compute the test statistic from a mini-batch of size m. If a decision cannot be made with this statistic, we keep increasing the mini-batch

More information

Nonperturbative Shell Correction to the Bethe Bloch Formula for the Energy Losses of Fast Charged Particles

Nonperturbative Shell Correction to the Bethe Bloch Formula for the Energy Losses of Fast Charged Particles ISSN 002-3640, JETP Letters, 20, Vo. 94, No., pp. 5. Peiades Pubishing, Inc., 20. Origina Russian Text V.I. Matveev, D.N. Makarov, 20, pubished in Pis ma v Zhurna Eksperimenta noi i Teoreticheskoi Fiziki,

More information

DYNAMIC RESPONSE OF CIRCULAR FOOTINGS ON SATURATED POROELASTIC HALFSPACE

DYNAMIC RESPONSE OF CIRCULAR FOOTINGS ON SATURATED POROELASTIC HALFSPACE 3 th Word Conference on Earthquake Engineering Vancouver, B.C., Canada August -6, 4 Paper No. 38 DYNAMIC RESPONSE OF CIRCULAR FOOTINGS ON SATURATED POROELASTIC HALFSPACE Bo JIN SUMMARY The dynamic responses

More information

Research on liquid sloshing performance in vane type tank under microgravity

Research on liquid sloshing performance in vane type tank under microgravity IOP Conference Series: Materias Science and Engineering PAPER OPEN ACCESS Research on iquid soshing performance in vane type tan under microgravity Reated content - Numerica simuation of fuid fow in the

More information

NEW DEVELOPMENT OF OPTIMAL COMPUTING BUDGET ALLOCATION FOR DISCRETE EVENT SIMULATION

NEW DEVELOPMENT OF OPTIMAL COMPUTING BUDGET ALLOCATION FOR DISCRETE EVENT SIMULATION NEW DEVELOPMENT OF OPTIMAL COMPUTING BUDGET ALLOCATION FOR DISCRETE EVENT SIMULATION Hsiao-Chang Chen Dept. of Systems Engineering University of Pennsyvania Phiadephia, PA 904-635, U.S.A. Chun-Hung Chen

More information

Crystallisation of a supercooled spherical nodule in a flow

Crystallisation of a supercooled spherical nodule in a flow EUROTHERM 69 Heat and Mass Transfer in Soid-Liquid Phase hange Processes June 25-27, 2003, Bistra caste, Ljubjana, Sovenia Eds.: B. Sarer, D. Gobin rystaisation of a supercooed spherica nodue in a fow

More information

STABILITY OF A PARAMETRICALLY EXCITED DAMPED INVERTED PENDULUM 1. INTRODUCTION

STABILITY OF A PARAMETRICALLY EXCITED DAMPED INVERTED PENDULUM 1. INTRODUCTION Journa of Sound and Vibration (996) 98(5), 643 65 STABILITY OF A PARAMETRICALLY EXCITED DAMPED INVERTED PENDULUM G. ERDOS AND T. SINGH Department of Mechanica and Aerospace Engineering, SUNY at Buffao,

More information

ECONOMIC STATISTICAL DESIGN OF VARIABLE SAMPLING INTERVAL X CONTROL CHART BASED ON SURROGATE VARIABLE USING GENETIC ALGORITHMS

ECONOMIC STATISTICAL DESIGN OF VARIABLE SAMPLING INTERVAL X CONTROL CHART BASED ON SURROGATE VARIABLE USING GENETIC ALGORITHMS Voume7 Number4 December206 pp.54 64 DOI: 0.55/mper-206-0036 ECONOMIC STATISTICAL DESIGN OF VARIABLE SAMPLING INTERVAL X CONTROL CHART BASED ON SURROGATE VARIABLE USING GENETIC ALGORITHMS Tae-HoonLee,Sung-HoonHong

More information

Compression Ratio Expansion for Complementary Code Set Compressing a Signal to a Width of Several Sub-pulses

Compression Ratio Expansion for Complementary Code Set Compressing a Signal to a Width of Several Sub-pulses Compression Ratio Expansion for Compementary Code Set Compressing a Signa to a Width of Severa Sub-puses Reiji Sato 2nd Research Center, Technica R and D Institute Japan Defense Agency 1-2-24 Ikejiri,

More information

Simplified analysis of EXAFS data and determination of bond lengths

Simplified analysis of EXAFS data and determination of bond lengths Indian Journa of Pure & Appied Physics Vo. 49, January 0, pp. 5-9 Simpified anaysis of EXAFS data and determination of bond engths A Mishra, N Parsai & B D Shrivastava * Schoo of Physics, Devi Ahiya University,

More information

Chapter 7 PRODUCTION FUNCTIONS. Copyright 2005 by South-Western, a division of Thomson Learning. All rights reserved.

Chapter 7 PRODUCTION FUNCTIONS. Copyright 2005 by South-Western, a division of Thomson Learning. All rights reserved. Chapter 7 PRODUCTION FUNCTIONS Copyright 2005 by South-Western, a division of Thomson Learning. A rights reserved. 1 Production Function The firm s production function for a particuar good (q) shows the

More information

Title: Crack Diagnostics via Fourier Transform: Real and Imaginary Components vs. Power Spectral Density

Title: Crack Diagnostics via Fourier Transform: Real and Imaginary Components vs. Power Spectral Density Tite: rack Diagnostics via ourier Transform: ea and maginary omponents vs. Power pectra Density Authors: Leonid M. Geman Victor Giurgiutiu van V. Petrunin 3 rd nternationa Workshop on tructura Heath Monitoring

More information

Statistical Learning Theory: A Primer

Statistical Learning Theory: A Primer Internationa Journa of Computer Vision 38(), 9 3, 2000 c 2000 uwer Academic Pubishers. Manufactured in The Netherands. Statistica Learning Theory: A Primer THEODOROS EVGENIOU, MASSIMILIANO PONTIL AND TOMASO

More information

Adaptive Localization in a Dynamic WiFi Environment Through Multi-view Learning

Adaptive Localization in a Dynamic WiFi Environment Through Multi-view Learning daptive Locaization in a Dynamic WiFi Environment Through Muti-view Learning Sinno Jiain Pan, James T. Kwok, Qiang Yang, and Jeffrey Junfeng Pan Department of Computer Science and Engineering Hong Kong

More information

Target Location Estimation in Wireless Sensor Networks Using Binary Data

Target Location Estimation in Wireless Sensor Networks Using Binary Data Target Location stimation in Wireess Sensor Networks Using Binary Data Ruixin Niu and Pramod K. Varshney Department of ectrica ngineering and Computer Science Link Ha Syracuse University Syracuse, NY 344

More information

TWO- AND THREE-DIMENSIONAL SIMULATION OF A RISING BUBBLE AND FALLING DROPLET USING LEVEL SET METHOD

TWO- AND THREE-DIMENSIONAL SIMULATION OF A RISING BUBBLE AND FALLING DROPLET USING LEVEL SET METHOD European Conference on Computationa Fuid Dynamics ECCOMAS CFD 2006 P. Wesseing, E. Oñate, J. Périaux (Eds) TU Deft, The Netherands, 2006 TWO- AND THREE-DIMENSIONAL SIMULATION OF A RISING BUBBLE AND FALLING

More information

A Brief Introduction to Markov Chains and Hidden Markov Models

A Brief Introduction to Markov Chains and Hidden Markov Models A Brief Introduction to Markov Chains and Hidden Markov Modes Aen B MacKenzie Notes for December 1, 3, &8, 2015 Discrete-Time Markov Chains You may reca that when we first introduced random processes,

More information

University of Huddersfield Repository

University of Huddersfield Repository University of Huddersfied Repository Hardaupas, Y., Souopouos, N., Stetsyuk, V. and Tayor, A. M. K. P. Experimenta Assessment of subgrid scae Probabiity Density Function Modes for Large Eddy Simuation

More information

Tu 23 A12 Multi-frequency Seafloor Characterization Using Seismic Sources of Opportunity

Tu 23 A12 Multi-frequency Seafloor Characterization Using Seismic Sources of Opportunity Tu 23 A12 Multi-frequency Seafloor Characterization Using Seismic Sources of Opportunity M.N. Banda* (University of Bath/Seiche Ltd), Ph. Blondel (University of Bath), M. Burnett (Seiche Ltd), R. Wyatt

More information

Adjustment of automatic control systems of production facilities at coal processing plants using multivariant physico- mathematical models

Adjustment of automatic control systems of production facilities at coal processing plants using multivariant physico- mathematical models IO Conference Series: Earth and Environmenta Science AER OEN ACCESS Adjustment of automatic contro systems of production faciities at coa processing pants using mutivariant physico- mathematica modes To

More information

Explicit overall risk minimization transductive bound

Explicit overall risk minimization transductive bound 1 Expicit overa risk minimization transductive bound Sergio Decherchi, Paoo Gastado, Sandro Ridea, Rodofo Zunino Dept. of Biophysica and Eectronic Engineering (DIBE), Genoa University Via Opera Pia 11a,

More information

Function Matching Design of Wide-Band Piezoelectric Ultrasonic Transducer

Function Matching Design of Wide-Band Piezoelectric Ultrasonic Transducer Function Matching Design of Wide-Band Piezoeectric Utrasonic Transducer Yingyuan Fan a, Hongqing An b Weifang Medica University, Weifang, 261053, China a yyfan@126.com, b hongqingan01@126.com Abstract

More information

Channel radiance calculations for MOPITT forward modeling and operational retrievals

Channel radiance calculations for MOPITT forward modeling and operational retrievals Channe radiance cacuations for MOPITT forward modeing and operationa retrievas G.L. Francis, D.P. Edwards, and J.C. Gie Atmospheric Chemistry Division Nationa Center for Atmospheric Research ABSTRACT The

More information

Research Article On the Lower Bound for the Number of Real Roots of a Random Algebraic Equation

Research Article On the Lower Bound for the Number of Real Roots of a Random Algebraic Equation Appied Mathematics and Stochastic Anaysis Voume 007, Artice ID 74191, 8 pages doi:10.1155/007/74191 Research Artice On the Lower Bound for the Number of Rea Roots of a Random Agebraic Equation Takashi

More information

Geoacoustic perspectives: what have we learned about modelling sound propagation in the ocean bottom

Geoacoustic perspectives: what have we learned about modelling sound propagation in the ocean bottom Proceedings of Acoustics 2012 - Fremantle 21-23 November 2012, Fremantle, Australia Geoacoustic perspectives: what have we learned about modelling sound propagation in the ocean bottom N. Ross Chapman

More information

Approach to Identifying Raindrop Vibration Signal Detected by Optical Fiber

Approach to Identifying Raindrop Vibration Signal Detected by Optical Fiber Sensors & Transducers, o. 6, Issue, December 3, pp. 85-9 Sensors & Transducers 3 by IFSA http://www.sensorsporta.com Approach to Identifying Raindrop ibration Signa Detected by Optica Fiber ongquan QU,

More information

A mixin algorithm for geoacoustic inversion

A mixin algorithm for geoacoustic inversion A mixin algorithm for geoacoustic inversion Hefeng Dong a and Arne Johannes Jenssen b a Dept. of Electron. & Teleco., Norwegian Univ. of Science and Technology, NO-7491 Trondheim, Norway b Norwegian Defense

More information

FRST Multivariate Statistics. Multivariate Discriminant Analysis (MDA)

FRST Multivariate Statistics. Multivariate Discriminant Analysis (MDA) 1 FRST 531 -- Mutivariate Statistics Mutivariate Discriminant Anaysis (MDA) Purpose: 1. To predict which group (Y) an observation beongs to based on the characteristics of p predictor (X) variabes, using

More information

A Ridgelet Kernel Regression Model using Genetic Algorithm

A Ridgelet Kernel Regression Model using Genetic Algorithm A Ridgeet Kerne Regression Mode using Genetic Agorithm Shuyuan Yang, Min Wang, Licheng Jiao * Institute of Inteigence Information Processing, Department of Eectrica Engineering Xidian University Xi an,

More information

Migration of Ground Penetrating Radar data in heterogeneous and dispersive media

Migration of Ground Penetrating Radar data in heterogeneous and dispersive media New Strategies for European Remote Sensing, Oui (ed.) 25 Mipress, Rotterdam, ISBN 9 5966 3 X Migration of Ground Penetrating Radar data in heterogeneous and dispersive media Armando R. Sena, Pau L. Stoffa

More information

Source and Relay Matrices Optimization for Multiuser Multi-Hop MIMO Relay Systems

Source and Relay Matrices Optimization for Multiuser Multi-Hop MIMO Relay Systems Source and Reay Matrices Optimization for Mutiuser Muti-Hop MIMO Reay Systems Yue Rong Department of Eectrica and Computer Engineering, Curtin University, Bentey, WA 6102, Austraia Abstract In this paper,

More information

Nonlinear Analysis of Spatial Trusses

Nonlinear Analysis of Spatial Trusses Noninear Anaysis of Spatia Trusses João Barrigó October 14 Abstract The present work addresses the noninear behavior of space trusses A formuation for geometrica noninear anaysis is presented, which incudes

More information

XI PHYSICS. M. Affan Khan LECTURER PHYSICS, AKHSS, K. https://promotephysics.wordpress.com

XI PHYSICS. M. Affan Khan LECTURER PHYSICS, AKHSS, K. https://promotephysics.wordpress.com XI PHYSICS M. Affan Khan LECTURER PHYSICS, AKHSS, K affan_414@ive.com https://promotephysics.wordpress.com [TORQUE, ANGULAR MOMENTUM & EQUILIBRIUM] CHAPTER NO. 5 Okay here we are going to discuss Rotationa

More information

An equivalent fluid representation of a layered elastic seafloor for acoustic propagation modelling Matthew W Koessler (1)

An equivalent fluid representation of a layered elastic seafloor for acoustic propagation modelling Matthew W Koessler (1) An equivalent fluid representation of a layered elastic seafloor for acoustic propagation modelling Matthew W Koessler (1) ABSTRACT (1) Marshall Day Acoustics,6/448 Roberts Rd Subiaco, Australia Modelling

More information

A statistical analysis of texture on the COBE-DMR rst year sky maps based on the

A statistical analysis of texture on the COBE-DMR rst year sky maps based on the Mon. Not. R. Astron. Soc. 000, 1{5 (1995) Genus and spot density in the COBE DMR rst year anisotropy maps S. Torres 1, L. Cayon, E. Martnez-Gonzaez 3 and J.L. Sanz 3 1 Universidad de os Andes and Centro

More information

Transmit Antenna Selection for Physical-Layer Network Coding Based on Euclidean Distance

Transmit Antenna Selection for Physical-Layer Network Coding Based on Euclidean Distance Transmit ntenna Seection for Physica-Layer Networ Coding ased on Eucidean Distance 1 arxiv:179.445v1 [cs.it] 13 Sep 17 Vaibhav Kumar, arry Cardiff, and Mar F. Fanagan Schoo of Eectrica and Eectronic Engineering,

More information

Research of Data Fusion Method of Multi-Sensor Based on Correlation Coefficient of Confidence Distance

Research of Data Fusion Method of Multi-Sensor Based on Correlation Coefficient of Confidence Distance Send Orders for Reprints to reprints@benthamscience.ae 340 The Open Cybernetics & Systemics Journa, 015, 9, 340-344 Open Access Research of Data Fusion Method of Muti-Sensor Based on Correation Coefficient

More information

BP neural network-based sports performance prediction model applied research

BP neural network-based sports performance prediction model applied research Avaiabe onine www.jocpr.com Journa of Chemica and Pharmaceutica Research, 204, 6(7:93-936 Research Artice ISSN : 0975-7384 CODEN(USA : JCPRC5 BP neura networ-based sports performance prediction mode appied

More information

Quantum Electrodynamical Basis for Wave. Propagation through Photonic Crystal

Quantum Electrodynamical Basis for Wave. Propagation through Photonic Crystal Adv. Studies Theor. Phys., Vo. 6, 01, no. 3, 19-133 Quantum Eectrodynamica Basis for Wave Propagation through Photonic Crysta 1 N. Chandrasekar and Har Narayan Upadhyay Schoo of Eectrica and Eectronics

More information

14-6 The Equation of Continuity

14-6 The Equation of Continuity 14-6 The Equation of Continuity 14-6 The Equation of Continuity Motion of rea fuids is compicated and poory understood (e.g., turbuence) We discuss motion of an idea fuid 1. Steady fow: Laminar fow, the

More information

Physics 127c: Statistical Mechanics. Fermi Liquid Theory: Collective Modes. Boltzmann Equation. The quasiparticle energy including interactions

Physics 127c: Statistical Mechanics. Fermi Liquid Theory: Collective Modes. Boltzmann Equation. The quasiparticle energy including interactions Physics 27c: Statistica Mechanics Fermi Liquid Theory: Coective Modes Botzmann Equation The quasipartice energy incuding interactions ε p,σ = ε p + f(p, p ; σ, σ )δn p,σ, () p,σ with ε p ε F + v F (p p

More information

c 2007 Society for Industrial and Applied Mathematics

c 2007 Society for Industrial and Applied Mathematics SIAM REVIEW Vo. 49,No. 1,pp. 111 1 c 7 Society for Industria and Appied Mathematics Domino Waves C. J. Efthimiou M. D. Johnson Abstract. Motivated by a proposa of Daykin [Probem 71-19*, SIAM Rev., 13 (1971),

More information

Nonlinear Gaussian Filtering via Radial Basis Function Approximation

Nonlinear Gaussian Filtering via Radial Basis Function Approximation 51st IEEE Conference on Decision and Contro December 10-13 01 Maui Hawaii USA Noninear Gaussian Fitering via Radia Basis Function Approximation Huazhen Fang Jia Wang and Raymond A de Caafon Abstract This

More information

Proceedings of Meetings on Acoustics

Proceedings of Meetings on Acoustics Proceedings of Meetings on Acoustics Volume 19, 2013 http://acousticalsociety.org/ ICA 2013 Montreal Montreal, Canada 2-7 June 2013 Acoustical Oceanography Session 2aAO: Seismic Oceanography 2aAO1. Uncertainty

More information

Haar Decomposition and Reconstruction Algorithms

Haar Decomposition and Reconstruction Algorithms Jim Lambers MAT 773 Fa Semester 018-19 Lecture 15 and 16 Notes These notes correspond to Sections 4.3 and 4.4 in the text. Haar Decomposition and Reconstruction Agorithms Decomposition Suppose we approximate

More information

SYSTEM IDENTIFICATION OF STRUCTURES FROM SEISMIC RESPONSE DATA VIA WAVELET PACKET METHOD

SYSTEM IDENTIFICATION OF STRUCTURES FROM SEISMIC RESPONSE DATA VIA WAVELET PACKET METHOD 13 th Word Conference on Earthquake Engineering Vancouver, B.C., Canada August 1-6, 24 Paper No. 2272 SYSEM IDENIFICAION OF SRCRES FROM SEISMIC RESPONSE DAA VIA WAVELE PACKE MEHOD C. S. Huang 1, S. L.

More information

Seabed Geoacoustic Structure at the Meso-Scale

Seabed Geoacoustic Structure at the Meso-Scale DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited. Seabed Geoacoustic Structure at the Meso-Scale Charles W. Holland The Pennsylvania State University Applied Research Laboratory

More information

TIME-VARYING LINEAR OBSERVER FOR TORQUE BALANCING ON A DI ENGINE

TIME-VARYING LINEAR OBSERVER FOR TORQUE BALANCING ON A DI ENGINE TIME-VARYING LINEAR OBSERVER FOR TORQUE BALANCING ON A DI ENGINE Jonathan Chauvin Gie Corde Phiippe Mouin Miche Castagné Nicoas Petit Pierre Rouchon Centre Automatique et Systèmes, Écoe des Mines de Paris,

More information

DISTRIBUTION OF TEMPERATURE IN A SPATIALLY ONE- DIMENSIONAL OBJECT AS A RESULT OF THE ACTIVE POINT SOURCE

DISTRIBUTION OF TEMPERATURE IN A SPATIALLY ONE- DIMENSIONAL OBJECT AS A RESULT OF THE ACTIVE POINT SOURCE DISTRIBUTION OF TEMPERATURE IN A SPATIALLY ONE- DIMENSIONAL OBJECT AS A RESULT OF THE ACTIVE POINT SOURCE Yury Iyushin and Anton Mokeev Saint-Petersburg Mining University, Vasiievsky Isand, 1 st ine, Saint-Petersburg,

More information

Paper presented at the Workshop on Space Charge Physics in High Intensity Hadron Rings, sponsored by Brookhaven National Laboratory, May 4-7,1998

Paper presented at the Workshop on Space Charge Physics in High Intensity Hadron Rings, sponsored by Brookhaven National Laboratory, May 4-7,1998 Paper presented at the Workshop on Space Charge Physics in High ntensity Hadron Rings, sponsored by Brookhaven Nationa Laboratory, May 4-7,998 Noninear Sef Consistent High Resoution Beam Hao Agorithm in

More information

Related Topics Maxwell s equations, electrical eddy field, magnetic field of coils, coil, magnetic flux, induced voltage

Related Topics Maxwell s equations, electrical eddy field, magnetic field of coils, coil, magnetic flux, induced voltage Magnetic induction TEP Reated Topics Maxwe s equations, eectrica eddy fied, magnetic fied of cois, coi, magnetic fux, induced votage Principe A magnetic fied of variabe frequency and varying strength is

More information

Copyright information to be inserted by the Publishers. Unsplitting BGK-type Schemes for the Shallow. Water Equations KUN XU

Copyright information to be inserted by the Publishers. Unsplitting BGK-type Schemes for the Shallow. Water Equations KUN XU Copyright information to be inserted by the Pubishers Unspitting BGK-type Schemes for the Shaow Water Equations KUN XU Mathematics Department, Hong Kong University of Science and Technoogy, Cear Water

More information

The Effects of Sediment Properties on Low Frequency Acoustic Propagation

The Effects of Sediment Properties on Low Frequency Acoustic Propagation DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited. The Effects of Sediment Properties on Low Frequency Acoustic Propagation James H. Miller and Gopu R. Potty University of

More information

Research Article Fast 3D Node Localization in Multipath for UWB Wireless Sensor Networks Using Modified Propagator Method

Research Article Fast 3D Node Localization in Multipath for UWB Wireless Sensor Networks Using Modified Propagator Method Distributed Sensor Networks, Artice ID 32535, 8 pages http://dxdoiorg/55/24/32535 Research Artice Fast 3D Node ocaization in Mutipath for UWB Wireess Sensor Networks Using Modified Propagator Method Hong

More information

Wavelet Galerkin Solution for Boundary Value Problems

Wavelet Galerkin Solution for Boundary Value Problems Internationa Journa of Engineering Research and Deveopment e-issn: 2278-67X, p-issn: 2278-8X, www.ijerd.com Voume, Issue 5 (May 24), PP.2-3 Waveet Gaerkin Soution for Boundary Vaue Probems D. Pate, M.K.

More information

An Algorithm for Pruning Redundant Modules in Min-Max Modular Network

An Algorithm for Pruning Redundant Modules in Min-Max Modular Network An Agorithm for Pruning Redundant Modues in Min-Max Moduar Network Hui-Cheng Lian and Bao-Liang Lu Department of Computer Science and Engineering, Shanghai Jiao Tong University 1954 Hua Shan Rd., Shanghai

More information

Recent developments in multi-beam echo-sounder processing at the Delft

Recent developments in multi-beam echo-sounder processing at the Delft Recent developments in multi-beam echo-sounder processing at the Delft University of Technology Prof. Dr. Dick G. Simons Acoustic Remote Sensing Group, Faculty of Aerospace Engineering, Delft University

More information

A Learning Algorithm for Localizing People Based On Wireless Signal Strength That Uses Labeled and Unlabeled Data

A Learning Algorithm for Localizing People Based On Wireless Signal Strength That Uses Labeled and Unlabeled Data Submitted to IJCAI 23 A Learning Agorithm for Locaizing Peope Based On Wireess Signa Strength That Uses Labeed and Unabeed Data Mary Berna, Brad Lisien, Brennan Sener, Geoffrey Gordon, Frank Pfenning,

More information

A Statistical Framework for Real-time Event Detection in Power Systems

A Statistical Framework for Real-time Event Detection in Power Systems 1 A Statistica Framework for Rea-time Event Detection in Power Systems Noan Uhrich, Tim Christman, Phiip Swisher, and Xichen Jiang Abstract A quickest change detection (QCD) agorithm is appied to the probem

More information

Short range geoacoustic inversion with a vertical line array

Short range geoacoustic inversion with a vertical line array Short range geoacoustic inversion with a vertical line array Yong-Min Jiang 1, N. Ross Chapman 1 and Peter Gerstoft 2 1University of Victoria, Victoria, BC, Canada 2Marine Physical Laboratory, Scripps

More information

arxiv: v1 [hep-lat] 21 Nov 2011

arxiv: v1 [hep-lat] 21 Nov 2011 Deta I=3/2 K to pi-pi decays with neary physica kinematics arxiv:1111.4889v1 [hep-at] 21 Nov 2011 University of Southampton, Schoo of Physics and Astronomy, Highfied, Southampton, SO17 1BJ, United Kingdom

More information

Asynchronous Control for Coupled Markov Decision Systems

Asynchronous Control for Coupled Markov Decision Systems INFORMATION THEORY WORKSHOP (ITW) 22 Asynchronous Contro for Couped Marov Decision Systems Michae J. Neey University of Southern Caifornia Abstract This paper considers optima contro for a coection of

More information

FREQUENCY modulated differential chaos shift key (FM-

FREQUENCY modulated differential chaos shift key (FM- Accepted in IEEE 83rd Vehicuar Technoogy Conference VTC, 16 1 SNR Estimation for FM-DCS System over Mutipath Rayeigh Fading Channes Guofa Cai, in Wang, ong ong, Georges addoum Dept. of Communication Engineering,

More information

First-Order Corrections to Gutzwiller s Trace Formula for Systems with Discrete Symmetries

First-Order Corrections to Gutzwiller s Trace Formula for Systems with Discrete Symmetries c 26 Noninear Phenomena in Compex Systems First-Order Corrections to Gutzwier s Trace Formua for Systems with Discrete Symmetries Hoger Cartarius, Jörg Main, and Günter Wunner Institut für Theoretische

More information

Modeling on convective boiling heat transfer in a microtube based on flow visualization

Modeling on convective boiling heat transfer in a microtube based on flow visualization 6th Word Conference on Experimenta Heat Transfer, Fuid Mechanics, and Thermodynamics Apri 17-21, 2005, Matsushima, Miyagi, Japan Modeing on convective boiing heat transfer in a microtube based on fow visuaization

More information

Modal Inversion SW06 Experiment

Modal Inversion SW06 Experiment DISTRIBUTION STATEMENT A: Approved for public release; distribution is unlimited. Modal Inversion SW06 Experiment Subramaniam D. Rajan Scientific Solutions, Inc. 99 Perimeter Road Nashua, NH 03063 Phone:

More information

21th International Multidimensional Engine User s Meeting at the SAE Congress 2011, April, 11, 2011 DETOIT, MI

21th International Multidimensional Engine User s Meeting at the SAE Congress 2011, April, 11, 2011 DETOIT, MI 21th Internationa Mutidimensiona Engine User s Meeting at the SAE Congress 2011, Apri, 11, 2011 DETOIT, MI "A combined Euerian Lagrangian spray amortization (ELSA) in DI Diese combustion: Fuy couped Euerian

More information

Safety Evaluation Model of Chemical Logistics Park Operation Based on Back Propagation Neural Network

Safety Evaluation Model of Chemical Logistics Park Operation Based on Back Propagation Neural Network 1513 A pubication of CHEMICAL ENGINEERING TRANSACTIONS VOL. 6, 017 Guest Editors: Fei Song, Haibo Wang, Fang He Copyright 017, AIDIC Servizi S.r.. ISBN 978-88-95608-60-0; ISSN 83-916 The Itaian Association

More information

Modal analysis of a multi-blade system undergoing rotational motion

Modal analysis of a multi-blade system undergoing rotational motion Journa of Mechanica Science and Technoogy 3 (9) 5~58 Journa of Mechanica Science and Technoogy www.springerin.com/content/738-494x DOI.7/s6-9-43-3 Moda anaysis of a muti-bade system undergoing rotationa

More information