Theoretical and experimental investigations of macro-bend Losses for standard single mode fibers

Size: px
Start display at page:

Download "Theoretical and experimental investigations of macro-bend Losses for standard single mode fibers"

Transcription

1 Theoretcal and epermental nvestgatons of macro-bend Losses for standard sngle mode fbers Qan Wang Gerald Farrell and Thomas Frer ppled Optoelectroncs Center ubln Insttute of Technology Kevn Street ubln 8 Ireland Qan.wang@dt.e bstract: Modelng of macro-bend losses for sngle mode fbers wth multple claddng or coatng layers s presented. Macro-bend losses for standard sngle mode fbers SMF8 are nvestgated theoretcally and epermentally showng that the nner prmary coatng layer of SMF8 has a sgnfcant mpact on the bend losses and most of the radaton feld s absorbed n the nner prmary coatng layer of SMF8. The agreement between theoretcal calculatons and epermental measurements suggests that the so-called elastooptcal correcton n modelng s not reured for SMF8. 5 Optcal Socety of merca OCIS codes: 6.3 Fber optcs; 6.43 Fbers sngle-mode References. R. C. Gauther and C. Ross Theoretcal and epermental consderatons for a sngle-mode fber-optc bend-type sensor ppl. Opt Marcuse Curvature loss formula for optcal fbers J. Opt. Soc. m Marcuse end loss of slab and fber modes computed wth dffracton theory IEEE J. Quantum Electron C. Vassallo Perturbaton of an LP mode of an optcal fber by a uas-degenerate feld: a smple formula Opt. & Quantum Electron I. Valente and C. Vassallo ew formalsm for bendng losses n coated sngle-mode optcal fbers Electron. Lett Renner endng losses of coated sngle-mode fbers: a smple approach J. Lghtwave Technol L. Faustn and G. Martn end loss n sngle-mode fbers J. Lghtwave Technol J. arrs and P.F. Castle end loss measurement on hgh numercal aperture sngle-mode fbers as functon of wavelength and bend radus J. Lghtwave Technol R. Morgan J.S.arton P.G. arper and J..C. Jones wavelength dependence of bendng loss n mononmode optcal fbers:effect of the fber buffer coatng Opt. Lett Shama.. l-n and S. J. alme Constant-curvature loss n monomode fbers: an epermental nvestgaton ppl. Opt K. agano S. Kawakam and S. shda Change of the refractve nde n an optcal fber due to eternal forces ppl. Opt Introducton It s well known that a radaton loss occurs when a sngle mode fber s bent. ccurate modelng of ths bend loss s essental for the desgn of fbers employed n optcal communcatons or optcal devces based on a bent fber such as some forms of optcal sensor []. The smplest model treats a bent fber as a core-nfnte claddng structure [3]. In fact a practcal fber wth coatng layers offerng mechancal protecton shows ute dfferent bend loss characterstcs to those predcted by the smplest model. Estng theoretcal calculatons of fber bend losses treat a fber as a core-claddng-nfnte coatng structure when consderng the mpact of coatng layer [4-7]. s we know most fbers have double coatng layers or some fbers themselves have more than one claddng layer such as depressedcladdng fbers but no estng formulas have been presented for modelng bend losses of #7 - $5. US Receved 8 prl 5; revsed 9 May 5; accepted 3 May 5 C 5 OS 3 June 5 / Vol. 3 o. / OPTICS EPRESS 4476

2 these fbers ecept the predcton of mamum or mnmum bend losses condtons n relaton to fber parameters and nput wavelength [89]. Therefore calculaton of bend losses for a sngle mode fber wth multple claddng layers or coatng layers based on perturbaton theory s frstly presented n Secton whch can be used for smulaton and desgn of fber devces wth multple claddng layers or multple coatng layers when macro-bend losses are nvolved. Prevous publshed nvestgatons of fber bend loss have been focused on some specal fbers partcularly fbers wth small numercal apertures rather than standard sngle mode fbers such as SMF8 whch are wdely used n optcal communcatons. In the present paper the bend loss characterstcs of SMF8 are nvestgated theoretcally and epermentally. The mpact of three nterfaces: between claddng layer and nner prmary coatng layer; between the nner prmary coatng layer and outer prmary coatng layer and 3 between the outer prmary coatng layer and ar on bend losses are analyzed. etaled comparsons between the epermental measured results and theoretcal calculated bend losses based on dfferent models are carred out n Secton 4 whch ndcate that most of the radated feld s absorbed n the nner coatng layer and a theoretcal model wth only the nner coatng layer can predct bend losses wth a good agreement wth epermental results. n elastooptcal correcton or so-called effectve bendng radus was reured n prevous publshed nvestgatons n order to make the calculated bend losses agree wth epermental results due to the refractve nde change caused by the bendng stress. owever the agreement between theoretcal and measured results n the present paper suggests that ths elastooptcal correcton s not reured for SMF8.. Theoretcal calculatons of fber bend loss Total loss of a bent fber ncludes the pure bend loss n the bent secton and the transton loss caused by the msmatch of propagaton mode between the bent and the straght sectons. For a sngle mode bent fber of length L the pure bend loss can be calculated by [8] L s ep αl αL = log = where α s the so-called bend loss coeffcent whch s determned by the fber structure bendng radus and wavelength of the lght. Most theoretcal nvestgatons on fber bend losses are focused on calculatons of ths bend loss coeffcent. The smplest model treats the fber as a core-nfnte claddng structure and a smple formula was developed to calculate the bend loss coeffcent α []. practcal fber contans one or two coatng layers outsde to offer mechancal protecton. The estence of the coatng layers wll produce a so-called whsperng-gallery mode for a bent fber due to the reflecton of the radated feld at the nterface between the claddng layer and the coatng layer. In order to consder the effect of ths reflecton on the bend loss more complcated formulas for the bend loss coeffcent α have been developed. Calculaton of bend loss consderng the coatng layer was presented n Ref. [4] usng perturbaton theory and subseuently two straghtforward formulas were presented n Ref. [6] and [7] respectvely. owever all these calculatons are based on a fber contanng only one coatng layer. Many fbers have more than one coatng layer or the fber tself may have a multple claddng layer structure for whch the bend loss cannot be calculated wth these formulas. Therefore calculaton of bend losses for a fber wth multple claddng or coatng layers usng perturbaton theory s presented below through generalzng the approach employed n Ref. [4] and [7] and t can be used for modelng and desgn of fber devces wth mult-claddng layers nvolvng or utlzng bend loss. In common wth prevous models the outermost layer s consdered nfnte n present calculaton. Fgure gves the schematc cross-secton vew of a bent fber wth multple claddng or coatng layers. The bendng radus s denoted by R. For the -th claddng layer the refractve #7 - $5. US Receved 8 prl 5; revsed 9 May 5; accepted 3 May 5 C 5 OS 3 June 5 / Vol. 3 o. / OPTICS EPRESS 4477

3 n n n Core: n R n - - y Fg.. Cross-secton of a bent fber wth multple claddng layers. nde s n and the thckness s. ased on the appromatons made n Refs. [4-7] the feld n the claddng layers of the bent fber s [ ] = π ψ d y y ep where the notaton n Refs. [6] and [7] s used and = R n k n k R 3 β. and are ry functons respectvely. For the outermost nfnte layer there s a relatonshp between and namely j =. For any two adjacent layers accordng to feld-contnuous boundary condtons we have [ ] [ ] [ ] [ ] [ ] [ ] [ ] [ ] = =. 3 Therefore = M M M M consderng all the claddng layers or n a short form G = conseuently. ased on the boundary condton between the frst claddng layer and the core layer [7] we have [ ] [ ] { } [ ] / / ep γ γ π = a G and wth the perturbaton theory the bend loss coeffcent can be calculated by [ ] = γ πβ κ α d a K V Im 4 The advantage of ths model s that t can not only be used to calculate bend losses of fbers contanng only one coatng layer as presented n Ref. [5-7] but also t s sutable for fbers wth multple claddng layers depressed-claddng fbers or coatng layers. The fber used n C 5 OS 3 June 5 / Vol. 3 o. / OPTICS EPRESS 4478 #7 - $5. US Receved 8 prl 5; revsed 9 May 5; accepted 3 May 5

4 Ref. [9] has two coatng layers and the presented epermental results and theoretcal nvestgatons predctng the mamum or mnmum bend losses condtons n relaton to fber parameters and nput wavelength n Ref. [9] show that for that fber the radated feld penetrates through both the nner and the outer prmary coatng layers. Wth the above formulas theoretcal modelng ncludng the outer prmary coatng shows a better agreement between the epermental and theoretcal results by comparson wth the case where only the nner layer s consdered. 3. Epermental nvestgatons about bend losses for SMF8 Fgure gves the epermental setup used for our measurement of fber bend losses. The optcal spectrum analyzer s used nstead of an optcal power meter because t can measure the bend loss at the peak output wavelength of the tunable laser rather then over a range of wavelengths. The fber used n the eperment s SMF8 whch s a very common fber and wdely used n optcal communcaton systems. It has core claddng nner and outer prmary coatng layers. Correspondng parameters are presented n Table. Tunable laser Varable ameter Mandrel Optcal Spectrum nalyzer Fg.. Epermental setup for measurng fber bend loss Table. Parameters of SMF8 at wavelength 55nm n.454 a 8.3μm n.4447 b 5±.7μm n c 9μm n4.594 d 5±5μm Usng a bendng fber of length ~ m we measured the bend loss n the bend radus range of 8.5 mm to mm nclusve n ncrements of.5 mm and n the wavelength range from 5 nm to 6 nm. For bend radus smaller than 8.5 mm the bend fber s easly broken whle for a bendng radus larger than mm the bend loss s too low for relable and repeatable measurement. Fgure 3 presents typcal measured bend losses for SMF8 wth or wthout an absorbng layer appled to the outsde of the fber. The curves for bend losses for a fber wthout an absorbng layer outsde have random varatons that are small relatve to the absolute bend loss at a gven wavelength. The mamal varaton n Fg. 3 s 3d when the bend loss s 8d. Further the measured results are not eactly repeatable and dffer each tme Fg. 3 gves bend losses for ten measurements. fter we coated the fber wth an absorbng layer #7 - $5. US Receved 8 prl 5; revsed 9 May 5; accepted 3 May 5 C 5 OS 3 June 5 / Vol. 3 o. / OPTICS EPRESS 4479

5 these random varatons dsappear and the measured bend losses also become nvarant. Ths ndcates that these random varatons are caused by the reflecton that occurs at the nterface between the outer prmary coatng layer and ar. It also shows that most of the radated feld s absorbed n the coatng layers. Only a small amount of radated feld reaches the fber surface and s reflected back resultng n nterference wth the propagaton mode. Otherwse accordng to the measured results and analyss method presented n Ref. [9] the curve for bend losses as a functon of wavelength should have a perodcal oscllatory nature comparable n ampltude to the bend losses themselves due to the reflecton of the nterface between the outer prmary coatng layer and ar rather than these small random varatons n our eperments. 4 Wthout absorbng layer outsde Wth absorbng layer outsde 6 end loss d wavelength nm Fg. 3. Measured bend losses for bendng radus R=.5 mm and bent length of.66 m. 4. Comparsons between theoretcal and epermental results etaled comparsons between theoretcal and epermental results have been carred out n ths secton to nvestgate the accuracy of dfferent models; the mpact of the coatng layers on bend losses and the so-called elastooptcal correctons for modelng n the prevously publshed nvestgatons. Intally for the purpose of comparson wth prevous works we treat the nner prmary coatng layer to be nfnte whch s also euvalent to the case that the nner prmary coatng layer absorbs most of radated feld. Typcal measured bend losses for dfferent bendng rad under two dfferent wavelengths.e. 5 nm and 6 nm are gven n Fg. 4a and 4b wth suares and crcles respectvely. Theoretcal calculaton results based on the smplest model core-nfnte claddng layer structure the formulas proposed n Ref. [6] and [7] and the formula presented n the above secton all treat the fber as a core-claddng-nfnte coatng layer structure n ths calculaton are presented n Fg. 4a and Fg. 4b. From Fg. 4a and 4b frstly one can see the coherent couplng between the fundamental propagaton feld and the reflected radated feld by the coatng layer.e. socalled whsperng-gallery mode has an apparent effect on bend loss characterstcs so that the calculated results wth the smplest model.e. treatng the fber as the core and nfnte claddng structure are obvously dfferent from the measured bend losses. Smulaton results wth the formula proposed n Ref. [6] predcts the mpact of the whsperng-gallery as compared to the smplest model but t stll cannot agree wth the measured results well due to the appromatons made n dervng ths formula. Calculated results wth the formula developed n Ref. [7] and formulas presented n Secton have a good agreement wth the #7 - $5. US Receved 8 prl 5; revsed 9 May 5; accepted 3 May 5 C 5 OS 3 June 5 / Vol. 3 o. / OPTICS EPRESS 448

6 epermental results and therefore calculated results based on the presented formulas n Secton are used n the followng comparsons. end loss d/m 6 4 Usng the formulas n Secton Usng the formula n Ref.[7] Usng the formula n Ref.[6] Usng the smplest model endng radus mm a end loss d/m 6 8 Usng the formulas n Secton Usng the formula n Ref.[7] Usng the formula n Ref.[6] Usng the smplest model endng radus mm b Fg. 4. Measured and calculated bend loss for dfferent bendng rad at wavelength a 5 nm and b 6 nm. The agreements between epermental measured bend losses and calculated results n Fg. 4 also suggest that the nner prmary coatng layer absorbs most of the radated feld and the outer prmary coatng layer has lttle mpact on the bend loss characterstcs. In order to verfy t we carry out the calculaton of bend losses consderng the outer prmary coatng layer wth the formula presented n Secton whch has the advantage that t can calculate bend losses for more than one coatng layer. The calculaton treats that the nner prmary coatng layer as deally transparent and the outer prmary coatng layer to be nfnte. Fgures 5a and 5b present the correspondng bend losses n wavelength range from 5 nm to 6 nm for #7 - $5. US Receved 8 prl 5; revsed 9 May 5; accepted 3 May 5 C 5 OS 3 June 5 / Vol. 3 o. / OPTICS EPRESS 448

7 bendng rad R=9 mm and R= mm respectvely. The measured bend losses and the calculated results consderng only the nner coatng layer are also presented n Fg. 5 for comparson. From Fg. 5a and 5b one can see that the calculated bend losses consderng only the nner coatng layer are much closer to the epermentally measured results. The estence for a two coatng layer structure of a wave-lke varaton n the bend loss of the fber wth wavelength s manly caused by the reflectons at the nterface between the nner and outer coatng layers. The fact that the measured results do not dsplay ths wave-lke varaton support a concluson that the nner coatng layer absorbs most of the radated feld from the claddng. 5 end loss d/m 5 Wth two-coatng-layer structure Wth one-coatng-layer structure wavelength nm a end loss d/m 5 Wth two-coatng-layer structure Wth one-coatng-layer structure wavelength nm b Fg. 5. Calculated wth one-coatng layer and wth two-coatng layers respectvely and measured bend losses n wavelength range from 5 nm to 6 nm for a for R= mm and b R=9 mm. #7 - $5. US Receved 8 prl 5; revsed 9 May 5; accepted 3 May 5 C 5 OS 3 June 5 / Vol. 3 o. / OPTICS EPRESS 448

8 In the prevous publshed nvestgatons the elastooptcal correcton or a so-called effectve bendng radus was reured n order to make the calculated bend losses agree wth epermental results [5-7] due to the refractve nde change caused by the bendng stress. Generally the relatonshp between effectve bend radus R eff n modelng and actual bend radus R n eperments s R eff = ~. 7R and ths correcton s appled n modelng bend losses under whatever bendng rad and wavelengths. We calculated the eamples presented n prevously publshed nvestgatons wth the formula developed n Ref. [7] and formulas presented n Secton respectvely. It shows that numercal results usng effectve bendng radus agree better wth the measured bend losses than those obtaned usng actual bendng radus drectly. owever n the above calculatons the agreement between theoretcal and measured results for SMF8 suggests that ths elastooptcal correcton s not reured.e. R eff = R. Theoretcal bend losses for SMF8 wth the so-called effectve bendng radus R eff = ~. 7R are presented n Fg. 6a and Fg. 6b wth sold lnes for wavelength range from 5 nm to 6 nm and bendng rad 9 mm and mm respectvely. Correspondng measured results and calculated results based on the same bendng rad as those n eperments are also shown n Fg. 6a and 6b. From ths comparson one can see that t wll lead to ncorrect results f the effectve bendng radus s used n modelng bend loss for SMF8 as compared to the measured results. Ths suggests that n the present eperment the bendng stress has lttle effect on the refractve nde so that the so-called effectve bendng radus for SMF8 almost euals to the actual bendng radus. Ths could be caused by two reasons. One reason could be the fber materal tself and the other could be the fber parameter V. Compared to the fbers used n the prevously publshed nvestgatons about macrobend losses a sgnfcant dfference s that n the present paper the fber parameter V of SMF8 s bgger than those of the fbers used n prevous papers. For eample fber parameter V of the fber L employed n Ref. [7] s.68 The consdered bendng radus s from 3.5 mm to 4 mm.. owever for the SMF8 used n the present paper the correspondng fber parameter V s about.3 The consdered bendng radus s from 8.5 mm to mm. Further epermental and theoretcal nvestgatons about elastooptcal correcton for fber bend loss are ongong. #7 - $5. US Receved 8 prl 5; revsed 9 May 5; accepted 3 May 5 C 5 OS 3 June 5 / Vol. 3 o. / OPTICS EPRESS 4483

9 Wth effectve bendng rad end loss d/m 5 Wth actual bendng radus 5.5R.7R.35R Wavelength nm a end loss d/m 5 Wth effectve bendng rad Wth actual bendng radus 5.5R.7R.35R wavelength nm b Fg. 6. Calculated wth and wthout elastooptcal correcton and measured bend losses n wavelength range from 5 nm to 6 nm for a for R= mm and b R=9 mm. 5. Concluson Modelng of bend losses for a sngle mode fber wth multple claddng layers has been presented. end loss characterstcs of the SMF8 have been nvestgated theoretcally and epermentally. oth epermental and theoretcal results have shown that reflecton at the nterface between the claddng layer and the coatng layer has apparent effect on the bend loss characterstcs. Comparsons between the epermental and theoretcal results have ndcated that: most of the radated feld s absorbed n the nner coatng layer and a theoretcal model wth only one coatng layer structure agrees well wth the epermental results. The agreement between theoretcal results and measured results suggests that so-called elastooptcal correcton used n prevous publshed nvestgatons s not reured for SMF8. #7 - $5. US Receved 8 prl 5; revsed 9 May 5; accepted 3 May 5 C 5 OS 3 June 5 / Vol. 3 o. / OPTICS EPRESS 4484

Electrical double layer: revisit based on boundary conditions

Electrical double layer: revisit based on boundary conditions Electrcal double layer: revst based on boundary condtons Jong U. Km Department of Electrcal and Computer Engneerng, Texas A&M Unversty College Staton, TX 77843-318, USA Abstract The electrcal double layer

More information

Structure and Drive Paul A. Jensen Copyright July 20, 2003

Structure and Drive Paul A. Jensen Copyright July 20, 2003 Structure and Drve Paul A. Jensen Copyrght July 20, 2003 A system s made up of several operatons wth flow passng between them. The structure of the system descrbes the flow paths from nputs to outputs.

More information

CHAPTER II THEORETICAL BACKGROUND

CHAPTER II THEORETICAL BACKGROUND 3 CHAPTER II THEORETICAL BACKGROUND.1. Lght Propagaton nsde the Photonc Crystal The frst person that studes the one dmenson photonc crystal s Lord Raylegh n 1887. He showed that the lght propagaton depend

More information

Chapter 4. Velocity analysis

Chapter 4. Velocity analysis 1 Chapter 4 Velocty analyss Introducton The objectve of velocty analyss s to determne the sesmc veloctes of layers n the subsurface. Sesmc veloctes are used n many processng and nterpretaton stages such

More information

Comparison of Regression Lines

Comparison of Regression Lines STATGRAPHICS Rev. 9/13/2013 Comparson of Regresson Lnes Summary... 1 Data Input... 3 Analyss Summary... 4 Plot of Ftted Model... 6 Condtonal Sums of Squares... 6 Analyss Optons... 7 Forecasts... 8 Confdence

More information

COMPARISON OF SOME RELIABILITY CHARACTERISTICS BETWEEN REDUNDANT SYSTEMS REQUIRING SUPPORTING UNITS FOR THEIR OPERATIONS

COMPARISON OF SOME RELIABILITY CHARACTERISTICS BETWEEN REDUNDANT SYSTEMS REQUIRING SUPPORTING UNITS FOR THEIR OPERATIONS Avalable onlne at http://sck.org J. Math. Comput. Sc. 3 (3), No., 6-3 ISSN: 97-537 COMPARISON OF SOME RELIABILITY CHARACTERISTICS BETWEEN REDUNDANT SYSTEMS REQUIRING SUPPORTING UNITS FOR THEIR OPERATIONS

More information

One-sided finite-difference approximations suitable for use with Richardson extrapolation

One-sided finite-difference approximations suitable for use with Richardson extrapolation Journal of Computatonal Physcs 219 (2006) 13 20 Short note One-sded fnte-dfference approxmatons sutable for use wth Rchardson extrapolaton Kumar Rahul, S.N. Bhattacharyya * Department of Mechancal Engneerng,

More information

Supplementary Materials for

Supplementary Materials for advances.scencemag.org/cg/content/full/2/7/e1600304/dc1 Supplementary Materals for Interface-drven topologcal Hall effect n SrRuO3-SrIrO3 blayer Jobu Matsuno, Naok Ogawa, Kenj Yasuda, Fumtaka Kagawa, Wataru

More information

Supplementary Information for Observation of Parity-Time Symmetry in. Optically Induced Atomic Lattices

Supplementary Information for Observation of Parity-Time Symmetry in. Optically Induced Atomic Lattices Supplementary Informaton for Observaton of Party-Tme Symmetry n Optcally Induced Atomc attces Zhaoyang Zhang 1,, Yq Zhang, Jteng Sheng 3, u Yang 1, 4, Mohammad-Al Mr 5, Demetros N. Chrstodouldes 5, Bng

More information

A Fast Computer Aided Design Method for Filters

A Fast Computer Aided Design Method for Filters 2017 Asa-Pacfc Engneerng and Technology Conference (APETC 2017) ISBN: 978-1-60595-443-1 A Fast Computer Aded Desgn Method for Flters Gang L ABSTRACT *Ths paper presents a fast computer aded desgn method

More information

PORE STRUCTURE AND THERMAL CONDUCTIVITY OF BURNT CLAY BRICKS INTRODUCTION

PORE STRUCTURE AND THERMAL CONDUCTIVITY OF BURNT CLAY BRICKS INTRODUCTION PORE STRUCTURE AND THERMAL CONDUCTIVITY OF BURNT CLAY BRICKS Olga Koronthalyova, Peter Matasovsky Insttute of Constructon and Archtecture, Slovak Academy of Scences, Dubravska 9, 845 43 Bratslava, Slovaka.

More information

NUMERICAL DIFFERENTIATION

NUMERICAL DIFFERENTIATION NUMERICAL DIFFERENTIATION 1 Introducton Dfferentaton s a method to compute the rate at whch a dependent output y changes wth respect to the change n the ndependent nput x. Ths rate of change s called the

More information

Chapter - 2. Distribution System Power Flow Analysis

Chapter - 2. Distribution System Power Flow Analysis Chapter - 2 Dstrbuton System Power Flow Analyss CHAPTER - 2 Radal Dstrbuton System Load Flow 2.1 Introducton Load flow s an mportant tool [66] for analyzng electrcal power system network performance. Load

More information

ONE DIMENSIONAL TRIANGULAR FIN EXPERIMENT. Technical Advisor: Dr. D.C. Look, Jr. Version: 11/03/00

ONE DIMENSIONAL TRIANGULAR FIN EXPERIMENT. Technical Advisor: Dr. D.C. Look, Jr. Version: 11/03/00 ONE IMENSIONAL TRIANGULAR FIN EXPERIMENT Techncal Advsor: r..c. Look, Jr. Verson: /3/ 7. GENERAL OJECTIVES a) To understand a one-dmensonal epermental appromaton. b) To understand the art of epermental

More information

A REVIEW OF ERROR ANALYSIS

A REVIEW OF ERROR ANALYSIS A REVIEW OF ERROR AALYI EEP Laborator EVE-4860 / MAE-4370 Updated 006 Error Analss In the laborator we measure phscal uanttes. All measurements are subject to some uncertantes. Error analss s the stud

More information

DETERMINATION OF TEMPERATURE DISTRIBUTION FOR ANNULAR FINS WITH TEMPERATURE DEPENDENT THERMAL CONDUCTIVITY BY HPM

DETERMINATION OF TEMPERATURE DISTRIBUTION FOR ANNULAR FINS WITH TEMPERATURE DEPENDENT THERMAL CONDUCTIVITY BY HPM Ganj, Z. Z., et al.: Determnaton of Temperature Dstrbuton for S111 DETERMINATION OF TEMPERATURE DISTRIBUTION FOR ANNULAR FINS WITH TEMPERATURE DEPENDENT THERMAL CONDUCTIVITY BY HPM by Davood Domr GANJI

More information

SINGLE EVENTS, TIME SERIES ANALYSIS, AND PLANETARY MOTION

SINGLE EVENTS, TIME SERIES ANALYSIS, AND PLANETARY MOTION SINGLE EVENTS, TIME SERIES ANALYSIS, AND PLANETARY MOTION John N. Harrs INTRODUCTION The advent of modern computng devces and ther applcaton to tme-seres analyses permts the nvestgaton of mathematcal and

More information

Relationship between Refractive Index and Molar Concentration of Multi-Component Solutions Zhu Xingyu 1, a, Mai Tiancheng 2, b and Zhao Zilong 2, c

Relationship between Refractive Index and Molar Concentration of Multi-Component Solutions Zhu Xingyu 1, a, Mai Tiancheng 2, b and Zhao Zilong 2, c Advances n Computer Scence Research, volume 71 4th Internatonal Conference on Machnery, Materals and Informaton Technology Applcatons (ICMMITA 2016) Relatonshp between Refractve Index and Molar Concentraton

More information

CHAPTER 5 NUMERICAL EVALUATION OF DYNAMIC RESPONSE

CHAPTER 5 NUMERICAL EVALUATION OF DYNAMIC RESPONSE CHAPTER 5 NUMERICAL EVALUATION OF DYNAMIC RESPONSE Analytcal soluton s usually not possble when exctaton vares arbtrarly wth tme or f the system s nonlnear. Such problems can be solved by numercal tmesteppng

More information

1. Inference on Regression Parameters a. Finding Mean, s.d and covariance amongst estimates. 2. Confidence Intervals and Working Hotelling Bands

1. Inference on Regression Parameters a. Finding Mean, s.d and covariance amongst estimates. 2. Confidence Intervals and Working Hotelling Bands Content. Inference on Regresson Parameters a. Fndng Mean, s.d and covarance amongst estmates.. Confdence Intervals and Workng Hotellng Bands 3. Cochran s Theorem 4. General Lnear Testng 5. Measures of

More information

EVALUATION OF THE VISCO-ELASTIC PROPERTIES IN ASPHALT RUBBER AND CONVENTIONAL MIXES

EVALUATION OF THE VISCO-ELASTIC PROPERTIES IN ASPHALT RUBBER AND CONVENTIONAL MIXES EVALUATION OF THE VISCO-ELASTIC PROPERTIES IN ASPHALT RUBBER AND CONVENTIONAL MIXES Manuel J. C. Mnhoto Polytechnc Insttute of Bragança, Bragança, Portugal E-mal: mnhoto@pb.pt Paulo A. A. Perera and Jorge

More information

Constitutive Modelling of Superplastic AA-5083

Constitutive Modelling of Superplastic AA-5083 TECHNISCHE MECHANIK, 3, -5, (01, 1-6 submtted: September 19, 011 Consttutve Modellng of Superplastc AA-5083 G. Gulano In ths study a fast procedure for determnng the constants of superplastc 5083 Al alloy

More information

This column is a continuation of our previous column

This column is a continuation of our previous column Comparson of Goodness of Ft Statstcs for Lnear Regresson, Part II The authors contnue ther dscusson of the correlaton coeffcent n developng a calbraton for quanttatve analyss. Jerome Workman Jr. and Howard

More information

829. An adaptive method for inertia force identification in cantilever under moving mass

829. An adaptive method for inertia force identification in cantilever under moving mass 89. An adaptve method for nerta force dentfcaton n cantlever under movng mass Qang Chen 1, Mnzhuo Wang, Hao Yan 3, Haonan Ye 4, Guola Yang 5 1,, 3, 4 Department of Control and System Engneerng, Nanng Unversty,

More information

( ) + + REFLECTION FROM A METALLIC SURFACE

( ) + + REFLECTION FROM A METALLIC SURFACE REFLECTION FROM A METALLIC SURFACE For a metallc medum the delectrc functon and the ndex of refracton are complex valued functons. Ths s also the case for semconductors and nsulators n certan frequency

More information

Measurement Uncertainties Reference

Measurement Uncertainties Reference Measurement Uncertantes Reference Introducton We all ntutvely now that no epermental measurement can be perfect. It s possble to mae ths dea quanttatve. It can be stated ths way: the result of an ndvdual

More information

HEAT TRANSFER THROUGH ANNULAR COMPOSITE FINS

HEAT TRANSFER THROUGH ANNULAR COMPOSITE FINS Journal of Mechancal Engneerng and Technology (JMET) Volume 4, Issue 1, Jan-June 2016, pp. 01-10, Artcle ID: JMET_04_01_001 Avalable onlne at http://www.aeme.com/jmet/ssues.asp?jtype=jmet&vtype=4&itype=1

More information

A semi-analytic technique to determine the propagation constant of periodically segmented Ti:LiNbO 3 waveguide

A semi-analytic technique to determine the propagation constant of periodically segmented Ti:LiNbO 3 waveguide Avalable onlne at www.pelagaresearchlbrary.com Pelaga Research Lbrary Advances n Appled Scence Research, 011, (1): 16-144 ISSN: 0976-8610 CODEN (USA): AASRFC A sem-analytc technque to determne the propagaton

More information

Implementation of the Matrix Method

Implementation of the Matrix Method Computatonal Photoncs, Prof. Thomas Pertsch, Abbe School of Photoncs, FSU Jena Computatonal Photoncs Semnar 0 Implementaton of the Matr Method calculaton of the transfer matr calculaton of reflecton and

More information

APPROXIMATE ANALYSIS OF RIGID PLATE LOADING ON ELASTIC MULTI-LAYERED SYSTEMS

APPROXIMATE ANALYSIS OF RIGID PLATE LOADING ON ELASTIC MULTI-LAYERED SYSTEMS 6th ICPT, Sapporo, Japan, July 008 APPROXIMATE ANALYSIS OF RIGID PLATE LOADING ON ELASTIC MULTI-LAYERED SYSTEMS James MAINA Prncpal Researcher, Transport and Infrastructure Engneerng, CSIR Bult Envronment

More information

Uncertainty in measurements of power and energy on power networks

Uncertainty in measurements of power and energy on power networks Uncertanty n measurements of power and energy on power networks E. Manov, N. Kolev Department of Measurement and Instrumentaton, Techncal Unversty Sofa, bul. Klment Ohrdsk No8, bl., 000 Sofa, Bulgara Tel./fax:

More information

Difference Equations

Difference Equations Dfference Equatons c Jan Vrbk 1 Bascs Suppose a sequence of numbers, say a 0,a 1,a,a 3,... s defned by a certan general relatonshp between, say, three consecutve values of the sequence, e.g. a + +3a +1

More information

Chapter 9: Statistical Inference and the Relationship between Two Variables

Chapter 9: Statistical Inference and the Relationship between Two Variables Chapter 9: Statstcal Inference and the Relatonshp between Two Varables Key Words The Regresson Model The Sample Regresson Equaton The Pearson Correlaton Coeffcent Learnng Outcomes After studyng ths chapter,

More information

Correlation and Regression. Correlation 9.1. Correlation. Chapter 9

Correlation and Regression. Correlation 9.1. Correlation. Chapter 9 Chapter 9 Correlaton and Regresson 9. Correlaton Correlaton A correlaton s a relatonshp between two varables. The data can be represented b the ordered pars (, ) where s the ndependent (or eplanator) varable,

More information

An identification algorithm of model kinetic parameters of the interfacial layer growth in fiber composites

An identification algorithm of model kinetic parameters of the interfacial layer growth in fiber composites IOP Conference Seres: Materals Scence and Engneerng PAPER OPE ACCESS An dentfcaton algorthm of model knetc parameters of the nterfacal layer growth n fber compostes o cte ths artcle: V Zubov et al 216

More information

Monte Carlo simulation study on magnetic hysteresis loop of Co nanowires

Monte Carlo simulation study on magnetic hysteresis loop of Co nanowires Monte Carlo smulaton study on magnetc hysteress loop of Co nanowres Ryang Se-Hun, O Pong-Sk, Sn Gum-Chol, Hwang Guk-Nam, Hong Yong-Son * Km Hyong Jk Normal Unversty, Pyongyang, D.P.R of Korea Abstract;

More information

Note 10. Modeling and Simulation of Dynamic Systems

Note 10. Modeling and Simulation of Dynamic Systems Lecture Notes of ME 475: Introducton to Mechatroncs Note 0 Modelng and Smulaton of Dynamc Systems Department of Mechancal Engneerng, Unversty Of Saskatchewan, 57 Campus Drve, Saskatoon, SK S7N 5A9, Canada

More information

THE EFFECT OF TORSIONAL RIGIDITY BETWEEN ELEMENTS ON FREE VIBRATIONS OF A TELESCOPIC HYDRAULIC CYLINDER SUBJECTED TO EULER S LOAD

THE EFFECT OF TORSIONAL RIGIDITY BETWEEN ELEMENTS ON FREE VIBRATIONS OF A TELESCOPIC HYDRAULIC CYLINDER SUBJECTED TO EULER S LOAD Journal of Appled Mathematcs and Computatonal Mechancs 7, 6(3), 7- www.amcm.pcz.pl p-issn 99-9965 DOI:.75/jamcm.7.3. e-issn 353-588 THE EFFECT OF TORSIONAL RIGIDITY BETWEEN ELEMENTS ON FREE VIBRATIONS

More information

16 Reflection and transmission, TE mode

16 Reflection and transmission, TE mode 16 Reflecton transmsson TE mode Last lecture we learned how to represent plane-tem waves propagatng n a drecton ˆ n terms of feld phasors such that η = Ẽ = E o e j r H = ˆ Ẽ η µ ɛ = ˆ = ω µɛ E o =0. Such

More information

2010 Black Engineering Building, Department of Mechanical Engineering. Iowa State University, Ames, IA, 50011

2010 Black Engineering Building, Department of Mechanical Engineering. Iowa State University, Ames, IA, 50011 Interface Energy Couplng between -tungsten Nanoflm and Few-layered Graphene Meng Han a, Pengyu Yuan a, Jng Lu a, Shuyao S b, Xaolong Zhao b, Yanan Yue c, Xnwe Wang a,*, Xangheng Xao b,* a 2010 Black Engneerng

More information

Power law and dimension of the maximum value for belief distribution with the max Deng entropy

Power law and dimension of the maximum value for belief distribution with the max Deng entropy Power law and dmenson of the maxmum value for belef dstrbuton wth the max Deng entropy Bngy Kang a, a College of Informaton Engneerng, Northwest A&F Unversty, Yanglng, Shaanx, 712100, Chna. Abstract Deng

More information

Color Rendering Uncertainty

Color Rendering Uncertainty Australan Journal of Basc and Appled Scences 4(10): 4601-4608 010 ISSN 1991-8178 Color Renderng Uncertanty 1 A.el Bally M.M. El-Ganany 3 A. Al-amel 1 Physcs Department Photometry department- NIS Abstract:

More information

Equivalent Circuit Analysis of Interior Permanent Magnet Synchronous Motor Considering Magnetic saturation

Equivalent Circuit Analysis of Interior Permanent Magnet Synchronous Motor Considering Magnetic saturation Page 0114 World Electrc Vehcle Journal Vol. 3 - ISSN 2032-6653 - 2009 AVERE EVS24 Stavanger, Norway, May 13-16, 2009 Euvalent Crcut Analyss of Interor Permanent Magnet Synchronous Motor Consderng Magnetc

More information

Effect of Losses in a Layered Structure Containing DPS and DNG Media

Effect of Losses in a Layered Structure Containing DPS and DNG Media PIERS ONLINE, VOL. 4, NO. 5, 8 546 Effect of Losses n a Layered Structure Contanng DPS and DNG Meda J. R. Canto, S. A. Matos, C. R. Pava, and A. M. Barbosa Insttuto de Telecomuncações and Department of

More information

Negative Binomial Regression

Negative Binomial Regression STATGRAPHICS Rev. 9/16/2013 Negatve Bnomal Regresson Summary... 1 Data Input... 3 Statstcal Model... 3 Analyss Summary... 4 Analyss Optons... 7 Plot of Ftted Model... 8 Observed Versus Predcted... 10 Predctons...

More information

Analysis of the Magnetomotive Force of a Three-Phase Winding with Concentrated Coils and Different Symmetry Features

Analysis of the Magnetomotive Force of a Three-Phase Winding with Concentrated Coils and Different Symmetry Features Analyss of the Magnetomotve Force of a Three-Phase Wndng wth Concentrated Cols and Dfferent Symmetry Features Deter Gerlng Unversty of Federal Defense Munch, Neubberg, 85579, Germany Emal: Deter.Gerlng@unbw.de

More information

International Power, Electronics and Materials Engineering Conference (IPEMEC 2015)

International Power, Electronics and Materials Engineering Conference (IPEMEC 2015) Internatonal Power, Electroncs and Materals Engneerng Conference (IPEMEC 2015) Dynamc Model of Wnd Speed Dstrbuton n Wnd Farm Consderng the Impact of Wnd Drecton and Interference Effects Zhe Dong 1, a,

More information

Introduction to Density Functional Theory. Jeremie Zaffran 2 nd year-msc. (Nanochemistry)

Introduction to Density Functional Theory. Jeremie Zaffran 2 nd year-msc. (Nanochemistry) Introducton to Densty Functonal Theory Jereme Zaffran nd year-msc. (anochemstry) A- Hartree appromatons Born- Oppenhemer appromaton H H H e The goal of computatonal chemstry H e??? Let s remnd H e T e

More information

Simulated Power of the Discrete Cramér-von Mises Goodness-of-Fit Tests

Simulated Power of the Discrete Cramér-von Mises Goodness-of-Fit Tests Smulated of the Cramér-von Mses Goodness-of-Ft Tests Steele, M., Chaselng, J. and 3 Hurst, C. School of Mathematcal and Physcal Scences, James Cook Unversty, Australan School of Envronmental Studes, Grffth

More information

NON-CENTRAL 7-POINT FORMULA IN THE METHOD OF LINES FOR PARABOLIC AND BURGERS' EQUATIONS

NON-CENTRAL 7-POINT FORMULA IN THE METHOD OF LINES FOR PARABOLIC AND BURGERS' EQUATIONS IJRRAS 8 (3 September 011 www.arpapress.com/volumes/vol8issue3/ijrras_8_3_08.pdf NON-CENTRAL 7-POINT FORMULA IN THE METHOD OF LINES FOR PARABOLIC AND BURGERS' EQUATIONS H.O. Bakodah Dept. of Mathematc

More information

Lecture 13 APPROXIMATION OF SECOMD ORDER DERIVATIVES

Lecture 13 APPROXIMATION OF SECOMD ORDER DERIVATIVES COMPUTATIONAL FLUID DYNAMICS: FDM: Appromaton of Second Order Dervatves Lecture APPROXIMATION OF SECOMD ORDER DERIVATIVES. APPROXIMATION OF SECOND ORDER DERIVATIVES Second order dervatves appear n dffusve

More information

Implementation of the Matrix Method

Implementation of the Matrix Method Computatonal Photoncs, Prof. Thomas Pertsch, Abbe School of Photoncs, FSU Jena Computatonal Photoncs Semnar 0 Implementaton of the Matr Method calculaton of the transfer matr calculaton of reflecton and

More information

Assessment of Site Amplification Effect from Input Energy Spectra of Strong Ground Motion

Assessment of Site Amplification Effect from Input Energy Spectra of Strong Ground Motion Assessment of Ste Amplfcaton Effect from Input Energy Spectra of Strong Ground Moton M.S. Gong & L.L Xe Key Laboratory of Earthquake Engneerng and Engneerng Vbraton,Insttute of Engneerng Mechancs, CEA,

More information

Solving Fractional Nonlinear Fredholm Integro-differential Equations via Hybrid of Rationalized Haar Functions

Solving Fractional Nonlinear Fredholm Integro-differential Equations via Hybrid of Rationalized Haar Functions ISSN 746-7659 England UK Journal of Informaton and Computng Scence Vol. 9 No. 3 4 pp. 69-8 Solvng Fractonal Nonlnear Fredholm Integro-dfferental Equatons va Hybrd of Ratonalzed Haar Functons Yadollah Ordokhan

More information

Supplementary Notes for Chapter 9 Mixture Thermodynamics

Supplementary Notes for Chapter 9 Mixture Thermodynamics Supplementary Notes for Chapter 9 Mxture Thermodynamcs Key ponts Nne major topcs of Chapter 9 are revewed below: 1. Notaton and operatonal equatons for mxtures 2. PVTN EOSs for mxtures 3. General effects

More information

High resolution entropy stable scheme for shallow water equations

High resolution entropy stable scheme for shallow water equations Internatonal Symposum on Computers & Informatcs (ISCI 05) Hgh resoluton entropy stable scheme for shallow water equatons Xaohan Cheng,a, Yufeng Ne,b, Department of Appled Mathematcs, Northwestern Polytechncal

More information

Grover s Algorithm + Quantum Zeno Effect + Vaidman

Grover s Algorithm + Quantum Zeno Effect + Vaidman Grover s Algorthm + Quantum Zeno Effect + Vadman CS 294-2 Bomb 10/12/04 Fall 2004 Lecture 11 Grover s algorthm Recall that Grover s algorthm for searchng over a space of sze wors as follows: consder the

More information

Answers Problem Set 2 Chem 314A Williamsen Spring 2000

Answers Problem Set 2 Chem 314A Williamsen Spring 2000 Answers Problem Set Chem 314A Wllamsen Sprng 000 1) Gve me the followng crtcal values from the statstcal tables. a) z-statstc,-sded test, 99.7% confdence lmt ±3 b) t-statstc (Case I), 1-sded test, 95%

More information

Frequency dependence of the permittivity

Frequency dependence of the permittivity Frequency dependence of the permttvty February 7, 016 In materals, the delectrc constant and permeablty are actually frequency dependent. Ths does not affect our results for sngle frequency modes, but

More information

CHAPTER 14 GENERAL PERTURBATION THEORY

CHAPTER 14 GENERAL PERTURBATION THEORY CHAPTER 4 GENERAL PERTURBATION THEORY 4 Introducton A partcle n orbt around a pont mass or a sphercally symmetrc mass dstrbuton s movng n a gravtatonal potental of the form GM / r In ths potental t moves

More information

Fast Simulation of Pyroshock Responses of a Conical Structure Using Rotation-Superposition Method

Fast Simulation of Pyroshock Responses of a Conical Structure Using Rotation-Superposition Method Appled Mathematcs & Informaton Scences An Internatonal Journal 211 NSP 5 (2) (211), 187S-193S Fast Smulaton of Pyroshock Responses of a Concal Structure Usng Rotaton-Superposton Method Yongjan Mao 1, Yulong

More information

STAT 3008 Applied Regression Analysis

STAT 3008 Applied Regression Analysis STAT 3008 Appled Regresson Analyss Tutoral : Smple Lnear Regresson LAI Chun He Department of Statstcs, The Chnese Unversty of Hong Kong 1 Model Assumpton To quantfy the relatonshp between two factors,

More information

Temperature Dependence of a Macrobending Edge Filter Based on a High-bend Loss Fiber

Temperature Dependence of a Macrobending Edge Filter Based on a High-bend Loss Fiber Dublin Institute of Technology ARROW@DIT Articles School of Electrical and Electronic Engineering 2007-12-31 Temperature Dependence of a Macrobending Edge Filter Based on a High-bend Loss Fiber Pengfei

More information

Section 8.3 Polar Form of Complex Numbers

Section 8.3 Polar Form of Complex Numbers 80 Chapter 8 Secton 8 Polar Form of Complex Numbers From prevous classes, you may have encountered magnary numbers the square roots of negatve numbers and, more generally, complex numbers whch are the

More information

EPR Paradox and the Physical Meaning of an Experiment in Quantum Mechanics. Vesselin C. Noninski

EPR Paradox and the Physical Meaning of an Experiment in Quantum Mechanics. Vesselin C. Noninski EPR Paradox and the Physcal Meanng of an Experment n Quantum Mechancs Vesseln C Nonnsk vesselnnonnsk@verzonnet Abstract It s shown that there s one purely determnstc outcome when measurement s made on

More information

DUE: WEDS FEB 21ST 2018

DUE: WEDS FEB 21ST 2018 HOMEWORK # 1: FINITE DIFFERENCES IN ONE DIMENSION DUE: WEDS FEB 21ST 2018 1. Theory Beam bendng s a classcal engneerng analyss. The tradtonal soluton technque makes smplfyng assumptons such as a constant

More information

χ x B E (c) Figure 2.1.1: (a) a material particle in a body, (b) a place in space, (c) a configuration of the body

χ x B E (c) Figure 2.1.1: (a) a material particle in a body, (b) a place in space, (c) a configuration of the body Secton.. Moton.. The Materal Body and Moton hyscal materals n the real world are modeled usng an abstract mathematcal entty called a body. Ths body conssts of an nfnte number of materal partcles. Shown

More information

Analytical Gradient Evaluation of Cost Functions in. General Field Solvers: A Novel Approach for. Optimization of Microwave Structures

Analytical Gradient Evaluation of Cost Functions in. General Field Solvers: A Novel Approach for. Optimization of Microwave Structures IMS 2 Workshop Analytcal Gradent Evaluaton of Cost Functons n General Feld Solvers: A Novel Approach for Optmzaton of Mcrowave Structures P. Harscher, S. Amar* and R. Vahldeck and J. Bornemann* Swss Federal

More information

Module 3 LOSSY IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur

Module 3 LOSSY IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur Module 3 LOSSY IMAGE COMPRESSION SYSTEMS Verson ECE IIT, Kharagpur Lesson 6 Theory of Quantzaton Verson ECE IIT, Kharagpur Instructonal Objectves At the end of ths lesson, the students should be able to:

More information

Applied Nuclear Physics (Fall 2004) Lecture 23 (12/3/04) Nuclear Reactions: Energetics and Compound Nucleus

Applied Nuclear Physics (Fall 2004) Lecture 23 (12/3/04) Nuclear Reactions: Energetics and Compound Nucleus .101 Appled Nuclear Physcs (Fall 004) Lecture 3 (1/3/04) Nuclear Reactons: Energetcs and Compound Nucleus References: W. E. Meyerhof, Elements of Nuclear Physcs (McGraw-Hll, New York, 1967), Chap 5. Among

More information

Odd/Even Scroll Generation with Inductorless Chua s and Wien Bridge Oscillator Circuits

Odd/Even Scroll Generation with Inductorless Chua s and Wien Bridge Oscillator Circuits Watcharn Jantanate, Peter A. Chayasena, Sarawut Sutorn Odd/Even Scroll Generaton wth Inductorless Chua s and Wen Brdge Oscllator Crcuts Watcharn Jantanate, Peter A. Chayasena, and Sarawut Sutorn * School

More information

Chapter 5. Solution of System of Linear Equations. Module No. 6. Solution of Inconsistent and Ill Conditioned Systems

Chapter 5. Solution of System of Linear Equations. Module No. 6. Solution of Inconsistent and Ill Conditioned Systems Numercal Analyss by Dr. Anta Pal Assstant Professor Department of Mathematcs Natonal Insttute of Technology Durgapur Durgapur-713209 emal: anta.bue@gmal.com 1 . Chapter 5 Soluton of System of Lnear Equatons

More information

Chapter 13: Multiple Regression

Chapter 13: Multiple Regression Chapter 13: Multple Regresson 13.1 Developng the multple-regresson Model The general model can be descrbed as: It smplfes for two ndependent varables: The sample ft parameter b 0, b 1, and b are used to

More information

3.1 Expectation of Functions of Several Random Variables. )' be a k-dimensional discrete or continuous random vector, with joint PMF p (, E X E X1 E X

3.1 Expectation of Functions of Several Random Variables. )' be a k-dimensional discrete or continuous random vector, with joint PMF p (, E X E X1 E X Statstcs 1: Probablty Theory II 37 3 EPECTATION OF SEVERAL RANDOM VARIABLES As n Probablty Theory I, the nterest n most stuatons les not on the actual dstrbuton of a random vector, but rather on a number

More information

Linear Regression Analysis: Terminology and Notation

Linear Regression Analysis: Terminology and Notation ECON 35* -- Secton : Basc Concepts of Regresson Analyss (Page ) Lnear Regresson Analyss: Termnology and Notaton Consder the generc verson of the smple (two-varable) lnear regresson model. It s represented

More information

Implementation of the Matrix Method

Implementation of the Matrix Method Computatonal Photoncs, Summer Term 01, Abbe School of Photoncs, FSU Jena, Prof. Thomas Pertsch Computatonal Photoncs Semnar 03, 7 May 01 Implementaton of the Matr Method calculaton of the transfer matr

More information

The Symmetries of Kibble s Gauge Theory of Gravitational Field, Conservation Laws of Energy-Momentum Tensor Density and the

The Symmetries of Kibble s Gauge Theory of Gravitational Field, Conservation Laws of Energy-Momentum Tensor Density and the The Symmetres of Kbble s Gauge Theory of Gravtatonal Feld, Conservaton aws of Energy-Momentum Tensor Densty and the Problems about Orgn of Matter Feld Fangpe Chen School of Physcs and Opto-electronc Technology,Dalan

More information

Lecture 3 Stat102, Spring 2007

Lecture 3 Stat102, Spring 2007 Lecture 3 Stat0, Sprng 007 Chapter 3. 3.: Introducton to regresson analyss Lnear regresson as a descrptve technque The least-squares equatons Chapter 3.3 Samplng dstrbuton of b 0, b. Contnued n net lecture

More information

A Robust Method for Calculating the Correlation Coefficient

A Robust Method for Calculating the Correlation Coefficient A Robust Method for Calculatng the Correlaton Coeffcent E.B. Nven and C. V. Deutsch Relatonshps between prmary and secondary data are frequently quantfed usng the correlaton coeffcent; however, the tradtonal

More information

6.3.7 Example with Runga Kutta 4 th order method

6.3.7 Example with Runga Kutta 4 th order method 6.3.7 Example wth Runga Kutta 4 th order method Agan, as an example, 3 machne, 9 bus system shown n Fg. 6.4 s agan consdered. Intally, the dampng of the generators are neglected (.e. d = 0 for = 1, 2,

More information

Pop-Click Noise Detection Using Inter-Frame Correlation for Improved Portable Auditory Sensing

Pop-Click Noise Detection Using Inter-Frame Correlation for Improved Portable Auditory Sensing Advanced Scence and Technology Letters, pp.164-168 http://dx.do.org/10.14257/astl.2013 Pop-Clc Nose Detecton Usng Inter-Frame Correlaton for Improved Portable Audtory Sensng Dong Yun Lee, Kwang Myung Jeon,

More information

modeling of equilibrium and dynamic multi-component adsorption in a two-layered fixed bed for purification of hydrogen from methane reforming products

modeling of equilibrium and dynamic multi-component adsorption in a two-layered fixed bed for purification of hydrogen from methane reforming products modelng of equlbrum and dynamc mult-component adsorpton n a two-layered fxed bed for purfcaton of hydrogen from methane reformng products Mohammad A. Ebrahm, Mahmood R. G. Arsalan, Shohreh Fatem * Laboratory

More information

Uncertainty and auto-correlation in. Measurement

Uncertainty and auto-correlation in. Measurement Uncertanty and auto-correlaton n arxv:1707.03276v2 [physcs.data-an] 30 Dec 2017 Measurement Markus Schebl Federal Offce of Metrology and Surveyng (BEV), 1160 Venna, Austra E-mal: markus.schebl@bev.gv.at

More information

SIMPLE LINEAR REGRESSION

SIMPLE LINEAR REGRESSION Smple Lnear Regresson and Correlaton Introducton Prevousl, our attenton has been focused on one varable whch we desgnated b x. Frequentl, t s desrable to learn somethng about the relatonshp between two

More information

Measurement and Uncertainties

Measurement and Uncertainties Phs L-L Introducton Measurement and Uncertantes An measurement s uncertan to some degree. No measurng nstrument s calbrated to nfnte precson, nor are an two measurements ever performed under eactl the

More information

Department of Electrical & Electronic Engineeing Imperial College London. E4.20 Digital IC Design. Median Filter Project Specification

Department of Electrical & Electronic Engineeing Imperial College London. E4.20 Digital IC Design. Median Filter Project Specification Desgn Project Specfcaton Medan Flter Department of Electrcal & Electronc Engneeng Imperal College London E4.20 Dgtal IC Desgn Medan Flter Project Specfcaton A medan flter s used to remove nose from a sampled

More information

Thermal State Investigations of Two-stage Thruster with Anode Layer

Thermal State Investigations of Two-stage Thruster with Anode Layer Thermal State Investgatons of Two-stage Thruster wth Anode Layer IEPC-2007-127 Presented at the 30 th Internatonal Electrc Propulson Conference, Florence, Italy Mtroshn A.S. *, Garkusha V.I., Semenkn A.V.

More information

2016 Wiley. Study Session 2: Ethical and Professional Standards Application

2016 Wiley. Study Session 2: Ethical and Professional Standards Application 6 Wley Study Sesson : Ethcal and Professonal Standards Applcaton LESSON : CORRECTION ANALYSIS Readng 9: Correlaton and Regresson LOS 9a: Calculate and nterpret a sample covarance and a sample correlaton

More information

OPTIMISATION. Introduction Single Variable Unconstrained Optimisation Multivariable Unconstrained Optimisation Linear Programming

OPTIMISATION. Introduction Single Variable Unconstrained Optimisation Multivariable Unconstrained Optimisation Linear Programming OPTIMIATION Introducton ngle Varable Unconstraned Optmsaton Multvarable Unconstraned Optmsaton Lnear Programmng Chapter Optmsaton /. Introducton In an engneerng analss, sometmes etremtes, ether mnmum or

More information

Some modelling aspects for the Matlab implementation of MMA

Some modelling aspects for the Matlab implementation of MMA Some modellng aspects for the Matlab mplementaton of MMA Krster Svanberg krlle@math.kth.se Optmzaton and Systems Theory Department of Mathematcs KTH, SE 10044 Stockholm September 2004 1. Consdered optmzaton

More information

ECEN 5005 Crystals, Nanocrystals and Device Applications Class 19 Group Theory For Crystals

ECEN 5005 Crystals, Nanocrystals and Device Applications Class 19 Group Theory For Crystals ECEN 5005 Crystals, Nanocrystals and Devce Applcatons Class 9 Group Theory For Crystals Dee Dagram Radatve Transton Probablty Wgner-Ecart Theorem Selecton Rule Dee Dagram Expermentally determned energy

More information

Computer Simulations of Parallel-to-Series Conversion in Solid State Frame Transfer Image Sensors. J. Bisschop

Computer Simulations of Parallel-to-Series Conversion in Solid State Frame Transfer Image Sensors. J. Bisschop 207 SIMULATION OF SEMICONDUCTOR DEVICES AND PROCESSES Vol. 3 Edted by G. Baccaran, M. Rudan - Bologna (Italy) September 26-28,988 - Tecnoprnt Computer Smulatons of Parallel-to-Seres Converson n Sold State

More information

Chapter 5 Multilevel Models

Chapter 5 Multilevel Models Chapter 5 Multlevel Models 5.1 Cross-sectonal multlevel models 5.1.1 Two-level models 5.1.2 Multple level models 5.1.3 Multple level modelng n other felds 5.2 Longtudnal multlevel models 5.2.1 Two-level

More information

Homework Assignment 3 Due in class, Thursday October 15

Homework Assignment 3 Due in class, Thursday October 15 Homework Assgnment 3 Due n class, Thursday October 15 SDS 383C Statstcal Modelng I 1 Rdge regresson and Lasso 1. Get the Prostrate cancer data from http://statweb.stanford.edu/~tbs/elemstatlearn/ datasets/prostate.data.

More information

ORIGIN 1. PTC_CE_BSD_3.2_us_mp.mcdx. Mathcad Enabled Content 2011 Knovel Corp.

ORIGIN 1. PTC_CE_BSD_3.2_us_mp.mcdx. Mathcad Enabled Content 2011 Knovel Corp. Clck to Vew Mathcad Document 2011 Knovel Corp. Buldng Structural Desgn. homas P. Magner, P.E. 2011 Parametrc echnology Corp. Chapter 3: Renforced Concrete Slabs and Beams 3.2 Renforced Concrete Beams -

More information

4DVAR, according to the name, is a four-dimensional variational method.

4DVAR, according to the name, is a four-dimensional variational method. 4D-Varatonal Data Assmlaton (4D-Var) 4DVAR, accordng to the name, s a four-dmensonal varatonal method. 4D-Var s actually a drect generalzaton of 3D-Var to handle observatons that are dstrbuted n tme. The

More information

CHAPTER 4 SPEECH ENHANCEMENT USING MULTI-BAND WIENER FILTER. In real environmental conditions the speech signal may be

CHAPTER 4 SPEECH ENHANCEMENT USING MULTI-BAND WIENER FILTER. In real environmental conditions the speech signal may be 55 CHAPTER 4 SPEECH ENHANCEMENT USING MULTI-BAND WIENER FILTER 4.1 Introducton In real envronmental condtons the speech sgnal may be supermposed by the envronmental nterference. In general, the spectrum

More information

A new construction of 3-separable matrices via an improved decoding of Macula s construction

A new construction of 3-separable matrices via an improved decoding of Macula s construction Dscrete Optmzaton 5 008 700 704 Contents lsts avalable at ScenceDrect Dscrete Optmzaton journal homepage: wwwelsevercom/locate/dsopt A new constructon of 3-separable matrces va an mproved decodng of Macula

More information

Lab 2e Thermal System Response and Effective Heat Transfer Coefficient

Lab 2e Thermal System Response and Effective Heat Transfer Coefficient 58:080 Expermental Engneerng 1 OBJECTIVE Lab 2e Thermal System Response and Effectve Heat Transfer Coeffcent Warnng: though the experment has educatonal objectves (to learn about bolng heat transfer, etc.),

More information

EEE 241: Linear Systems

EEE 241: Linear Systems EEE : Lnear Systems Summary #: Backpropagaton BACKPROPAGATION The perceptron rule as well as the Wdrow Hoff learnng were desgned to tran sngle layer networks. They suffer from the same dsadvantage: they

More information