Determining Limits of Thermal NDT of Thick Graphite/Epoxy Composites
|
|
- Imogene Quinn
- 5 years ago
- Views:
Transcription
1 ECNDT We Deterining Liits of Teral NDT of Tick Grapite/Epoy Coposites Vladiir VAVILOV Institute of Introscopy Tosk Russia Abstract. Te known approac to inspecting tin coposites by using infrared terograpy is etended onto tick grapite/epoy saples were detecting defects at considerable depts requires careful optiiation of a eating procedure and coosing a proper data processing algorit. 1. Introduction Grapite/epoy coposites are widely used in aero space and start to conquer oter application areas suc as autootive industry building sipbuilding etc. Modeling and data processing are indispensable researc stages in developing ost nondestructive testing (NDT) tecniques. In teral NDT ateatical odels allow better understanding te ecaniss wic govern eat transfer in aterials wit subsurface defects tus elping in evaluating detection liits. Analying teral NDT odels enables producing artificial iages wic can serve as references in te verification of data processing algorits including defect caracteriation. In tis paper a closed-up approac to odeling optiiing and data processing is discussed in te application to teral NDT of grapite/epoy coposites.. Higligts of te approac Deterining teral properties of coposites involved. Modeling defect situations. Optiiing an eperiental procedure. Perforing a test. Processing test results. Evaluating teral NDT liits (by studying noise). Caracteriing defects. 3. Deterining coposite teral properties It as been assued tat a grapite/epoy coposite is ortotropic and caracteried by tree coponents of teral diffusivity: y. Te transverse coponent as been deterined by applying bot a rear (R)-surface and front (F)-surface (Parker s) tecnique: = L / τ (F-surface test) (1) = L / (R-surface test) () * in τ1/ 1
2 * were L is te saple tickness τ in is te specific eat transit tie wic specifies te 1/3 F iniu of te artificial function Θ= Fo T Fo = τ/ L is te Fourier nuber τ is te current tie 1/ F R τ is te alf-rise tie specified in T ( τ ) and T ( τ) T ( τ ) are te F- and R-surface teperature evolutions. Te Parker s Eq. () is widely used in deterining teral diffusivity [1] wile Eq. (1) is less known and its efficiency depends on ow noisy is data (bot ultiplicative * and additive noise igt ake difficult finding a τ in value) []. Te grapite/epoy value deterined by te Parker s etod across te etended eated area was /s (see Fig. 1 and Table 1). R IR iage Diffusivity ap a = /s Fig. 1. Converting te R-surface IR iage sequence into te diffusivity ap (TeroFit Pro progra Innovation Ltd Russia) Te details of deterining lateral coponents of grapite/epoy teral diffusivity ave been reported elsewere [3]. Bot spot- and slit-ask tecniques ave been studied and te ost reliable results ave been obtained by using te latter one. Grapite/epoy saples were eated by quart laps troug a slit ask and te R-surface teperature was recorded by a Terovision 570 IR iager wit te acquisition frequency of 6 H. Te algorit applied is illustrated by Fig.. Te spatial Fourier transforation is applied to a recorded IR iage sequence (Fig. a). Due to te presence of te periodical teperature pattern te Fourier spectru clearly reveals te so-called carrier frequency (#5 in Fig. b if a ask contains 5 slits). Te oriontal ( ) teral diffusivity is deterined by te slope of te function wic represents te logaritic ratio LR of two Fourier teperatures obtained for non-ero and ero spatial frequencies [3]: yτ = LR c ( ω y) / ω y (3) were LR = Ln[ T ( ωy τ)/ T (0 τ)] and ω y is te respective spatial frequency. Te eperiental evolution of te LR function is sown in Fig. c and te deterined lateral diffusivities are given in Table 1. Te very convenient feature of Eq. (3) is tat deterining lateral diffusivity is not affected by saple optical sei-transparency and presence of eat ecange on F- and R-surface. If a saple is eated wit a square ask (or wit a laser) bot and coponents can be deterined in a single eperient by analying bot and y spatial directions. In our case te attept of using a powerful Nd laser (pulse duration 1 s) as proven to be inefficient due to dangerously ig teperatures on F-surface and too low teperature on R-surface. Terefore te eating was done wit quart laps for 3 s and only R-surface data were used to calculate diffusivity. Te eperiental procedure was nuerically optiied as described in [3]. y
3 Frequency #5 corresponds to five selected slit ask periods LR N a) b) c) Fig.. Evaluating teral diffusivity by using a slit-ask etod (grapite/epoy saple slit ask period 10 eating tie 3 seconds): N a area of interest Rear surface b - Fourier spectru coponent (N-nuber of iages in sequence) c - LR = Ln[ T ( ωy τ)/ T (0 τ)] as a function of tie Table 1. Eperiental grapite/epoy teral diffusivity values 10-7 /s y 10-7 /s 10-7 /s (±10%) Teral conductivity was easured wit a TPMU-λ-0 unit (Russia) to be λ =0.41 W/(. K). Respectively eat capacity was: Cρ = λ / = J/( 3. K). 4. Modelling defect situations By introducing te deterined values of teral properties over 100 defect situations were odeled using te TeroCalc-6L progra (Innovation Ltd. Russia). Te progra allows odeling a parallelepiped-like si-layer saple wit up to nine parallelepiped-like defects (Fig. 3) uniforly or non-uniforly eated wit a square pulse of a cosen duration (arbitrary eating functions and spatial eating asks are also possible). Te following odel paraeters ave been varied: saple tickness L =5 10 and 15 defect dept l = and 9 defect tickness d = and 0. defect lateral diensions and 5050 eating duration τ =0.01 and 10 s and eating power Q =10 6 and 10 4 W/ respectively. Different carbon fibre lay-outs ave been odelled to siulate tecnologies of producing tick grapite/epoy coposites. Soe eaples of calculated data are presented in Table : Δ T FR - aiu differential signals on F R-surface ( Δ T = Td Tnd Td Tnd-defect and non-defect teperatures) C FR - aiu diensionless running contrasts ( C =Δ T / Tnd ) wit te corresponding optiu observation ties τ. Te data in Table reveals classical relationsips between all involved paraeters tus allowing: 1) optiiing a test procedure by eating power and duration ) evaluating teral NDT liits and 3) developing an inversion algorit for caracteriing defect dept tickness and lateral diensions. 3
4 5. Eperiental set-up and test optiiation Bot F- and R-surface test configurations ave been ipleented to test soe grapite/epoy saples wit ebedded Teflon inserts. R R - surface d b y F F - surface Q ( y τ) Fig. 3. 3D odeling of defects in grapite/epoy coposite Table. Modeling teral NDT of a 5 -tick grapite/epoy coposite l d F F R R F R Δ T τ ( Δ T ) Δ T τ ( Δ T ) F C τ ( C) R o C s C τ ( C) C s s s Flas eating ( τ =0.01 s Q =10 6 W/ ) τ =10 s Q =10 4 W/ ) Square-pulse eating ( Saples were eated wit te eater wic consisted of si tubular quart laps of 5 kw power eac tat allowed eating a area wit power density of about 15 kw/. A typical iage sequence included up to 300 iages captured wit a Terovision 570 IR iager at 0.16 s acquisition interval. An optiied test sould provide a aiu signal to noise ratio SNR =Δ T ( τ)/ σn were σn = σn is te standard deviation of teperature in a nondefect area. It as been sown teoretically tat suc condition is reaced if eating is perfored wit a eat pulse wic is of te Dirac-nature in bot tie and space. However Dirac-like eating is liited by possible destruction of a saple because of a iger 4
5 teperature at te end of pulse. To provide ilder eating a square-pulse test procedure is often used. By a proper cobination of pulse duration and power a coproise between needed SNR values and saple teperature can be acieved. Modelling results suc as given in Table are often used to optiie a test procedure. Calculations are facilitated by te fact tat ecess saple teperatures and differential teperature signals are linearly proportional to eating power i.e. T Δ T Q wile te contrast C is independent on Q. 6. Eperiental results and odel verification Soe illustrations of eperiental results and data processing are presented in Fig. 4 for a 15 -tick grapite/epoy saple wit Teflon inserts. Obviously because of te large saple tickness te F-surface test (Fig. 4 ecept 4c) as proven to provide better defect visibility tan te R-surface test (Fig. 4c). Te Fourier transforation applied to te tie evolution of piel-based teperature functions T( y τ ) as been cosen as a priary processing tecnique intended for aking decision on weter furter processing as to be applied to eperiental results. Defect diaeter 40 Defect dept 3 Defect diaeter 0 Defect dept 1.5 Defect diaeter 0 Defect dept 3 Defect diaeter 40 Defect dept 1.5 a) b) c) d) e) f) Fig. 4. Teral NDT of a 15- tick grapite/epoy saple (10 s eating): a-raw iage at te optiu observation tie (F-surface) b-sae as a) siulation result (TeroCalc-6L progra) c- raw iage at e optiu observation tie (R-surface) d-sae as a) after noraliation e-pasegra f-binary ap by e) By coputer odelling it was iediately revealed tat relatively big teperature signals wic appeared over defects cannot be eplained by te presence of Teflon inserts wic sould be in ideal teral contact wit a ost coposite. By ultiple trial it as been found tat teoretical values atc reasonably tose eperiental if to assue tat 5
6 Teflon inserts are surrounded by air gaps wit tickness fro 0.06 to 0.1 (Fig. 5). Te IR iages calculated by suc odel resebled eperiental IR terogras very uc (Fig. 4). It is wort entioning tat a siilar odel was proposed in te earlier paper were also te possibility of a sligt odification of coposite teral properties over Teflon inserts was assued [4]. Air ( ) Teflon (0.1 ) l Fig. 5. Te odel of defects in a grapite/epoy coposite (Teflon inserts surrounded by air gaps) Te coparison between eperiental and calculated data is given in Table 3. A relatively good atc between tese values favours te ypotesis of air-filled gaps between Teflon inserts and a ost aterial. Table 3. Coparing eperiental and odelling data for a 15 -tick grapite/epoy saple (Teflon inserts are surrounded by air gaps according to Fig. 6) Defect #1 Eperient Teory # Eperient Teory #3 Eperient Teory #4 Eperient Teory Δ o C τ ( Δ T ) s C = [ Δ T( τ)/ T( τ)] τ ( Δ T ) s T Noise and defect detection liits in teral NDT Studying noise is crucial in deterining defect detection liits. As entioned above defects sould produce a signal-to-noise ratio iger tan unity ( S 1). Often te noise is classified for additive (IR detector noise and reflected abient radiation) and ultiplicative (structural noise). Ten te above-entioned detection condition can be separated for te following ones: 1) a differential teperature signal ΔT ust be iger tan te teperature resolution ΔTres of a used IR terograpic syste i.e. ΔT Δ Tres (te condition iposed by IR detector additive noise in te absence of reflected radiation) and ) a running contrast C ust be iger tan a noise running contrast C noise i.e. C =ΔT / Tnd Cnoise (te condition iposed by ultiplicative noise). Te second detection condition requires tat a saple teperature ust be under te teperature of aterial destruction T destr i.e. T < Tdestr. Since a saple ecess 6
7 teperature is linearly proportional to te absorbed energy W tis condition liits eiter eating power Q or eating duration τ (note tat W = Qτ ). Finally IR terograpic systes can be caracteried by teir tie resolution i.e. by te iage acquisition rate f wic ust be ig enoug to ensure a reasonable nuber of iages stored before an optiu observation tie τ is reaced. Tis condition can be rougly assued as follows: f (5...10) / τ. In any teral NDT cases detection liits are conditioned by saple structural noise. By oter words eac aterial can be caracteried by te noise contrast C noise. Tis kind of noise ainly coes fro variations in saple eissivity/absorptivity. Te iniu C noise value of about 1-% appears in case of unifor non-etals and/or aterials covered wit black coatings suc as soot grapite enael oil paints etc. Te 1% tresold as been applied to all calculated data (see eaple in Table ) to produce Table 4 were detection liits are presented for two saple ticknesses and bot flas and square-pulse test procedures. Table 4. Teoretical liits in detecting air-filled defects in grapite/epoy coposite (detection liit is assued to be 1% by running teperature contrast) Miniu detectable defects * L=5 L=15 F-surface R-surface F-surface R-surface Flas eating l=4 At any dept l=5 l> ~ 4 (D =10 d=0.1 ) (D =10 d=0.1 ) (D =10 d=0.5 ) (D =10 d=0.5 ) l=3 (D =5 d=0.1 ) At any dept (D =5 d=0.1 ) l< (D =5 d=0.5 ) l> ~ 10 (D =5 d=0.5 ) l=3 (D =10 d=0.05 ) At any dept (D =10 d=0.05 ) l< (D =10 d=0.5 ) l> ~ 5 (D =10 d=0.5 ) Square-pulse eating l=4 (D =10 d=0.1 ) l=4 (D =10 d=0.1 ) l=5 (D =10 d=0.5 ) At any dept (D =10 d=0.5 ) l=3 (D =5 d=0.1 ) l=3 (D =5 d=0.1 ) l< 5 (D =5 d=0.5 ) l> (D =5 d=0.5 ) l=3 (D =10 d=0.05 ) l=3 (D =10 d=0.05 ) l< (D =10 d=0.5 ) At any dept (D =10 d=0.5 ) * l - defect dept counted fro F-surface D - defect diaeter d - defect tickness Te following conclusions are iplicated by te data in Table 4. In practical cases te predictions in Table 4 sould be odified by two oter detection conditions wic ave been discussed above. For eaple available eat energy igt be not enoug to create a detectable Δ T signal. Ten a reasonably ig teperature contrast ay not be supported by an adequate differential teperature signal. Suc situation is ore likely on R-surface in case of ticker saplers and sorter eat pulses. Furterore on F-surface a eat pulse of a particular energy ay overeat a saple tus aking test destructive. Miniu detectable defects are caracteried by a cobination of dept tickness and lateral sie. Siply suc defects can be deep but laterally etended or sall but tick etc. In tin coposites (L~5 ) a two-sided test allows detecting defects troug wole saple tickness but in tick coposites (L~15 ) even a two-sided test requires defects to be located closer to R-surface. In all cases te efficiency of a one-sided (F) test strongly depends on defect dept. 7
8 8. Enancing defect visibility Particular coponents of noise corrupting teral NDT results can be subdued by proper data treatent. For eaple teperature resolution of an IR syste tat represents te ultiate detection liit in teral NDT can be iproved by averaging teperature readouts (wit a respective loss of acquisition speed). Uneven eating can be seriously reduced by noraliation (copare iages in Fig. 4a and 4d). Surface penoena largely disappear in pasegras (Fig. 4e). Certain discriination between defects can be done by applying polynoial fitting to teperature evolutions in tie. A possible gain in SNR values cannot be predicted in advance and requires a special study by statistically coparing identification results by different processing algorits [5]. In addition to te aboveentioned tecniques principal coponent analysis and neuron networks start to be effectively applied in teral NDT. Using advanced data processing algorits igt iprove te detection liits presented in Table Defect caracteriation A great deal of inversion algorits ave been proposed to evaluate defect lateral sie dept l and tickness. A deeper analysis of tese tecniques is done in []. Defect lateral diensions can be deterined by: 1) siply viewing defect surface footprints tat typically ensures accuracy of about 10-30% ) easuring te spatial etension of a Δ T signal at te alf of aiu aplitude (FWHM - Full Widt Half Maiu tecnique) 3) differentiating Δ T signal in space. For deterining l and d soe peculiarities in tie evolution of Δ T or C are typically used (apparent effusivity log-log data presentation etc.). In tis study we ave used te following inversion forulas derived by fitting te data suc as in Table []: l = L Fo C [ ] [ τ ( τ)] (1 λd / λ) ( / λ) ; R K W = L Fo C d[ ] 4.368[ τ ( τ)] (1 λd / λ) ( / λ) (4) were λ d is te teral conductivity of a defect Rd = d/ λd is te teral resistance of a defect. Te accuracy of using Eq. (4) is typically better tan 0% and 60% for l and R d respectively. 10. Conclusions Ipleenting teral NDT in te inspection of particular aterials requires fulfilling soe teoretical and eperiental steps to optiie bot a eating/recording protocol and data processing. Tese steps are: 1) deterining teral properties of aterials ) odeling defect situations 3) optiiing an eperiental procedure 4) perforing a test 5) processing test results 6) evaluating teral NDT liits (by analying noise) 7) caracteriing defects. Defect situations are typically siulated nuerically tus obtaining direct relationsips between defect paraeters suc as lateral diensions dept and tickness and teperature signals (optiu observation ties) caused by defects. 8
9 Defect detection liits are deterined by cobinations of soe conditions wic require tat: 1) a signal-to-noise ratio calculated by eiter differential teperature signals or diensionless contrasts or bot ust eceed unity ) saple teperature during test ust be under aterial destruction level 3) acquisition frequency ust be ig enoug to ensure reliable teperature recording and data processing at optiu observation ties. Signal-to-noise ratio can be enanced by applying soe advanced processing algorits suc as pulse pase terograpy principal coponent analysis polynoial fitting neural networks etc. In tin coposites (L~5 ) a two-sided test allows detecting defects troug wole saple tickness but in tick coposites (L~15 ) even a two-sided test requires defects to be located closer to R-surface. In all cases te efficiency of a one-sided test strongly depends on defect dept and in ost cases it does not eceed 4. Te fact of reliable detection of Teflon inserts in any eperiental reference coposite saples can be eplained by te presence of air-filled gaps between inserts and a ost aterial Proposed inversion forulas allow deterining dept and teral resistance of defects in grapite/epoy coposites wit te accuracy better tan 0% and 60% respectively. Conclusions [1] W.J. Parker R.J. Jenkins C.P. Butler and G.L. Abbot Flas etod of deterining teral diffusivity eat capacity and teral conductivity J. Appl. Pysics Sept Vol. 3 p [] V.P. Vavilov Teral NDT NDT series ed. Russian NDT Soc. Vol p. (in Russian). [3] V.P. Vavilov and D.D. Burleig Deterining teral diffusivity coponents in tick anisotropic coposites by using IR terograpy SPIE Proc. Terosense-XXVIII Vol pp [4] V.P. Vavilov D.D. Burleig and A.G. Kliov Advanced odeling of teral NDT probles: fro buried landines to defects in coposites Proc. SPIE Terosense XXIV Vol pp [5] V.P. Vavilov Evaluating te efficiency of data processing algorits in transient teral NDT Proc. SPIE Terosense XXVI Vol pp
Derivative at a point
Roberto s Notes on Differential Calculus Capter : Definition of derivative Section Derivative at a point Wat you need to know already: Te concept of liit and basic etods for coputing liits. Wat you can
More informationlecture 35: Linear Multistep Mehods: Truncation Error
88 lecture 5: Linear Multistep Meods: Truncation Error 5.5 Linear ultistep etods One-step etods construct an approxiate solution x k+ x(t k+ ) using only one previous approxiation, x k. Tis approac enoys
More informationNeural Networks Trained with the EEM Algorithm: Tuning the Smoothing Parameter
eural etworks Trained wit te EEM Algorit: Tuning te Sooting Paraeter JORGE M. SATOS,2, JOAQUIM MARQUES DE SÁ AD LUÍS A. ALEXADRE 3 Intituto de Engenaria Bioédica, Porto, Portugal 2 Instituto Superior de
More informationNumerical Solution for Non-Stationary Heat Equation in Cooling of Computer Radiator System
(JZS) Journal of Zankoy Sulaiani, 9, 1(1) Part A (97-1) A119 Nuerical Solution for Non-Stationary Heat Equation in Cooling of Coputer Radiator Syste Aree A. Maad*, Faraidun K. Haa Sal**, and Najadin W.
More informationINFRARED THERMOGRAPHIC NONDESTRUCTIVE TESTING OF COMPOSITE MATERIALS: DETERMINING THERMAL PROPERTIES, DETECTING AND CHARACTERIZING HIDDEN DEFECTS
INFRARED THERMOGRAPHIC NONDESTRUCTIVE TESTING OF COMPOSITE MATERIALS: DETERMINING THERMAL PROPERTIES, DETECTING AND CHARACTERIZING HIDDEN DEFECTS 1. Introduction Vladimir VAVILOV TOMSK POLYTECHNIC UNIVERSITY,
More information1 Proving the Fundamental Theorem of Statistical Learning
THEORETICAL MACHINE LEARNING COS 5 LECTURE #7 APRIL 5, 6 LECTURER: ELAD HAZAN NAME: FERMI MA ANDDANIEL SUO oving te Fundaental Teore of Statistical Learning In tis section, we prove te following: Teore.
More informationLAB #3: ELECTROSTATIC FIELD COMPUTATION
ECE 306 Revised: 1-6-00 LAB #3: ELECTROSTATIC FIELD COMPUTATION Purpose During tis lab you will investigate te ways in wic te electrostatic field can be teoretically predicted. Bot analytic and nuerical
More information8.1 Force Laws Hooke s Law
8.1 Force Laws There are forces that don't change appreciably fro one instant to another, which we refer to as constant in tie, and forces that don't change appreciably fro one point to another, which
More informationCurrent Developments in the Field of Shock Calibration
XVIII IMEKO WORLD CONGRESS Metrology for a Sustainale Developent Septeer, 17, 6, Rio de Janeiro, Brazil Current Developents in te Field of Sock Caliration T. Bruns 1, A. Link, C. Elster 3 1 Pysikalisc-Tecnisce
More informationc hc h c h. Chapter Since E n L 2 in Eq. 39-4, we see that if L is doubled, then E 1 becomes (2.6 ev)(2) 2 = 0.65 ev.
Capter 39 Since n L in q 39-4, we see tat if L is doubled, ten becoes (6 ev)() = 065 ev We first note tat since = 666 0 34 J s and c = 998 0 8 /s, 34 8 c6 66 0 J sc 998 0 / s c 40eV n 9 9 60 0 J / ev 0
More informationA = h w (1) Error Analysis Physics 141
Introduction In all brances of pysical science and engineering one deals constantly wit numbers wic results more or less directly from experimental observations. Experimental observations always ave inaccuracies.
More informationNUCLEAR THERMAL-HYDRAULIC FUNDAMENTALS
NUCLEAR THERMAL-HYDRAULIC FUNDAMENTALS Dr. J. Micael Doster Departent of Nuclear Engineering Nort Carolina State University Raleig, NC Copyrigted POER CYCLES Te analysis of Terodynaic Cycles is based alost
More informationHomotopy analysis of 1D unsteady, nonlinear groundwater flow through porous media
Hootopy analysis of D unsteady, nonlinear groundwater flow troug porous edia Autor Song, Hao, Tao, Longbin Publised 7 Journal Title Journal of Coastal Researc Copyrigt Stateent 7 CERF. Te attaced file
More informationStationary Gaussian Markov processes as limits of stationary autoregressive time series
Stationary Gaussian Markov processes as liits of stationary autoregressive tie series Pilip A. rnst 1,, Lawrence D. Brown 2,, Larry Sepp 3,, Robert L. Wolpert 4, Abstract We consider te class, C p, of
More informationHIGH RESOLUTION NEAR-FIELD MULTIPLE TARGET DETECTION AND LOCALIZATION USING SUPPORT VECTOR MACHINES
ICONIC 2007 St. Louis, O, USA June 27-29, 2007 HIGH RESOLUTION NEAR-FIELD ULTIPLE TARGET DETECTION AND LOCALIZATION USING SUPPORT VECTOR ACHINES A. Randazzo,. A. Abou-Khousa 2,.Pastorino, and R. Zoughi
More informationEstimating the Density of a Conditional Expectation
Estiating te Density of a Conditional Expectation Sauel G. Steckley Sane G. Henderson David Ruppert Ran Yang Daniel W. Apley Jerey Stau Abstract In tis paper, we analyze etods for estiating te density
More informationGeneral Properties of Radiation Detectors Supplements
Phys. 649: Nuclear Techniques Physics Departent Yarouk University Chapter 4: General Properties of Radiation Detectors Suppleents Dr. Nidal M. Ershaidat Overview Phys. 649: Nuclear Techniques Physics Departent
More informationSubmanifold density estimation
Subanifold density estiation Arkadas Ozakin Georgia Tec Researc Institute Georgia Insitute of Tecnology arkadas.ozakin@gtri.gatec.edu Alexander Gray College of Coputing Georgia Institute of Tecnology agray@cc.gatec.edu
More informationSpine Fin Efficiency A Three Sided Pyramidal Fin of Equilateral Triangular Cross-Sectional Area
Proceedings of the 006 WSEAS/IASME International Conference on Heat and Mass Transfer, Miai, Florida, USA, January 18-0, 006 (pp13-18) Spine Fin Efficiency A Three Sided Pyraidal Fin of Equilateral Triangular
More informationThe Schrödinger Equation and the Scale Principle
Te Scrödinger Equation and te Scale Princile RODOLFO A. FRINO Jul 014 Electronics Engineer Degree fro te National Universit of Mar del Plata - Argentina rodolfo_frino@aoo.co.ar Earlier tis ear (Ma) I wrote
More informationPassivity based control of magnetic levitation systems: theory and experiments Λ
Passivity based control of agnetic levitation systes: teory and experients Λ Hugo Rodriguez a, Roeo Ortega ay and Houria Siguerdidjane b alaboratoire des Signaux et Systées bservice d Autoatique Supelec
More informationHydrodynamic Lubrication Effects of Multiple Circular Bump Pattern for a Thrust Sliding Bearing of a Scroll Compressor
Tribology Online, 7, 1 (01) 13-3. ISSN 1881-198 DOI 10.474/trol.7.13 Article Hydrodynaic Lubrication Effects of Multiple Circular Bup Pattern for a Trust Sliding Bearing of a Scroll Copressor Saneasa Kawabata
More informationEstimation for the Parameters of the Exponentiated Exponential Distribution Using a Median Ranked Set Sampling
Journal of Modern Applied Statistical Metods Volue 14 Issue 1 Article 19 5-1-015 Estiation for te Paraeters of te Exponentiated Exponential Distribution Using a Median Ranked Set Sapling Monjed H. Sau
More informationDYNAMIC TEMPERATURE FIELD IN THE FERROMAGNETIC PLATE INDUCED BY MOVING HIGH FREQUENCY INDUCTOR
Milosevic-Mitic, V., et al.: Dynaic Teperature Field in te Ferroagnetic plate induced by oving THERMAL SCIENCE: Year, Vol. 7, Suppl., pp. S47-S56 S47 DYNAMIC TEMPERATURE FIELD IN THE FERROMAGNETIC PLATE
More informationSimulation and verification of a plate heat exchanger with a built-in tap water accumulator
Simulation and verification of a plate eat excanger wit a built-in tap water accumulator Anders Eriksson Abstract In order to test and verify a compact brazed eat excanger (CBE wit a built-in accumulation
More informationEN40: Dynamics and Vibrations. Midterm Examination Tuesday March
EN4: Dynaics and ibrations Midter Exaination Tuesday Marc 4 14 Scool of Engineering Brown University NAME: General Instructions No collaboration of any kind is peritted on tis exaination. You ay bring
More informationTutorial 2 (Solution) 1. An electron is confined to a one-dimensional, infinitely deep potential energy well of width L = 100 pm.
Seester 007/008 SMS0 Modern Pysics Tutorial Tutorial (). An electron is confined to a one-diensional, infinitely deep potential energy well of widt L 00 p. a) Wat is te least energy te electron can ave?
More informationExploring the Exponential Integrators with Krylov Subspace Algorithms for Nonlinear Circuit Simulation
Exploring te Exponential Integrators wit Krylov Subspace Algorits for Nonlinear Circuit Siulation Xinyuan Wang, Hao Zuang +, Cung-Kuan Ceng CSE and ECE Departents, UC San Diego, La Jolla, CA, USA + ANSYS,
More informationADCP MEASUREMENTS OF VERTICAL FLOW STRUCTURE AND COEFFICIENTS OF FLOAT IN FLOOD FLOWS
ADCP MEASUREMENTS OF VERTICAL FLOW STRUCTURE AND COEFFICIENTS OF FLOAT IN FLOOD FLOWS Yasuo NIHEI (1) and Takeiro SAKAI (2) (1) Department of Civil Engineering, Tokyo University of Science, 2641 Yamazaki,
More informationNonlinear Stabilization of a Spherical Particle Trapped in an Optical Tweezer
Nonlinear Stabilization of a Spherical Particle Trapped in an Optical Tweezer Aruna Ranaweera ranawera@engineering.ucsb.edu Bassa Baieh baieh@engineering.ucsb.edu Andrew R. Teel teel@ece.ucsb.edu Departent
More informationBloom Features. Kwabena Boahen Bioengineering Department Stanford University Stanford CA, USA
2015 International Conference on Coputational Science and Coputational Intelligence Bloo Features Asok Cutkosky Coputer Science Departent Stanford University Stanford CA, USA asokc@stanford.edu Kwabena
More informationOcean 420 Physical Processes in the Ocean Project 1: Hydrostatic Balance, Advection and Diffusion Answers
Ocean 40 Physical Processes in the Ocean Project 1: Hydrostatic Balance, Advection and Diffusion Answers 1. Hydrostatic Balance a) Set all of the levels on one of the coluns to the lowest possible density.
More informationSection 12. Afocal Systems
OPTI-0/0 Geoetrical and Instruental Optics Copyrigt 08 Jon E. Greivenkap - Section Aocal Systes Gaussian Optics Teores In te initial discussion o Gaussian optics, one o te teores deined te two dierent
More informationSIMULATION OF THE HEATING STEP WITHIN THE THERMOFORMING PROCESS USING THE FINITE DIFFERENCE METHOD
SIMULATION OF THE HEATING STEP WITHIN THE THERMOFORMING PROCESS USING THE FINITE DIFFERENCE METHOD A. Fertschej 1 *, G.R. Langecker 1 University of Leoben artur.fertschej@u-leoben.at; Franz-Josef Strasse
More informationA KERNEL APPROACH TO ESTIMATING THE DENSITY OF A CONDITIONAL EXPECTATION. Samuel G. Steckley Shane G. Henderson
Proceedings of te 3 Winter Siulation Conference S Cick P J Sáncez D Ferrin and D J Morrice eds A KERNEL APPROACH TO ESTIMATING THE DENSITY OF A CONDITIONAL EXPECTATION Sauel G Steckley Sane G Henderson
More informationFinancial Econometrics Prof. Massimo Guidolin
CLEFIN A.A. 2010/2011 Financial Econometrics Prof. Massimo Guidolin A Quick Review of Basic Estimation Metods 1. Were te OLS World Ends... Consider two time series 1: = { 1 2 } and 1: = { 1 2 }. At tis
More informationA KERNEL APPROACH TO ESTIMATING THE DENSITY OF A CONDITIONAL EXPECTATION. Samuel G. Steckley Shane G. Henderson
Proceedings of te 3 Winter Siulation Conference S Cick P J Sáncez D Ferrin and D J Morrice eds A KERNEL APPROACH TO ESTIMATING THE DENSITY OF A CONDITIONAL EXPECTATION Sauel G Steckley Sane G Henderson
More information5.1 The derivative or the gradient of a curve. Definition and finding the gradient from first principles
Capter 5: Dierentiation In tis capter, we will study: 51 e derivative or te gradient o a curve Deinition and inding te gradient ro irst principles 5 Forulas or derivatives 5 e equation o te tangent line
More informationEXPERIMENTAL INVESTIGATION OF TANGENTIAL CONTACT STIFFNESS AND EQUIVALENT DAMPING
Proceedings in Manufacturing Systes, Volue 7, Issue, ISSN 7-9 EXPERIMENTL INVESTIGTION OF TNGENTIL CONTCT STIFFNESS ND EQUIVLENT DMPING Iuliana PISCN,*, Tierry JNSSENS, Farid L-BENDER, Cristina PUPĂZĂ
More information5 Ordinary Differential Equations: Finite Difference Methods for Boundary Problems
5 Ordinary Differential Equations: Finite Difference Metods for Boundary Problems Read sections 10.1, 10.2, 10.4 Review questions 10.1 10.4, 10.8 10.9, 10.13 5.1 Introduction In te previous capters we
More informationA Possible Solution to the Cosmological Constant Problem By Discrete Space-time Hypothesis
A Possible Solution to te Cosological Constant Proble By Discrete Space-tie Hypotesis H.M.Mok Radiation Healt Unit, 3/F., Saiwano Healt Centre, Hong Kong SAR Got, 28 Tai Hong St., Saiwano, Hong Kong, Cina.
More informationAN ANALYSIS OF AMPLITUDE AND PERIOD OF ALTERNATING ICE LOADS ON CONICAL STRUCTURES
Ice in te Environment: Proceedings of te 1t IAHR International Symposium on Ice Dunedin, New Zealand, nd t December International Association of Hydraulic Engineering and Researc AN ANALYSIS OF AMPLITUDE
More informationFast calculation of direct fire trajectories taking the earth s rotation into account
Coputational Ballistics III Fast calculation of direct fire trajectories taking the earth s rotation into account W. Roetel, W. Carnetki & T. Maier Helut-Schidt-Universität / Universität der Bundeswehr
More informationThe Measurement and Evaluation of Distribution Transformer Losses Under Non-Linear Loading
IEEE ower Engineering Society General Meeting, Denver CO, June 9, 4 / ESGM 4-7 e Measureent and Evaluation of Distribution ransforer Losses Under Non-Linear Loading Aleksandar Danjanovic,.D., Meber IEEE
More informationNon-Linear Thermal Model for Transformers Study
Aida Bulucea, George Manolea, iliana Perescu-Popescu Non-inear Teral Model for Transforers Study MARIUS CONSTANTIN POPESCU NIKOS E. MASTORAKIS CORNEIA AIDA BUUCEA GHEORGHE MANOEA IIANA PERESCU-POPESCU
More informationThe research of the rst author was supported in part by an Information Technology
Tecnical Report 95-376 Absorbing Boundary Conditions for te Scrodinger Equation Toas Fevens Hong Jiang February 16, 1995 Te researc of te rst autor was supported in part by an Inforation Tecnology Researc
More informationVibration of Three-Layered FGM Cylindrical Shells with Middle Layer of Isotropic Material for Various Boundary Conditions
World Journal of Mecanics,,, 5- Publised Online Noveber in SciRes. ttp://www.scirp.org/journal/wj ttp://d.doi.org/.6/wj.. Vibration of Tree-Layered FGM Cylindrical Sells wit Middle Layer of Isotropic Material
More informationFourier Series Summary (From Salivahanan et al, 2002)
Fourier Series Suary (Fro Salivahanan et al, ) A periodic continuous signal f(t), - < t
More informationImproving Ground Based Telescope Focus through Joint Parameter Estimation. Maj J. Chris Zingarelli USAF AFIT/ENG
Iproving Ground Based Telescope Focus through Joint Paraeter Estiation Maj J Chris Zingarelli USAF AFIT/ENG Lt Col Travis Blake DARPA/TTO - Space Systes Dr Stephen Cain USAF AFIT/ENG Abstract-- Space Surveillance
More informationPolynomial Interpolation
Capter 4 Polynomial Interpolation In tis capter, we consider te important problem of approximatinga function fx, wose values at a set of distinct points x, x, x,, x n are known, by a polynomial P x suc
More informationWorld's largest Science, Technology & Medicine Open Access book publisher
PUBLISHED BY World's largest Science, Technology & Medicine Open Access book publisher 2750+ OPEN ACCESS BOOKS 95,000+ INTERNATIONAL AUTHORS AND EDITORS 88+ MILLION DOWNLOADS BOOKS DELIVERED TO 5 COUNTRIES
More informationINFORMATION THEORETIC STRUCTURE LEARNING WITH CONFIDENCE
INFORMATION THEORETIC STRUCTURE LEARNING WITH CONFIDENCE Kevin R. Moon Yale University Departent of Genetics New Haven, Connecticut, U.S.A Morteza Nosad, Salie Yasaei Seke, Alfred O. Hero III University
More information2 Q 10. Likewise, in case of multiple particles, the corresponding density in 2 must be averaged over all
Lecture 6 Introduction to kinetic theory of plasa waves Introduction to kinetic theory So far we have been odeling plasa dynaics using fluid equations. The assuption has been that the pressure can be either
More informationNonmonotonic Networks. a. IRST, I Povo (Trento) Italy, b. Univ. of Trento, Physics Dept., I Povo (Trento) Italy
Storage Capacity and Dynaics of Nononotonic Networks Bruno Crespi a and Ignazio Lazzizzera b a. IRST, I-38050 Povo (Trento) Italy, b. Univ. of Trento, Physics Dept., I-38050 Povo (Trento) Italy INFN Gruppo
More informationData-Driven Imaging in Anisotropic Media
18 th World Conference on Non destructive Testing, 16- April 1, Durban, South Africa Data-Driven Iaging in Anisotropic Media Arno VOLKER 1 and Alan HUNTER 1 TNO Stieltjesweg 1, 6 AD, Delft, The Netherlands
More informationDesalination by vacuum membrane distillation: sensitivity analysis
Separation and Purification Tecnology 33 (2003) 75/87 www.elsevier.com/locate/seppur Desalination by vacuum membrane distillation: sensitivity analysis Fawzi Banat *, Fami Abu Al-Rub, Kalid Bani-Melem
More informationInvestigating Euler s Method and Differential Equations to Approximate π. Lindsay Crowl August 2, 2001
Investigating Euler s Metod and Differential Equations to Approximate π Lindsa Crowl August 2, 2001 Tis researc paper focuses on finding a more efficient and accurate wa to approximate π. Suppose tat x
More informationIntelligent Systems: Reasoning and Recognition. Perceptrons and Support Vector Machines
Intelligent Systes: Reasoning and Recognition Jaes L. Crowley osig 1 Winter Seester 2018 Lesson 6 27 February 2018 Outline Perceptrons and Support Vector achines Notation...2 Linear odels...3 Lines, Planes
More informationSupplementary Materials: Proofs and Technical Details for Parsimonious Tensor Response Regression Lexin Li and Xin Zhang
Suppleentary Materials: Proofs and Tecnical Details for Parsionious Tensor Response Regression Lexin Li and Xin Zang A Soe preliinary results We will apply te following two results repeatedly. For a positive
More informationNon-Parametric Non-Line-of-Sight Identification 1
Non-Paraetric Non-Line-of-Sight Identification Sinan Gezici, Hisashi Kobayashi and H. Vincent Poor Departent of Electrical Engineering School of Engineering and Applied Science Princeton University, Princeton,
More informationOptimal parameters for a hierarchical grid data structure for contact detection in arbitrarily polydisperse particle systems
Comp. Part. Mec. 04) :357 37 DOI 0.007/s4057-04-000-9 Optimal parameters for a ierarcical grid data structure for contact detection in arbitrarily polydisperse particle systems Dinant Krijgsman Vitaliy
More informationAPPLICATION OF NEURAL NETWORK TO SHAPE OPTIMIZATION PROBLEM
Aliguliyev R.M., Majidzade K., Gasei Habasi Y. Institute of Inforation Tecnology AAS, Baku, Azerbaan Institute of Applied Mateatics Baku State University a.raiz@science.az; kabiz83@yaoo.co APPLICATIO OF
More informationANALYTICAL INVESTIGATION AND PARAMETRIC STUDY OF LATERAL IMPACT BEHAVIOR OF PRESSURIZED PIPELINES AND INFLUENCE OF INTERNAL PRESSURE
DRAFT Proceedings of the ASME 014 International Mechanical Engineering Congress & Exposition IMECE014 Noveber 14-0, 014, Montreal, Quebec, Canada IMECE014-36371 ANALYTICAL INVESTIGATION AND PARAMETRIC
More informationOn the Convergence of Non-Polynomial Spline Finite Difference Method for Quasi-Linear Elliptic Boundary Value Problems in Two-Space Dimensions
Journal of Advances in Applied Mateatics Vol. No. January 06 ttps://d.doi.org/0.606/jaa.06.006 59 On te Convergence of Non-Polynoial Spline Finite Difference Metod for Quasi-Linear Elliptic Boundary Value
More informationFeature Extraction Techniques
Feature Extraction Techniques Unsupervised Learning II Feature Extraction Unsupervised ethods can also be used to find features which can be useful for categorization. There are unsupervised ethods that
More informationChapter 5 FINITE DIFFERENCE METHOD (FDM)
MEE7 Computer Modeling Tecniques in Engineering Capter 5 FINITE DIFFERENCE METHOD (FDM) 5. Introduction to FDM Te finite difference tecniques are based upon approximations wic permit replacing differential
More informationAn unbalanced Optimal Transport splitting scheme for general advection-reaction-diffusion problems
An unbalanced Optial Transport splitting scee for general advection-reaction-diffusion probles T.O. Gallouët, M. Laborde, L. Monsaingeon May 2, 27 Abstract In tis paper, we sow tat unbalanced optial transport
More informationSome novel approaches to thermal tomography of CFRP composites. Tomsk Polytechnic University, Tomsk, Russia ,
10 th International Conference on Quantitative InfraRed Therography July 27-30, 2010, Québec (Canada) Soe novel approaches to theral toography of CFRP coposites Tosk Polytechnic University, Tosk, Russia
More informationHARMONIC ALLOCATION TO MV CUSTOMERS IN RURAL DISTRIBUTION SYSTEMS
HARMONIC ALLOCATION TO MV CUSTOMERS IN RURAL DISTRIBUTION SYSTEMS V Gosbell University of Wollongong Department of Electrical, Computer & Telecommunications Engineering, Wollongong, NSW 2522, Australia
More informationHeat and mass transfer in a square microchannel with asymmetric heating
International Journal of Heat and Mass Transfer 47 (24) 87 99 www.elsevier.co/locate/ijt Heat and ass transfer in a square icrocannel wit asyetric eating P. van Male a, M.H.J.M. de Croon a, R.M. Tiggelaar
More informationSharp Time Data Tradeoffs for Linear Inverse Problems
Sharp Tie Data Tradeoffs for Linear Inverse Probles Saet Oyak Benjain Recht Mahdi Soltanolkotabi January 016 Abstract In this paper we characterize sharp tie-data tradeoffs for optiization probles used
More informationSIMG Solution Set #5
SIMG-303-0033 Solution Set #5. Describe completely te state of polarization of eac of te following waves: (a) E [z,t] =ˆxE 0 cos [k 0 z ω 0 t] ŷe 0 cos [k 0 z ω 0 t] Bot components are traveling down te
More informationDigital Filter Structures
Digital Filter Structures Te convolution sum description of an LTI discrete-time system can, in principle, be used to implement te system For an IIR finite-dimensional system tis approac is not practical
More information1 (40) Gravitational Systems Two heavy spherical (radius 0.05R) objects are located at fixed positions along
(40) Gravitational Systes Two heavy spherical (radius 0.05) objects are located at fixed positions along 2M 2M 0 an axis in space. The first ass is centered at r = 0 and has a ass of 2M. The second ass
More informationChapter 2 Limits and Continuity
4 Section. Capter Limits and Continuity Section. Rates of Cange and Limits (pp. 6) Quick Review.. f () ( ) () 4 0. f () 4( ) 4. f () sin sin 0 4. f (). 4 4 4 6. c c c 7. 8. c d d c d d c d c 9. 8 ( )(
More information232 Calculus and Structures
3 Calculus and Structures CHAPTER 17 JUSTIFICATION OF THE AREA AND SLOPE METHODS FOR EVALUATING BEAMS Calculus and Structures 33 Copyrigt Capter 17 JUSTIFICATION OF THE AREA AND SLOPE METHODS 17.1 THE
More information6. Non-uniform bending
. Non-uniform bending Introduction Definition A non-uniform bending is te case were te cross-section is not only bent but also seared. It is known from te statics tat in suc a case, te bending moment in
More informationIntroduction to Derivatives
Introduction to Derivatives 5-Minute Review: Instantaneous Rates and Tangent Slope Recall te analogy tat we developed earlier First we saw tat te secant slope of te line troug te two points (a, f (a))
More informationNotes on wavefunctions II: momentum wavefunctions
Notes on wavefunctions II: momentum wavefunctions and uncertainty Te state of a particle at any time is described by a wavefunction ψ(x). Tese wavefunction must cange wit time, since we know tat particles
More informationChapter 2: Introduction to Damping in Free and Forced Vibrations
Chapter 2: Introduction to Daping in Free and Forced Vibrations This chapter ainly deals with the effect of daping in two conditions like free and forced excitation of echanical systes. Daping plays an
More informationWork and Energy. Introduction. Work. PHY energy - J. Hedberg
Work and Energy PHY 207 - energy - J. Hedberg - 2017 1. Introduction 2. Work 3. Kinetic Energy 4. Potential Energy 5. Conservation of Mecanical Energy 6. Ex: Te Loop te Loop 7. Conservative and Non-conservative
More informationEstimation of ADC Nonlinearities from the Measurement in Input Voltage Intervals
Estiation of ADC Nonlinearities fro the Measureent in Input Voltage Intervals M. Godla, L. Michaeli, 3 J. Šaliga, 4 R. Palenčár,,3 Deptartent of Electronics and Multiedia Counications, FEI TU of Košice,
More informationPattern Recognition and Machine Learning. Artificial Neural networks
Pattern Recognition and Machine Learning Jaes L. Crowley ENSIMAG 3 - MMIS Fall Seester 2016/2017 Lessons 9 11 Jan 2017 Outline Artificial Neural networks Notation...2 Convolutional Neural Networks...3
More informationDESIGN OF THE DIE PROFILE FOR THE INCREMENTAL RADIAL FORGING PROCESS *
IJST, Transactions of Mechanical Engineering, Vol. 39, No. M1, pp 89-100 Printed in The Islaic Republic of Iran, 2015 Shira University DESIGN OF THE DIE PROFILE FOR THE INCREMENTAL RADIAL FORGING PROCESS
More informationFigure 1: Equivalent electric (RC) circuit of a neurons membrane
Exercise: Leaky integrate and fire odel of neural spike generation This exercise investigates a siplified odel of how neurons spike in response to current inputs, one of the ost fundaental properties of
More informationKernel Methods and Support Vector Machines
Intelligent Systes: Reasoning and Recognition Jaes L. Crowley ENSIAG 2 / osig 1 Second Seester 2012/2013 Lesson 20 2 ay 2013 Kernel ethods and Support Vector achines Contents Kernel Functions...2 Quadratic
More informationBlock designs and statistics
Bloc designs and statistics Notes for Math 447 May 3, 2011 The ain paraeters of a bloc design are nuber of varieties v, bloc size, nuber of blocs b. A design is built on a set of v eleents. Each eleent
More informationContinuity and Differentiability Worksheet
Continuity and Differentiability Workseet (Be sure tat you can also do te grapical eercises from te tet- Tese were not included below! Typical problems are like problems -3, p. 6; -3, p. 7; 33-34, p. 7;
More informationHow to Find the Derivative of a Function: Calculus 1
Introduction How to Find te Derivative of a Function: Calculus 1 Calculus is not an easy matematics course Te fact tat you ave enrolled in suc a difficult subject indicates tat you are interested in te
More informationMechanics Research Communications
Mecanics Researc Counications 38 2011) 393 398 Contents lists available at ScienceDirect Mecanics Researc Counications j o ur nal oep age: www.elsevier.co/locate/ecresco On te aronic vibrations in linear
More information5.1 We will begin this section with the definition of a rational expression. We
Basic Properties and Reducing to Lowest Terms 5.1 We will begin tis section wit te definition of a rational epression. We will ten state te two basic properties associated wit rational epressions and go
More informationBUCKLING OF CIRCULAR PLATES WITH SHELL-STIFFENING ON THE BOUNDARY
Journal of Coputational and Applied Mecanics, Vol. 10, No. 1, (015), pp. 3 3 BUCKLING OF CIRCULAR PLATES WITH SHELL-STIFFENING ON THE BOUNDARY Dániel Bureister Institute of Applied Mecanics, University
More informationCHAPTER (A) When x = 2, y = 6, so f( 2) = 6. (B) When y = 4, x can equal 6, 2, or 4.
SECTION 3-1 101 CHAPTER 3 Section 3-1 1. No. A correspondence between two sets is a function only if eactly one element of te second set corresponds to eac element of te first set. 3. Te domain of a function
More informationSPECTRUM sensing is a core concept of cognitive radio
World Acadey of Science, Engineering and Technology International Journal of Electronics and Counication Engineering Vol:6, o:2, 202 Efficient Detection Using Sequential Probability Ratio Test in Mobile
More informationlecture 26: Richardson extrapolation
43 lecture 26: Ricardson extrapolation 35 Ricardson extrapolation, Romberg integration Trougout numerical analysis, one encounters procedures tat apply some simple approximation (eg, linear interpolation)
More informationQuantum algorithms (CO 781, Winter 2008) Prof. Andrew Childs, University of Waterloo LECTURE 15: Unstructured search and spatial search
Quantu algoriths (CO 781, Winter 2008) Prof Andrew Childs, University of Waterloo LECTURE 15: Unstructured search and spatial search ow we begin to discuss applications of quantu walks to search algoriths
More informationModel development for the beveling of quartz crystal blanks
9t International Congress on Modelling and Simulation, Pert, Australia, 6 December 0 ttp://mssanz.org.au/modsim0 Model development for te beveling of quartz crystal blanks C. Dong a a Department of Mecanical
More informationThe Verlet Algorithm for Molecular Dynamics Simulations
Cemistry 380.37 Fall 2015 Dr. Jean M. Standard November 9, 2015 Te Verlet Algoritm for Molecular Dynamics Simulations Equations of motion For a many-body system consisting of N particles, Newton's classical
More informationHOW TO DEAL WITH FFT SAMPLING INFLUENCES ON ADEV CALCULATIONS
HOW TO DEAL WITH FFT SAMPLING INFLUENCES ON ADEV CALCULATIONS Po-Ceng Cang National Standard Time & Frequency Lab., TL, Taiwan 1, Lane 551, Min-Tsu Road, Sec. 5, Yang-Mei, Taoyuan, Taiwan 36 Tel: 886 3
More informationList Scheduling and LPT Oliver Braun (09/05/2017)
List Scheduling and LPT Oliver Braun (09/05/207) We investigate the classical scheduling proble P ax where a set of n independent jobs has to be processed on 2 parallel and identical processors (achines)
More information