Comparison of two variable parameter Muskingum methods

Size: px
Start display at page:

Download "Comparison of two variable parameter Muskingum methods"

Transcription

1 Extreme Hydrlgical Events: Precipitatin, Flds and Drughts (Prceedings f the Ykhama Sympsium, July 1993). IAHS Publ. n. 213, Cmparisn f tw variable parameter Muskingum methds M. PERUMAL Department f Cntinuing Educatin, University frrkee, Rrkee , India Abstract The Variable Parameter Muskingum-Cunge (VPMC) methd and the Multilinear Muskingum (MM) methd are cmpared fr ruting fld hydrgraphs in channels. Bth methds attempt t accunt fr nnlinearity in the fld wave mvement by varying the physically based parameters. They are studied by ruting tw different shapes f hypthetical fld hydrgraphs, estimated using tw different initial flws in the channel, fr a reach length f 40 km in tw unifrm wide rectangular channels with widths f 100 m and 200 m, and each having fur different cmbinatins f bed slpe and Manning's rughness values. Bth methds are evaluated by cmparing their ruted slutins with the crrespnding St Venant slutins. Based n the study, it is recmmended that the MM methd be used fr ruting in natural channels and the VPMC methd fr ruting in urban strm drains. INTRODUCTION Simplified hydraulic fld ruting methds which use linear system mdels with time invariant parameters are based n the assumptin that the flw variatins arund a reference discharge which is used fr estimating the mdel parameters are small. Fr ruting a given fld hydrgraph in a channel reach with a linear mdel, this assumptin implies that a reference discharge is used fr the estimatin f the parameters f the mdel irrespective f the magnitude f variatin f the hydrgraph abut this reference value. This limitatin prduces distrtin in the cmputed utflw hydrgraph when wide variatins in flw variable are realized. Mrever, fld waves are inherently nnlinear in nature as different discharges travel at different celerities. The cnvenience f linear systems analysis can be used fr mdelling nnlinear hydrlgical prcesses by wrking within the limitatin impsed by its assumptin. One simple methd by which the nnlinearity f the fld ruting prcess may be taken int accunt is t use a mdel that respnds linearly t the input at any ne time, but the linear prperties f which may vary frm time t time, with the flw variable cntrlling the phenmenn. Using this cncept, Pnce & Yevjevich (1978) prpsed a fld ruting methd knwn as the variable parameter Muskingum-Cunge (VPMC) methd in which the parameters f the Muskingum methd vary at every ruting time level cnsistently with the established physical relatinships as enumerated by Kundzewicz (1986). Recently, Perumal (1992) has prpsed a Multilinear Muskingum (MM) methd in which the same physically based parameter relatinships as adpted in the VPMC methd is used, but the ruting is carried ut using multilinear mdelling apprach based n time distributin scheme (Kundzewicz, 1984). In the VPMC methd, the slutin is

2 130 M. Perumal achieved using the cnventinal Muskingum equatin, which is in a recursive frm, and in the case f MM methd it is btained using the cnvlutin apprach. Nte that bth appraches yield the same slutin when the parameters remain cnstant thrughut the ruting prcess, and, therefre, the use f recursive equatin is preferred ver that f cnvlutin apprach due t its better cmputatinal efficiency (Overtn, 1970). Hwever, this uniqueness in the slutins exists n lnger when the parameters are varying in time during the ruting prcess f bth methds. Althugh bth attempt t accunt fr nnlinearity in the fld wave mvement prcess, the apprach used fr varying the parameters in each methd is different. Further, in either methd the technique f varying the parameters is nt physically based, i.e. it is nt cnsistent with the variatins built in the slutin f the St Venant equatins. This aspect leads t the lack f cnservatin f mass while using the VPMC methd fr ruting a fld hydrgraph when its rating curve is characterized by a wider lp. Hwever, the cnservatin f mass is ensured always in the case f the MM methd wherein the ruting is achieved using the cnvlutin technique. This paper evaluates the perfrmance f bth methds by ruting tw different shapes f hypthetical fld hydrgraphs, estimated using tw different initial flws in the channel, fr a reach length f 40 km in tw unifrm wide rectangular channels with widths f 100 m and 200 m, and each having fur different cmbinatins f bed slpe and Manning's rughness values, and cmparing the respective cmputed utflw hydrgraphs with the crrespnding bench mark slutins btained by the numerical slutin f the St Venant equatins. A brief descriptin f bth ruting methds is presented herein fr the prper understanding f the parameter variatin prcedures adpted in these methds. VARIABLE PARAMETER MUSKMGUM-CUNGE METHOD The cnventinal ruting equatin f the Muskingum methd fr the grid cell shwn in Fig. 1 is expressed as: Qn.i = CA^c 2 i n + c 3 Q n (i) n-1 At «< Fig. 1 Space-time discretizatin f Muskingum methd.

3 Cmparisn f tw variable parameter Muskingum methds 131 where Q n and Q n+1 dentes the cmputed utflw at time nat and (n+l)at respectively; I n and I n+1 dentes the crrespnding inflw, and At is the ruting time interval. The cefficients C 1; C 2, and C 3 are expressed as: s-\ L\L jù J\. C7 srs \ 1 = (2a) 2K(1-Q) + At C, = 2 At + 2KQ 2K(1-Q) + At c = 2K(1-Q)-At '5 2K(1-B)+At (2 b ) V ' (2c) in which K and 0 are the strage cefficient and weighting parameter respectively. The parameters K and 0 may be expressed by physically based appraches as: K = Axle ( 3 ) 0 = 1-0 (4) 2 2S 0 BcAx in which Ax is the reach length; c is the average fld wave celerity ver the reach; Q 0 is the reference discharge; B is the width f the channel, and S 0 is the bed slpe. Fllwing Pnce & Yevjevich (1978), there are tw acceptable techniques t vary the ruting parameters: (a) the direct three pint technique, and (b) the iterative fur pint technique. Fr bth techniques, the space step Ax and bed slpe S 0 are specified at the start, and kept cnstant thrughut the cmputatin in time. Pnce & Yevjevich (1978), and Kussis & Osbrne (1986) while cmparing these tw variatin techniques cncluded that iterative fur pint technique des nt ffer any advantage ver the direct three pint technique. Therefre, nly the direct three pint technique is used in this study fr varying the parameters f the Muskingum methd. In the three pint technique, the values f c and Q 0 at grid pints n and (n+1) f the inflw sectin, and at grid pint n f the utflw sectin are used t find the average cell value f c and the reference discharge value Q 0 as: C = ( C n,i +C n + l,i + C n, q )'3 ( 5 ) Q 0 = (I n + l n+1 + Q n )l3 (6) in which c nii and c n+1>i are the wave celerities crrespnding t the inflw at nat and (n+l)at respectively; c nq is the wave celerity crrespnding t utflw at nat. Fr all its advantage in accunting fr the nnlinearity in fld wave mvement, VPMC methd is nt withut pitfalls. Perhaps mre imprtant thugh, is its slight tendency nt t cnserve mass. Pnce (1983) recgnized this deficiency and suggested further research t vercme it.

4 132 M. Perumal MULTILINEAR MUSKINGUM METHOD One f the ways f vercming this deficiency is t use the multilinear Muskingum methd based n time distributin scheme prpsed by Perumal (1992) wherein the utflw hydrgraph is cmputed using cnvlutin technique which ensures cnservatin f mass. In this methd, each element f inflw Idt is ruted thrugh a Muskingum sub-mdel, fr which the parameters K and 0 are determined by equatins (3) and (4). The reference discharge Q 0 needed in these expressins is estimated as: Q = h + a{i{t)-l b ) where I b is the initial steady flw in the reach befre the arrival f the fld; I(t) is the current value f inflw; and a is a cefficient with limits 0<a< 1. Nte that the expressin given by equatin (7) is slightly mdified frm the earlier expressin adpted by Perumal (1992) in rder t accmmdate the initial steady flw in the reach. The wave celerity is estimated fr a wide rectangular channel, using Manning's frictin law as (Dge et al., 1982): c = 1.67v 0 (8) where v 0 is the velcity crrespnding t Q 0. The reference flw depth y 0, needed in the estimatin f v 0, is cnsidered as the nrmal depth crrespnding t the reference discharge Q 0, whence: v 0 = (Q 0 /Bf 4 S 0 3 n- 0-6 (9) where n is the Manning's rughness cefficient. The rdinates f the discrete unit hydrgraph needed fr cnvlutin with the inflw hydrgraph rdinates can be arrived at by successive applicatin f equatin (1) as: V h 2 V h 4 - = c i -~- c 2 + c 3 Cj ~- c 3 (c 2 + c = C 3 ( C 2 + C 3 Cj) c 3 c i) (10) (V) K = c "~ 2 (c 2 + c s c i) The verall utflw discharge at time nat is estimated by the methd by adding the cmpnent utflws. APPLICATION Bth methds were applied fr ruting hypthetical flds in wide rectangular channels with n lateral inflw within the ruting reach cnsidered. The inflw

5 Cmparisn f tw variable parameter Muskingum methds 133 hydrgraph, defined by a mathematical functin was ruted in the given channel reach fr a specified distance using bth methds, and their respective utflw hydrgraphs were cmpared with the crrespnding St Venant slutins. The inflw hydrgraph defined by a fur parameter Pearsn type-ill distributin functin expressed by the fllwing equatin was adpted in this study: 7(0 = h + Vp-hWItj,) 1 "»-» exp [(l~t/t p )/(j-l)] (11) where I p is the peak flw (1000 m 3 /s); tp is the time t peak (10 h) and 7 is the skewness factr. Tw different inflw hydrgraphs characterized by the values f the skewness factr 7 = 1.15, and 1.5, respectively, were ruted fr a distance f 40 km in all the test runs. Tw wide rectangular channels with widths 100 m and 200 m, each having fur different cmbinatins f bed slpe and Manning's rughness values were used fr all the ruting studies. Tw different initial steady flws, ne with a lw value (100 m 3 /s) and anther with a high value (500 m 3 /s) were used in the study fr estimating the inflw hydrgraph crrespnding t each skewness factr 7 = 1.15, and 1.5. The descriptin f channel cnfiguratins and the skewness factrs f the inflw hydrgraph adpted crrespnding t different test runs are given in Table 1. Thrughut the ruting studies, the value f cefficient a used in equatin (7) fr cmputing the reference discharge was taken as 0.4. This value was adpted frm the experience f the past study (Perumal, 1992). Table 1 Skewness factrs f the inflw hydrgraph and channel cnfiguratins used in the study. Run B S Manning's N. y (m) n EVALUATION OF BOTH METHODS A ttal f 32 sets f runs, half f which crrespnded t the assumed lw initial flw in the reach (and the ther half - t high initial flw), were made fr evaluating

6 134 M. Perumal bth the VPMC and the MM methds in reprducing the crrespnding St Venant slutins. A ruting interval f 15 min was used in all these runs t ensure that the slutins are independent f the time interval used. Since bth methds were cnsidered apprpriate fr ruting a fld hydrgraph (Pnce & Yevjevich, 1978; Perumal, 1992) within their theretical limitatins, it was cnsidered sufficient t cmpare their perfrmance in reprducing sme main features f the St Venant slutins. Tables 2 and 3 present the peak and time t peak f the St Venant slutins btained at the end f 40 km reach f the channels using the inflw hydrgraphs with initial steady flw f 100 m 3 /s and 500 m 3 /s, respectively. The crrespnding estimates btained using bth methds under study are als shwn alng with the factrs which characterize the reprductin f the St Venant slutins and the ability t cnserve mass while ruting. Ruting slutins were btained by dividing the 40 km reach int single, eight and frty sub-reaches. The ability t reprduce the entire St Venant slutin by the methds under study is measured by the variance explained by the methd, dented as R 2, which is estimated in percentage using the Nash-Sutcliffe criterin (Nash & Sutcliffe, 1970). The parameter t evaluate the cnservatin f mass f the ruted slutin was estimated as: N N ERVOL = ill ^ _ 100 (12) where Q es y is the jth estimated utflw rdinate, and N is the ttal number f utflw hydrgraph rdinates. Table 2 shws the ruting results btained using the inflw hydrgraph with the initial flw f 100 m 3 /s. It is seen that the MM methd is slightly better than the VPMC methd in reprducing the peak flw characteristics, when the inflw hydrgraph with a wider lp rating curve is ruted. While ruting such inflw hydrgraphs, the VPMC methd als des nt cnserve mass and this tendency increases with the increase in the number f sub-reaches used fr ruting in a given reach. The VPMC methd results in cmputatinal prblem due t the estimatin f negative reference discharge in the beginning f ruting, when the 40 km reach is cnsidered as a single reach. This clearly indicates the deficiency f the prcedure adpted in the VPMC methd fr cmputing the reference discharge. Hwever, bth methds have the same capability in reprducing the St Venant's slutins when the attenuatin f the ruted hydrgraph is small r, in ther wrds, when the rating curve f the inflw hydrgraph is characterized by a narrw lp. Under such cnditins, the lack f cnservatin f mass by the VPMC methd may be cnsidered very small r negligible fr all practical purpses. Table 3 shws the ruting results btained using the inflw hydrgraph with the initial flw f 500 m 3 /s. When all the channel and inflw hydrgraph characteristics remain the same, except that f the initial flw in the reach, the rating curve f the inflw hydrgraph with lwer initial flw has wider lp than that f the inflw hydrgraph with higher initial flw, i.e., unsteady behaviur is mre prnunced while ruting inflw hydrgraph with lwer initial flw. The nndimensinal rating curves estimated at the inlet f the reach crrespnding t the run

7 Cmparisn f tw variable parameter Muskingum methds 135 i-5 O > ew «*> ^ a ( r^-ccr-cnrnrntnr^rn^dcr-^ ^OvcnuDOMsr-rNn-HOrHO^OrH m r n ^ O r - H O r H ^ Oi/ii/imifli/iicininmiJii/iini/iinini/i^ incn0r^0inr^ininr-r^0t^r-r^r^intnc^ninunr-jr"-inr-'0;n LI > N l^^cc^û\û^cnn^ln^l v )^r <^!N(^)^nn(^)!Nl v l^v)hhr^ lnn-^^.:^^: ^ffl^ntn^^cohinhcn^dnltirl'i'q'cccracnccncci^c'- Kl i i > I CS *> I W - I r-^ct^vr^vrcrvrno^--c* O r O O C N O N O N O C n O C O O T O ^ O O O C N O O O r - i O O O O O O O O O O J O t N O r H O r - l O O O O O O O O O O O O O O O O O O O O O O C ^fsw^f^jt^jt^l^nh^^vhnad\ûclnl/îm^mcn^cl '!v vvût^trinvvolnr^ccc^c^cri^r^r^in^ccr^^^c^ 0 I 10 I D I IJ I _ 0 I w i/iini/ii/iini/iwi/iini/unlii/iininl'i^.? li^\ l^cu^c3^n^lj^r^n^'cinln^^nfnln^^nh^^r^;^'r^^^^':! 0 r> r^r^rnrnr^ i^orh^^rn^crn^^rs)ncricr--corhr^c>cc^ II w 4) i) al 01 u J > ««U «w ~-, a IN i-i r /; O O OCO O C\' O rs c c r- c^ T LO L", VO v *s0 c \ cri en ON cr> 0"> cr> M M M M M M M M M M M M O O O O O O O O O O O H Mm M M Min M M m M M m M M M O M ^ Mm M in M cn M Mr- M m M cn M m M M m ' U -U U U W CO -CO 0 -CO -CO -CO un M r-- in VO in m (N m rs r-i rh (N!N. r-1 rs fn O ( en m c VU rs r- cncr>cr>ccr*cr> CTiCJ> C^ O OCT> O -a O C) +J 0) u u u u u u u u u u Ï Ï Ï Ï Ï Ï Ï Ï Ï X Ï Ï Ï X ) > > > > > > > - s: 3 a, > u u u u H Ï O. Ï 1 X C Ï > > > > > pi M C m c a) > 4-> W C l 0! ri 1 P 1 D 1 H c c H c 3 «0 Z

8 136 M. Perumal O >!» W «* a U M Jd 0( O ^ O O r * 0 ( N O ^ r O P * O C O O l / 1 0 l / 1 0 r - i O > - H O r H O ^ H O r H O r - ^ O - H O r H O i H O r H O O O O O O O O O O O O O O O O O O O O O O O O ] i i : i [ i i i i i : ; i n c n i / i n ^ i / i n H N T j - M n c K i ^ N c ^ O v i c ^ Lfl'<fTr'J, rccc, ii<nc\ai^(ri(7\cnffioo^cr>cn^cn c\ci^^a>^(t>ci(^ai^cacha»!^\cncric\mai\ai ^CTiO\l7i(7iO\(J\Ol(^(^a»C\CTl(^0>(TiG\CiOO(TiCiOO>0(T»OOOcriOO H H f-i r-4 r-i t i r I r-iw ifii/)ooooi/ii/iininininininininm^^ii/iinininin H H H r l H H H H H H r l H H H r H H H H H H H H H H H H H ^ H H H r H rh ih rh I O I > - I BS *> I W I Il I I Ifl!< O I a i O I 10 I 4) i 4J Jû m r r H O r - i O y D m ^ r - c - H O O O O O r H O r H O r H O r H O O O O O O O O O O O O O O O O O O O O O O O O! I I I I!! I fnr^nnolnr>rrhrlnr^lriccu3mr^c^a3ct\ i/iui^uicccc^\cnmjhcti\anomti0^am^it7i (J\ffi(J»^^tJ\C\0\C\^CfilIiOi^^l7iC\l?00\(riOiOOOCftOOO^OO 0\cri^^aN0^CTi<^c7ic^c^a\CTic^iT\a\a\cT\a>cricr\OîTiOO<r> rh ri H H H H H rh fh i i i i / i i n m i / i i n m m i / i i n i / i i n i n t / i i ^ i n u i m m r^r^c^ui^u^i^irir^r^^r^lnlnn(nuninfn!nlnr-!nof>r-tnrsj lj^ln^^ûli^l/^^^rlf r l'<j, T^^n<J <I'(NNfn(,^N(N^c^r^HN(NHHNN H H H H H H H H H H H H H H H H H H H H H H H r l H H H H H H H c^nrhrnn^inr(ncciinhr-\\dcnaii7'ct»cnaicnccncn i-3 O > c» K W ^ m n O L n - H m c r - O r - i O ' ^ r - n L n f N ^ O O O H O O O r H O O O r H O O O O O O O r H O O O O O O O O O O O O r^ailnc^cnv^fhvdorhr^^^runrn^c^xru-icudln^c LnnlnH^NyJTr^N^H^^^r^v^cu^l^^u^^rcnclC^^cna^c ccu^uncncacoca\c^ca3cnanotct>c^ct>cc(7ncnaicicn^^ i f l i / i i n m m ^ m i / i i n i n û m i n i n m ^ i n i n r^n(ni/ir^r^ncnr^^r^i/)lnlnfsolninin(nlou-)r^r-(n(n ^^lnu^^lj^^^rnn q, '3,^n^], «r(^j(nr r 1n(SNr^nHH(^)^]Hr^r^lr^l HHHrlHHHHHHriHHHHHHHHHHHrlHHHriHHrHHH a 1 î a p <u SE P C <a c c -H > -M p H P O W M C s «Z i a Oc ^ â u u u U U U 3 Ï Ï Ï Ï Ï! <T\ (N W r-l ^ cri r~ m 01 in r^ en u U u u u u u u G» S5 Ï Ï Ï S X ï ï ï ï ï ï 2 a. a «aiï;ci43î.ci.ï:cus-cuï:ciw > > > > > > > in r- c\ en

9 Cmparisn f tw variable parameter Muskingum methds 137 number 1 f Tables 2 and 3 are shwn in Fig. 2 which demnstrates the varying unsteady flw aspects due t the variatin f initial flw nly in the reach. The stage values were rendered nndimensinal using the maximum stage f the crrespnding inflw hydrgraph in the given channel. The ruting results crrespnding t the inflw hydrgraph with higher initial flw as presented in Table 3 shw that bth methds have the same capability in reprducing the St Venant slutin in all its aspects. All the deficiencies f the VPMC methd bserved while ruting the inflw hydrgraph, with lwer initial flw value f 100 m 3 /s, disappear in this case. 0.2 I I I I I I I I I « « DISCHARGE (»V 1 ) Fig. 2 Rating curves f the inflw hydrgraphs with different initial flws. All the successful runs using the VPMC methd indicate that its cmputatinal efficiency is better than that f the crrespnding runs f the MM methd, specifically when the number f sub-reaches increases fr ruting in a given length f reach. Hwever, the slutins btained fr 8 and 40 sub-reaches f the given 40 km reach are very clse, implying negligible imprvement in the ruted slutin when the number f sub-reaches increases beynd a certain limit. This suggests that the use f the MM methd is cmputatinally nly slightly less efficient than the VPMC methd. Frm the cnsideratin f cmputatinal efficiency, ne may prefer the use f VPMC methd prvided the magnitude f ERVOL is within certain acceptable limits. Hwever, the decisin n such a limit is subjective. T avid this subjectivity, ne may use the MM methd fr ruting in channels f natural basins irrespective f the attenuatin f peak flw. The VPMC methd may be used fr ruting in urban strm drains, wherein the attenuatin f the hydrgraph is negligibly small.

10 138 M. Perumal CONCLUSIONS The results f the present study indicate that the MM methd is slightly better than the VPMC methd in reprducing the peak flw characteristics, when the inflw hydrgraph subjected t larger attenuatin is ruted. While ruting such inflw hydrgraphs, the VPMC methd als des nt cnserve mass and this tendency increases with the grwth f the number f sub-reaches used fr ruting in a given reach. Ruting using the Multilinear Muskingum (MM) methd is free f this deficiency due t the use f the cnvlutin apprach in arriving at the slutin. But the MM methd is cmputatinally slightly less efficient than the VPMC methd and this shrtcming is prnunced when the number f sub-reaches increases. Frtunately, very few sub-reaches are sufficient fr ruting in a given reach using the MM methd in rder t get a slutin clse t the bserved ne. T avid subjectivity n the decisin regarding the acceptable errr in the cnservatin f mass while ruting using VPMC methd, it is recmmended that the MM methd be adpted fr ruting in natural channels and the VPMC methd fr ruting in urban strm drains, wherein the attenuatin is small. REFERENCES Dge, J. C. I., Strupczewski, W. G. & Napirkwski, J. J. (1982) Hydrdynamic derivatin f Strage parameters f the Muskingum mdel. J. Hydrl. 54, Kussis, A. D. & Osbrne, B. J. (1986) A nte n nnlinear strage ruting. Wat. Resur. Res. 22 (13), Kundzewicz, Z. W. (1984) Multilinear fld ruting. Acta Gephys. Pl. 32(4), Kundzewicz, Z. W. (1986) Physically based hydrlgical fld ruting methds, Hydrl. Sci. J. 31(2), Nash, J. E. & Sutcliffe, J. V. (1970) River flw frecasting thrugh cnceptual mdels part I-a discussin f principles, J. Hydrl. 10, Overtn, D. E. (1970) Rute r cnvlute? Wat. Resur. Res. 6(1), Perumal, M. (1992) Multilinear Muskingum fld ruting methd. J. Hydrl. 133, Pnce, V. M. (1983) Accuracy f physically based cefficient methds f fld ruting. Tech. Reprt SDSU Civil Engineering Series N , San Dieg State University, San Dieg, Califrnia, USA. Pnce, V. M., & Yevjevich, V. (1978) Muskingum-Cunge methd with variable parameters. /. Hydraul. Div. ASCE, 104(12),

Computational modeling techniques

Computational modeling techniques Cmputatinal mdeling techniques Lecture 4: Mdel checing fr ODE mdels In Petre Department f IT, Åb Aademi http://www.users.ab.fi/ipetre/cmpmd/ Cntent Stichimetric matrix Calculating the mass cnservatin relatins

More information

EXPERIMENTAL STUDY ON DISCHARGE COEFFICIENT OF OUTFLOW OPENING FOR PREDICTING CROSS-VENTILATION FLOW RATE

EXPERIMENTAL STUDY ON DISCHARGE COEFFICIENT OF OUTFLOW OPENING FOR PREDICTING CROSS-VENTILATION FLOW RATE EXPERIMENTAL STUD ON DISCHARGE COEFFICIENT OF OUTFLOW OPENING FOR PREDICTING CROSS-VENTILATION FLOW RATE Tmnbu Gt, Masaaki Ohba, Takashi Kurabuchi 2, Tmyuki End 3, shihik Akamine 4, and Tshihir Nnaka 2

More information

, which yields. where z1. and z2

, which yields. where z1. and z2 The Gaussian r Nrmal PDF, Page 1 The Gaussian r Nrmal Prbability Density Functin Authr: Jhn M Cimbala, Penn State University Latest revisin: 11 September 13 The Gaussian r Nrmal Prbability Density Functin

More information

Bootstrap Method > # Purpose: understand how bootstrap method works > obs=c(11.96, 5.03, 67.40, 16.07, 31.50, 7.73, 11.10, 22.38) > n=length(obs) >

Bootstrap Method > # Purpose: understand how bootstrap method works > obs=c(11.96, 5.03, 67.40, 16.07, 31.50, 7.73, 11.10, 22.38) > n=length(obs) > Btstrap Methd > # Purpse: understand hw btstrap methd wrks > bs=c(11.96, 5.03, 67.40, 16.07, 31.50, 7.73, 11.10, 22.38) > n=length(bs) > mean(bs) [1] 21.64625 > # estimate f lambda > lambda = 1/mean(bs);

More information

SOLUTION OF THREE-CONSTRAINT ENTROPY-BASED VELOCITY DISTRIBUTION

SOLUTION OF THREE-CONSTRAINT ENTROPY-BASED VELOCITY DISTRIBUTION SOLUTION OF THREECONSTRAINT ENTROPYBASED VELOCITY DISTRIBUTION By D. E. Barbe,' J. F. Cruise, 2 and V. P. Singh, 3 Members, ASCE ABSTRACT: A twdimensinal velcity prfile based upn the principle f maximum

More information

Analysis of Curved Bridges Crossing Fault Rupture Zones

Analysis of Curved Bridges Crossing Fault Rupture Zones Analysis f Curved Bridges Crssing Fault Rupture Znes R.K.Gel, B.Qu & O.Rdriguez Dept. f Civil and Envirnmental Engineering, Califrnia Plytechnic State University, San Luis Obisp, CA 93407, USA SUMMARY:

More information

3. Design of Channels General Definition of some terms CHAPTER THREE

3. Design of Channels General Definition of some terms CHAPTER THREE CHAPTER THREE. Design f Channels.. General The success f the irrigatin system depends n the design f the netwrk f canals. The canals may be excavated thrugh the difference types f sils such as alluvial

More information

COASTAL ENGINEERING Chapter 2

COASTAL ENGINEERING Chapter 2 CASTAL ENGINEERING Chapter 2 GENERALIZED WAVE DIFFRACTIN DIAGRAMS J. W. Jhnsn Assciate Prfessr f Mechanical Engineering University f Califrnia Berkeley, Califrnia INTRDUCTIN Wave diffractin is the phenmenn

More information

Modelling of Clock Behaviour. Don Percival. Applied Physics Laboratory University of Washington Seattle, Washington, USA

Modelling of Clock Behaviour. Don Percival. Applied Physics Laboratory University of Washington Seattle, Washington, USA Mdelling f Clck Behaviur Dn Percival Applied Physics Labratry University f Washingtn Seattle, Washingtn, USA verheads and paper fr talk available at http://faculty.washingtn.edu/dbp/talks.html 1 Overview

More information

Study Group Report: Plate-fin Heat Exchangers: AEA Technology

Study Group Report: Plate-fin Heat Exchangers: AEA Technology Study Grup Reprt: Plate-fin Heat Exchangers: AEA Technlgy The prblem under study cncerned the apparent discrepancy between a series f experiments using a plate fin heat exchanger and the classical thery

More information

1 The limitations of Hartree Fock approximation

1 The limitations of Hartree Fock approximation Chapter: Pst-Hartree Fck Methds - I The limitatins f Hartree Fck apprximatin The n electrn single determinant Hartree Fck wave functin is the variatinal best amng all pssible n electrn single determinants

More information

Pressure And Entropy Variations Across The Weak Shock Wave Due To Viscosity Effects

Pressure And Entropy Variations Across The Weak Shock Wave Due To Viscosity Effects Pressure And Entrpy Variatins Acrss The Weak Shck Wave Due T Viscsity Effects OSTAFA A. A. AHOUD Department f athematics Faculty f Science Benha University 13518 Benha EGYPT Abstract:-The nnlinear differential

More information

Particle Size Distributions from SANS Data Using the Maximum Entropy Method. By J. A. POTTON, G. J. DANIELL AND B. D. RAINFORD

Particle Size Distributions from SANS Data Using the Maximum Entropy Method. By J. A. POTTON, G. J. DANIELL AND B. D. RAINFORD 3 J. Appl. Cryst. (1988). 21,3-8 Particle Size Distributins frm SANS Data Using the Maximum Entrpy Methd By J. A. PTTN, G. J. DANIELL AND B. D. RAINFRD Physics Department, The University, Suthamptn S9

More information

On Huntsberger Type Shrinkage Estimator for the Mean of Normal Distribution ABSTRACT INTRODUCTION

On Huntsberger Type Shrinkage Estimator for the Mean of Normal Distribution ABSTRACT INTRODUCTION Malaysian Jurnal f Mathematical Sciences 4(): 7-4 () On Huntsberger Type Shrinkage Estimatr fr the Mean f Nrmal Distributin Department f Mathematical and Physical Sciences, University f Nizwa, Sultanate

More information

Numerical Simulation of the Thermal Resposne Test Within the Comsol Multiphysics Environment

Numerical Simulation of the Thermal Resposne Test Within the Comsol Multiphysics Environment Presented at the COMSOL Cnference 2008 Hannver University f Parma Department f Industrial Engineering Numerical Simulatin f the Thermal Respsne Test Within the Cmsl Multiphysics Envirnment Authr : C. Crradi,

More information

Optimization Programming Problems For Control And Management Of Bacterial Disease With Two Stage Growth/Spread Among Plants

Optimization Programming Problems For Control And Management Of Bacterial Disease With Two Stage Growth/Spread Among Plants Internatinal Jurnal f Engineering Science Inventin ISSN (Online): 9 67, ISSN (Print): 9 676 www.ijesi.rg Vlume 5 Issue 8 ugust 06 PP.0-07 Optimizatin Prgramming Prblems Fr Cntrl nd Management Of Bacterial

More information

CAUSAL INFERENCE. Technical Track Session I. Phillippe Leite. The World Bank

CAUSAL INFERENCE. Technical Track Session I. Phillippe Leite. The World Bank CAUSAL INFERENCE Technical Track Sessin I Phillippe Leite The Wrld Bank These slides were develped by Christel Vermeersch and mdified by Phillippe Leite fr the purpse f this wrkshp Plicy questins are causal

More information

Effects of piezo-viscous dependency on squeeze film between circular plates: Couple Stress fluid model

Effects of piezo-viscous dependency on squeeze film between circular plates: Couple Stress fluid model Turkish Jurnal f Science & Technlgy Vlume 9(1), 97-103, 014 Effects f piez-viscus dependency n squeeze film between circular plates: Cuple Stress fluid mdel Abstract U. P. SINGH Ansal Technical Campus,

More information

37 Maxwell s Equations

37 Maxwell s Equations 37 Maxwell s quatins In this chapter, the plan is t summarize much f what we knw abut electricity and magnetism in a manner similar t the way in which James Clerk Maxwell summarized what was knwn abut

More information

NGSS High School Physics Domain Model

NGSS High School Physics Domain Model NGSS High Schl Physics Dmain Mdel Mtin and Stability: Frces and Interactins HS-PS2-1: Students will be able t analyze data t supprt the claim that Newtn s secnd law f mtin describes the mathematical relatinship

More information

THERMAL TEST LEVELS & DURATIONS

THERMAL TEST LEVELS & DURATIONS PREFERRED RELIABILITY PAGE 1 OF 7 PRACTICES PRACTICE NO. PT-TE-144 Practice: 1 Perfrm thermal dwell test n prtflight hardware ver the temperature range f +75 C/-2 C (applied at the thermal cntrl/munting

More information

Lead/Lag Compensator Frequency Domain Properties and Design Methods

Lead/Lag Compensator Frequency Domain Properties and Design Methods Lectures 6 and 7 Lead/Lag Cmpensatr Frequency Dmain Prperties and Design Methds Definitin Cnsider the cmpensatr (ie cntrller Fr, it is called a lag cmpensatr s K Fr s, it is called a lead cmpensatr Ntatin

More information

22.54 Neutron Interactions and Applications (Spring 2004) Chapter 11 (3/11/04) Neutron Diffusion

22.54 Neutron Interactions and Applications (Spring 2004) Chapter 11 (3/11/04) Neutron Diffusion .54 Neutrn Interactins and Applicatins (Spring 004) Chapter (3//04) Neutrn Diffusin References -- J. R. Lamarsh, Intrductin t Nuclear Reactr Thery (Addisn-Wesley, Reading, 966) T study neutrn diffusin

More information

APPLICATION OF THE BRATSETH SCHEME FOR HIGH LATITUDE INTERMITTENT DATA ASSIMILATION USING THE PSU/NCAR MM5 MESOSCALE MODEL

APPLICATION OF THE BRATSETH SCHEME FOR HIGH LATITUDE INTERMITTENT DATA ASSIMILATION USING THE PSU/NCAR MM5 MESOSCALE MODEL JP2.11 APPLICATION OF THE BRATSETH SCHEME FOR HIGH LATITUDE INTERMITTENT DATA ASSIMILATION USING THE PSU/NCAR MM5 MESOSCALE MODEL Xingang Fan * and Jeffrey S. Tilley University f Alaska Fairbanks, Fairbanks,

More information

Modeling the Nonlinear Rheological Behavior of Materials with a Hyper-Exponential Type Function

Modeling the Nonlinear Rheological Behavior of Materials with a Hyper-Exponential Type Function www.ccsenet.rg/mer Mechanical Engineering Research Vl. 1, N. 1; December 011 Mdeling the Nnlinear Rhelgical Behavir f Materials with a Hyper-Expnential Type Functin Marc Delphin Mnsia Département de Physique,

More information

Some problems with the Muskingum method

Some problems with the Muskingum method Hydrlgical Sciences - Jurnal- des Sciences Hydrlgiques, 32, 4,12/1987 Sme prblems with the Muskingum methd INTRODUCTION LUO BOKUN Bureau f Hydrlgy, Yangtze Valley Planning Office, Wuhan, Peple's Republic

More information

FIELD QUALITY IN ACCELERATOR MAGNETS

FIELD QUALITY IN ACCELERATOR MAGNETS FIELD QUALITY IN ACCELERATOR MAGNETS S. Russenschuck CERN, 1211 Geneva 23, Switzerland Abstract The field quality in the supercnducting magnets is expressed in terms f the cefficients f the Furier series

More information

Technical Bulletin. Generation Interconnection Procedures. Revisions to Cluster 4, Phase 1 Study Methodology

Technical Bulletin. Generation Interconnection Procedures. Revisions to Cluster 4, Phase 1 Study Methodology Technical Bulletin Generatin Intercnnectin Prcedures Revisins t Cluster 4, Phase 1 Study Methdlgy Release Date: Octber 20, 2011 (Finalizatin f the Draft Technical Bulletin released n September 19, 2011)

More information

3. Mass Transfer with Chemical Reaction

3. Mass Transfer with Chemical Reaction 8 3. Mass Transfer with Chemical Reactin 3. Mass Transfer with Chemical Reactin In the fllwing, the fundamentals f desrptin with chemical reactin, which are applied t the prblem f CO 2 desrptin in ME distillers,

More information

A mathematical model for complete stress-strain curve prediction of permeable concrete

A mathematical model for complete stress-strain curve prediction of permeable concrete A mathematical mdel fr cmplete stress-strain curve predictin f permeable cncrete M. K. Hussin Y. Zhuge F. Bullen W. P. Lkuge Faculty f Engineering and Surveying, University f Suthern Queensland, Twmba,

More information

3D FE Modeling Simulation of Cold Rotary Forging with Double Symmetry Rolls X. H. Han 1, a, L. Hua 1, b, Y. M. Zhao 1, c

3D FE Modeling Simulation of Cold Rotary Forging with Double Symmetry Rolls X. H. Han 1, a, L. Hua 1, b, Y. M. Zhao 1, c Materials Science Frum Online: 2009-08-31 ISSN: 1662-9752, Vls. 628-629, pp 623-628 di:10.4028/www.scientific.net/msf.628-629.623 2009 Trans Tech Publicatins, Switzerland 3D FE Mdeling Simulatin f Cld

More information

3.4 Shrinkage Methods Prostate Cancer Data Example (Continued) Ridge Regression

3.4 Shrinkage Methods Prostate Cancer Data Example (Continued) Ridge Regression 3.3.4 Prstate Cancer Data Example (Cntinued) 3.4 Shrinkage Methds 61 Table 3.3 shws the cefficients frm a number f different selectin and shrinkage methds. They are best-subset selectin using an all-subsets

More information

Equilibrium of Stress

Equilibrium of Stress Equilibrium f Stress Cnsider tw perpendicular planes passing thrugh a pint p. The stress cmpnents acting n these planes are as shwn in ig. 3.4.1a. These stresses are usuall shwn tgether acting n a small

More information

Drought damaged area

Drought damaged area ESTIMATE OF THE AMOUNT OF GRAVEL CO~TENT IN THE SOIL BY A I R B O'RN EMS S D A T A Y. GOMI, H. YAMAMOTO, AND S. SATO ASIA AIR SURVEY CO., l d. KANAGAWA,JAPAN S.ISHIGURO HOKKAIDO TOKACHI UBPREFECTRAl OffICE

More information

Figure 1a. A planar mechanism.

Figure 1a. A planar mechanism. ME 5 - Machine Design I Fall Semester 0 Name f Student Lab Sectin Number EXAM. OPEN BOOK AND CLOSED NOTES. Mnday, September rd, 0 Write n ne side nly f the paper prvided fr yur slutins. Where necessary,

More information

Compressibility Effects

Compressibility Effects Definitin f Cmpressibility All real substances are cmpressible t sme greater r lesser extent; that is, when yu squeeze r press n them, their density will change The amunt by which a substance can be cmpressed

More information

NUROP CONGRESS PAPER CHINESE PINYIN TO CHINESE CHARACTER CONVERSION

NUROP CONGRESS PAPER CHINESE PINYIN TO CHINESE CHARACTER CONVERSION NUROP Chinese Pinyin T Chinese Character Cnversin NUROP CONGRESS PAPER CHINESE PINYIN TO CHINESE CHARACTER CONVERSION CHIA LI SHI 1 AND LUA KIM TENG 2 Schl f Cmputing, Natinal University f Singapre 3 Science

More information

Materials Engineering 272-C Fall 2001, Lecture 7 & 8 Fundamentals of Diffusion

Materials Engineering 272-C Fall 2001, Lecture 7 & 8 Fundamentals of Diffusion Materials Engineering 272-C Fall 2001, Lecture 7 & 8 Fundamentals f Diffusin Diffusin: Transprt in a slid, liquid, r gas driven by a cncentratin gradient (r, in the case f mass transprt, a chemical ptential

More information

ChE 471: LECTURE 4 Fall 2003

ChE 471: LECTURE 4 Fall 2003 ChE 47: LECTURE 4 Fall 003 IDEL RECTORS One f the key gals f chemical reactin engineering is t quantify the relatinship between prductin rate, reactr size, reactin kinetics and selected perating cnditins.

More information

PSU GISPOPSCI June 2011 Ordinary Least Squares & Spatial Linear Regression in GeoDa

PSU GISPOPSCI June 2011 Ordinary Least Squares & Spatial Linear Regression in GeoDa There are tw parts t this lab. The first is intended t demnstrate hw t request and interpret the spatial diagnstics f a standard OLS regressin mdel using GeDa. The diagnstics prvide infrmatin abut the

More information

Admissibility Conditions and Asymptotic Behavior of Strongly Regular Graphs

Admissibility Conditions and Asymptotic Behavior of Strongly Regular Graphs Admissibility Cnditins and Asympttic Behavir f Strngly Regular Graphs VASCO MOÇO MANO Department f Mathematics University f Prt Oprt PORTUGAL vascmcman@gmailcm LUÍS ANTÓNIO DE ALMEIDA VIEIRA Department

More information

7.0 Heat Transfer in an External Laminar Boundary Layer

7.0 Heat Transfer in an External Laminar Boundary Layer 7.0 Heat ransfer in an Eternal Laminar Bundary Layer 7. Intrductin In this chapter, we will assume: ) hat the fluid prperties are cnstant and unaffected by temperature variatins. ) he thermal & mmentum

More information

Chapter 4. Unsteady State Conduction

Chapter 4. Unsteady State Conduction Chapter 4 Unsteady State Cnductin Chapter 5 Steady State Cnductin Chee 318 1 4-1 Intrductin ransient Cnductin Many heat transfer prblems are time dependent Changes in perating cnditins in a system cause

More information

Revision: August 19, E Main Suite D Pullman, WA (509) Voice and Fax

Revision: August 19, E Main Suite D Pullman, WA (509) Voice and Fax .7.4: Direct frequency dmain circuit analysis Revisin: August 9, 00 5 E Main Suite D Pullman, WA 9963 (509) 334 6306 ice and Fax Overview n chapter.7., we determined the steadystate respnse f electrical

More information

Modelling of NOLM Demultiplexers Employing Optical Soliton Control Pulse

Modelling of NOLM Demultiplexers Employing Optical Soliton Control Pulse Micwave and Optical Technlgy Letters, Vl. 1, N. 3, 1999. pp. 05-08 Mdelling f NOLM Demultiplexers Emplying Optical Slitn Cntrl Pulse Z. Ghassemly, C. Y. Cheung & A. K. Ray Electrnics Research Grup, Schl

More information

The blessing of dimensionality for kernel methods

The blessing of dimensionality for kernel methods fr kernel methds Building classifiers in high dimensinal space Pierre Dupnt Pierre.Dupnt@ucluvain.be Classifiers define decisin surfaces in sme feature space where the data is either initially represented

More information

Aircraft Performance - Drag

Aircraft Performance - Drag Aircraft Perfrmance - Drag Classificatin f Drag Ntes: Drag Frce and Drag Cefficient Drag is the enemy f flight and its cst. One f the primary functins f aerdynamicists and aircraft designers is t reduce

More information

ANALYTICAL MODEL FOR PREDICTING STRESS-STRAIN BEHAVIOUR OF BACTERIAL CONCRETE

ANALYTICAL MODEL FOR PREDICTING STRESS-STRAIN BEHAVIOUR OF BACTERIAL CONCRETE Internatinal Jurnal f Civil Engineering and Technlgy (IJCIET) Vlume 9, Issue 11, Nvember 018, pp. 383 393, Article ID: IJCIET_09_11_38 Available nline at http://www.iaeme.cm/ijciet/issues.asp?jtype=ijciet&vtype=9&itype=11

More information

1996 Engineering Systems Design and Analysis Conference, Montpellier, France, July 1-4, 1996, Vol. 7, pp

1996 Engineering Systems Design and Analysis Conference, Montpellier, France, July 1-4, 1996, Vol. 7, pp THE POWER AND LIMIT OF NEURAL NETWORKS T. Y. Lin Department f Mathematics and Cmputer Science San Jse State University San Jse, Califrnia 959-003 tylin@cs.ssu.edu and Bereley Initiative in Sft Cmputing*

More information

CHAPTER 3 INEQUALITIES. Copyright -The Institute of Chartered Accountants of India

CHAPTER 3 INEQUALITIES. Copyright -The Institute of Chartered Accountants of India CHAPTER 3 INEQUALITIES Cpyright -The Institute f Chartered Accuntants f India INEQUALITIES LEARNING OBJECTIVES One f the widely used decisin making prblems, nwadays, is t decide n the ptimal mix f scarce

More information

CHAPTER 4 DIAGNOSTICS FOR INFLUENTIAL OBSERVATIONS

CHAPTER 4 DIAGNOSTICS FOR INFLUENTIAL OBSERVATIONS CHAPTER 4 DIAGNOSTICS FOR INFLUENTIAL OBSERVATIONS 1 Influential bservatins are bservatins whse presence in the data can have a distrting effect n the parameter estimates and pssibly the entire analysis,

More information

Module 4: General Formulation of Electric Circuit Theory

Module 4: General Formulation of Electric Circuit Theory Mdule 4: General Frmulatin f Electric Circuit Thery 4. General Frmulatin f Electric Circuit Thery All electrmagnetic phenmena are described at a fundamental level by Maxwell's equatins and the assciated

More information

Kinetic Model Completeness

Kinetic Model Completeness 5.68J/10.652J Spring 2003 Lecture Ntes Tuesday April 15, 2003 Kinetic Mdel Cmpleteness We say a chemical kinetic mdel is cmplete fr a particular reactin cnditin when it cntains all the species and reactins

More information

SUPPLEMENTARY MATERIAL GaGa: a simple and flexible hierarchical model for microarray data analysis

SUPPLEMENTARY MATERIAL GaGa: a simple and flexible hierarchical model for microarray data analysis SUPPLEMENTARY MATERIAL GaGa: a simple and flexible hierarchical mdel fr micrarray data analysis David Rssell Department f Bistatistics M.D. Andersn Cancer Center, Hustn, TX 77030, USA rsselldavid@gmail.cm

More information

Thermodynamics and Equilibrium

Thermodynamics and Equilibrium Thermdynamics and Equilibrium Thermdynamics Thermdynamics is the study f the relatinship between heat and ther frms f energy in a chemical r physical prcess. We intrduced the thermdynamic prperty f enthalpy,

More information

ECE 2100 Circuit Analysis

ECE 2100 Circuit Analysis ECE 2100 Circuit Analysis Lessn 25 Chapter 9 & App B: Passive circuit elements in the phasr representatin Daniel M. Litynski, Ph.D. http://hmepages.wmich.edu/~dlitynsk/ ECE 2100 Circuit Analysis Lessn

More information

OF SIMPLY SUPPORTED PLYWOOD PLATES UNDER COMBINED EDGEWISE BENDING AND COMPRESSION

OF SIMPLY SUPPORTED PLYWOOD PLATES UNDER COMBINED EDGEWISE BENDING AND COMPRESSION U. S. FOREST SERVICE RESEARCH PAPER FPL 50 DECEMBER U. S. DEPARTMENT OF AGRICULTURE FOREST SERVICE FOREST PRODUCTS LABORATORY OF SIMPLY SUPPORTED PLYWOOD PLATES UNDER COMBINED EDGEWISE BENDING AND COMPRESSION

More information

A PLETHORA OF MULTI-PULSED SOLUTIONS FOR A BOUSSINESQ SYSTEM. Department of Mathematics, Penn State University University Park, PA16802, USA.

A PLETHORA OF MULTI-PULSED SOLUTIONS FOR A BOUSSINESQ SYSTEM. Department of Mathematics, Penn State University University Park, PA16802, USA. A PLETHORA OF MULTI-PULSED SOLUTIONS FOR A BOUSSINESQ SYSTEM MIN CHEN Department f Mathematics, Penn State University University Park, PA68, USA. Abstract. This paper studies traveling-wave slutins f the

More information

1. Transformer A transformer is used to obtain the approximate output voltage of the power supply. The output of the transformer is still AC.

1. Transformer A transformer is used to obtain the approximate output voltage of the power supply. The output of the transformer is still AC. PHYSIS 536 Experiment 4: D Pwer Supply I. Intrductin The prcess f changing A t D is investigated in this experiment. An integrated circuit regulatr makes it easy t cnstruct a high-perfrmance vltage surce

More information

Physics 2010 Motion with Constant Acceleration Experiment 1

Physics 2010 Motion with Constant Acceleration Experiment 1 . Physics 00 Mtin with Cnstant Acceleratin Experiment In this lab, we will study the mtin f a glider as it accelerates dwnhill n a tilted air track. The glider is supprted ver the air track by a cushin

More information

Perfrmance f Sensitizing Rules n Shewhart Cntrl Charts with Autcrrelated Data Key Wrds: Autregressive, Mving Average, Runs Tests, Shewhart Cntrl Chart

Perfrmance f Sensitizing Rules n Shewhart Cntrl Charts with Autcrrelated Data Key Wrds: Autregressive, Mving Average, Runs Tests, Shewhart Cntrl Chart Perfrmance f Sensitizing Rules n Shewhart Cntrl Charts with Autcrrelated Data Sandy D. Balkin Dennis K. J. Lin y Pennsylvania State University, University Park, PA 16802 Sandy Balkin is a graduate student

More information

Dead-beat controller design

Dead-beat controller design J. Hetthéssy, A. Barta, R. Bars: Dead beat cntrller design Nvember, 4 Dead-beat cntrller design In sampled data cntrl systems the cntrller is realised by an intelligent device, typically by a PLC (Prgrammable

More information

Electric Current and Resistance

Electric Current and Resistance Electric Current and Resistance Electric Current Electric current is the rate f flw f charge thrugh sme regin f space The SI unit f current is the ampere (A) 1 A = 1 C / s The symbl fr electric current

More information

ENGI 4430 Parametric Vector Functions Page 2-01

ENGI 4430 Parametric Vector Functions Page 2-01 ENGI 4430 Parametric Vectr Functins Page -01. Parametric Vectr Functins (cntinued) Any nn-zer vectr r can be decmpsed int its magnitude r and its directin: r rrˆ, where r r 0 Tangent Vectr: dx dy dz dr

More information

and the Doppler frequency rate f R , can be related to the coefficients of this polynomial. The relationships are:

and the Doppler frequency rate f R , can be related to the coefficients of this polynomial. The relationships are: Algrithm fr Estimating R and R - (David Sandwell, SIO, August 4, 2006) Azimith cmpressin invlves the alignment f successive eches t be fcused n a pint target Let s be the slw time alng the satellite track

More information

Thermodynamics Partial Outline of Topics

Thermodynamics Partial Outline of Topics Thermdynamics Partial Outline f Tpics I. The secnd law f thermdynamics addresses the issue f spntaneity and invlves a functin called entrpy (S): If a prcess is spntaneus, then Suniverse > 0 (2 nd Law!)

More information

Computational modeling techniques

Computational modeling techniques Cmputatinal mdeling techniques Lecture 2: Mdeling change. In Petre Department f IT, Åb Akademi http://users.ab.fi/ipetre/cmpmd/ Cntent f the lecture Basic paradigm f mdeling change Examples Linear dynamical

More information

Least Squares Optimal Filtering with Multirate Observations

Least Squares Optimal Filtering with Multirate Observations Prc. 36th Asilmar Cnf. n Signals, Systems, and Cmputers, Pacific Grve, CA, Nvember 2002 Least Squares Optimal Filtering with Multirate Observatins Charles W. herrien and Anthny H. Hawes Department f Electrical

More information

ELECTRON CYCLOTRON HEATING OF AN ANISOTROPIC PLASMA. December 4, PLP No. 322

ELECTRON CYCLOTRON HEATING OF AN ANISOTROPIC PLASMA. December 4, PLP No. 322 ELECTRON CYCLOTRON HEATING OF AN ANISOTROPIC PLASMA by J. C. SPROTT December 4, 1969 PLP N. 3 These PLP Reprts are infrmal and preliminary and as such may cntain errrs nt yet eliminated. They are fr private

More information

Surface and Contact Stress

Surface and Contact Stress Surface and Cntact Stress The cncept f the frce is fundamental t mechanics and many imprtant prblems can be cast in terms f frces nly, fr example the prblems cnsidered in Chapter. Hwever, mre sphisticated

More information

^YawataR&D Laboratory, Nippon Steel Corporation, Tobata, Kitakyushu, Japan

^YawataR&D Laboratory, Nippon Steel Corporation, Tobata, Kitakyushu, Japan Detectin f fatigue crack initiatin frm a ntch under a randm lad C. Makabe," S. Nishida^C. Urashima,' H. Kaneshir* "Department f Mechanical Systems Engineering, University f the Ryukyus, Nishihara, kinawa,

More information

CHAPTER 24: INFERENCE IN REGRESSION. Chapter 24: Make inferences about the population from which the sample data came.

CHAPTER 24: INFERENCE IN REGRESSION. Chapter 24: Make inferences about the population from which the sample data came. MATH 1342 Ch. 24 April 25 and 27, 2013 Page 1 f 5 CHAPTER 24: INFERENCE IN REGRESSION Chapters 4 and 5: Relatinships between tw quantitative variables. Be able t Make a graph (scatterplt) Summarize the

More information

NUMERICAL SIMULATION OF CHLORIDE DIFFUSION IN REINFORCED CONCRETE STRUCTURES WITH CRACKS

NUMERICAL SIMULATION OF CHLORIDE DIFFUSION IN REINFORCED CONCRETE STRUCTURES WITH CRACKS VIII Internatinal Cnference n Fracture Mechanics f Cnete and Cnete Structures FraMCS-8 J.G.M. Van Mier, G. Ruiz, C. Andrade, R.C. Yu and X.X. Zhang (Eds) NUMERICAL SIMULATION OF CHLORIDE DIFFUSION IN REINFORCED

More information

February 28, 2013 COMMENTS ON DIFFUSION, DIFFUSIVITY AND DERIVATION OF HYPERBOLIC EQUATIONS DESCRIBING THE DIFFUSION PHENOMENA

February 28, 2013 COMMENTS ON DIFFUSION, DIFFUSIVITY AND DERIVATION OF HYPERBOLIC EQUATIONS DESCRIBING THE DIFFUSION PHENOMENA February 28, 2013 COMMENTS ON DIFFUSION, DIFFUSIVITY AND DERIVATION OF HYPERBOLIC EQUATIONS DESCRIBING THE DIFFUSION PHENOMENA Mental Experiment regarding 1D randm walk Cnsider a cntainer f gas in thermal

More information

Advanced Heat and Mass Transfer by Amir Faghri, Yuwen Zhang, and John R. Howell

Advanced Heat and Mass Transfer by Amir Faghri, Yuwen Zhang, and John R. Howell 6.5 Natural Cnvectin in Enclsures Enclsures are finite spaces bunded by walls and filled with fluid. Natural cnvectin in enclsures, als knwn as internal cnvectin, takes place in rms and buildings, furnaces,

More information

LCAO APPROXIMATIONS OF ORGANIC Pi MO SYSTEMS The allyl system (cation, anion or radical).

LCAO APPROXIMATIONS OF ORGANIC Pi MO SYSTEMS The allyl system (cation, anion or radical). Principles f Organic Chemistry lecture 5, page LCAO APPROIMATIONS OF ORGANIC Pi MO SYSTEMS The allyl system (catin, anin r radical).. Draw mlecule and set up determinant. 2 3 0 3 C C 2 = 0 C 2 3 0 = -

More information

MODULE 1. e x + c. [You can t separate a demominator, but you can divide a single denominator into each numerator term] a + b a(a + b)+1 = a + b

MODULE 1. e x + c. [You can t separate a demominator, but you can divide a single denominator into each numerator term] a + b a(a + b)+1 = a + b . REVIEW OF SOME BASIC ALGEBRA MODULE () Slving Equatins Yu shuld be able t slve fr x: a + b = c a d + e x + c and get x = e(ba +) b(c a) d(ba +) c Cmmn mistakes and strategies:. a b + c a b + a c, but

More information

Numerical Simulation of the Flow Field in a Friction-Type Turbine (Tesla Turbine)

Numerical Simulation of the Flow Field in a Friction-Type Turbine (Tesla Turbine) Numerical Simulatin f the Flw Field in a Frictin-Type Turbine (Tesla Turbine) Institute f Thermal Pwerplants Vienna niversity f Technlgy Getreidemarkt 9/313, A-6 Wien Andrés Felipe Rey Ladin Schl f Engineering,

More information

A New Evaluation Measure. J. Joiner and L. Werner. The problems of evaluation and the needed criteria of evaluation

A New Evaluation Measure. J. Joiner and L. Werner. The problems of evaluation and the needed criteria of evaluation III-l III. A New Evaluatin Measure J. Jiner and L. Werner Abstract The prblems f evaluatin and the needed criteria f evaluatin measures in the SMART system f infrmatin retrieval are reviewed and discussed.

More information

Derailment Safety Evaluation by Analytic Equations

Derailment Safety Evaluation by Analytic Equations PAPER Derailment Safety Evaluatin by Analytic Equatins Hideyuki TAKAI General Manager, Track Technlgy Div. Hirnari MURAMATSU Assistant Senir Researcher, Track Gemetry & Maintenance, Track Technlgy Div.

More information

Physics 2B Chapter 23 Notes - Faraday s Law & Inductors Spring 2018

Physics 2B Chapter 23 Notes - Faraday s Law & Inductors Spring 2018 Michael Faraday lived in the Lndn area frm 1791 t 1867. He was 29 years ld when Hand Oersted, in 1820, accidentally discvered that electric current creates magnetic field. Thrugh empirical bservatin and

More information

(1.1) V which contains charges. If a charge density ρ, is defined as the limit of the ratio of the charge contained. 0, and if a force density f

(1.1) V which contains charges. If a charge density ρ, is defined as the limit of the ratio of the charge contained. 0, and if a force density f 1.0 Review f Electrmagnetic Field Thery Selected aspects f electrmagnetic thery are reviewed in this sectin, with emphasis n cncepts which are useful in understanding magnet design. Detailed, rigrus treatments

More information

A study of the relationship between rainfall variability and the improvement of using a distributed model

A study of the relationship between rainfall variability and the improvement of using a distributed model 188 GIS and Remte Sensing in Hydrlgy, Water Resurces and Envirnment (Prceedings f 1CGRHWE held at the Three Grges Dam, China, September 2003). IAHS Publ. 289, 2004 A study f the relatinship between rainfall

More information

Resampling Methods. Chapter 5. Chapter 5 1 / 52

Resampling Methods. Chapter 5. Chapter 5 1 / 52 Resampling Methds Chapter 5 Chapter 5 1 / 52 1 51 Validatin set apprach 2 52 Crss validatin 3 53 Btstrap Chapter 5 2 / 52 Abut Resampling An imprtant statistical tl Pretending the data as ppulatin and

More information

Fall 2013 Physics 172 Recitation 3 Momentum and Springs

Fall 2013 Physics 172 Recitation 3 Momentum and Springs Fall 03 Physics 7 Recitatin 3 Mmentum and Springs Purpse: The purpse f this recitatin is t give yu experience wrking with mmentum and the mmentum update frmula. Readings: Chapter.3-.5 Learning Objectives:.3.

More information

Examiner: Dr. Mohamed Elsharnoby Time: 180 min. Attempt all the following questions Solve the following five questions, and assume any missing data

Examiner: Dr. Mohamed Elsharnoby Time: 180 min. Attempt all the following questions Solve the following five questions, and assume any missing data Benha University Cllege f Engineering at Banha Department f Mechanical Eng. First Year Mechanical Subject : Fluid Mechanics M111 Date:4/5/016 Questins Fr Final Crrective Examinatin Examiner: Dr. Mhamed

More information

Performance Bounds for Detect and Avoid Signal Sensing

Performance Bounds for Detect and Avoid Signal Sensing Perfrmance unds fr Detect and Avid Signal Sensing Sam Reisenfeld Real-ime Infrmatin etwrks, University f echnlgy, Sydney, radway, SW 007, Australia samr@uts.edu.au Abstract Detect and Avid (DAA) is a Cgnitive

More information

Introductory Thoughts

Introductory Thoughts Flw Similarity By using the Buckingham pi therem, we have reduced the number f independent variables frm five t tw If we wish t run a series f wind-tunnel tests fr a given bdy at a given angle f attack,

More information

IN a recent article, Geary [1972] discussed the merit of taking first differences

IN a recent article, Geary [1972] discussed the merit of taking first differences The Efficiency f Taking First Differences in Regressin Analysis: A Nte J. A. TILLMAN IN a recent article, Geary [1972] discussed the merit f taking first differences t deal with the prblems that trends

More information

Differentiation Applications 1: Related Rates

Differentiation Applications 1: Related Rates Differentiatin Applicatins 1: Related Rates 151 Differentiatin Applicatins 1: Related Rates Mdel 1: Sliding Ladder 10 ladder y 10 ladder 10 ladder A 10 ft ladder is leaning against a wall when the bttm

More information

Chapter 2 GAUSS LAW Recommended Problems:

Chapter 2 GAUSS LAW Recommended Problems: Chapter GAUSS LAW Recmmended Prblems: 1,4,5,6,7,9,11,13,15,18,19,1,7,9,31,35,37,39,41,43,45,47,49,51,55,57,61,6,69. LCTRIC FLUX lectric flux is a measure f the number f electric filed lines penetrating

More information

ON-LINE PROCEDURE FOR TERMINATING AN ACCELERATED DEGRADATION TEST

ON-LINE PROCEDURE FOR TERMINATING AN ACCELERATED DEGRADATION TEST Statistica Sinica 8(1998), 207-220 ON-LINE PROCEDURE FOR TERMINATING AN ACCELERATED DEGRADATION TEST Hng-Fwu Yu and Sheng-Tsaing Tseng Natinal Taiwan University f Science and Technlgy and Natinal Tsing-Hua

More information

ECEN 4872/5827 Lecture Notes

ECEN 4872/5827 Lecture Notes ECEN 4872/5827 Lecture Ntes Lecture #5 Objectives fr lecture #5: 1. Analysis f precisin current reference 2. Appraches fr evaluating tlerances 3. Temperature Cefficients evaluatin technique 4. Fundamentals

More information

z = Geometric height (m)

z = Geometric height (m) 13 Z = Geptential height (m) = Lapse rate (6.5 K km -1 ) R = Gas cnstant fr dry air (287 Jkg -1 K) g = Acceleratin f gravity (9.8 ms -2 ) TS = Surface Temperature (K) p = Initial air pressure (Assumptin:

More information

Enhancing Performance of MLP/RBF Neural Classifiers via an Multivariate Data Distribution Scheme

Enhancing Performance of MLP/RBF Neural Classifiers via an Multivariate Data Distribution Scheme Enhancing Perfrmance f / Neural Classifiers via an Multivariate Data Distributin Scheme Halis Altun, Gökhan Gelen Nigde University, Electrical and Electrnics Engineering Department Nigde, Turkey haltun@nigde.edu.tr

More information

Making and Experimenting with Voltaic Cells. I. Basic Concepts and Definitions (some ideas discussed in class are omitted here)

Making and Experimenting with Voltaic Cells. I. Basic Concepts and Definitions (some ideas discussed in class are omitted here) Making xperimenting with Vltaic Cells I. Basic Cncepts Definitins (sme ideas discussed in class are mitted here) A. Directin f electrn flw psitiveness f electrdes. If ne electrde is mre psitive than anther,

More information

I. Analytical Potential and Field of a Uniform Rod. V E d. The definition of electric potential difference is

I. Analytical Potential and Field of a Uniform Rod. V E d. The definition of electric potential difference is Length L>>a,b,c Phys 232 Lab 4 Ch 17 Electric Ptential Difference Materials: whitebards & pens, cmputers with VPythn, pwer supply & cables, multimeter, crkbard, thumbtacks, individual prbes and jined prbes,

More information

Results of an intercomparison of models of snowmelt runoff

Results of an intercomparison of models of snowmelt runoff Mdelling Snwmelt-Induced Prcesses (Prceedings f the Budapest Sympsium, July 1986). IAHS Publ. n. 155,1986. Results f an intercmparisn f mdels f snwmelt runff WRLD METERLGICAL RGANIZATIN CP N.5, 1211 Geneva

More information

SGP - TR - 30 PROCEEDINGS FOURTH WORKSHOP GEOTHERMAL RESERVOIR ENGINEERING. Editors. December13-15, , 1978 SGP - TR - 30 CONF

SGP - TR - 30 PROCEEDINGS FOURTH WORKSHOP GEOTHERMAL RESERVOIR ENGINEERING. Editors. December13-15, , 1978 SGP - TR - 30 CONF SGP - TR - 30 SGP - TR - 30 CON-781222-26 PROCEEDINGS OURTH WORKSHOP GEOTHERMAL RESERVOIR ENGINEERING Paul Paul Krugerand and Henry.. Ramey, Ramey., r. r. Editrs December13-15, 13-15., 1978 DISTRIBUTION

More information

Application of ILIUM to the estimation of the T eff [Fe/H] pair from BP/RP

Application of ILIUM to the estimation of the T eff [Fe/H] pair from BP/RP Applicatin f ILIUM t the estimatin f the T eff [Fe/H] pair frm BP/RP prepared by: apprved by: reference: issue: 1 revisin: 1 date: 2009-02-10 status: Issued Cryn A.L. Bailer-Jnes Max Planck Institute fr

More information