Rotational Components of Strong-motion Earthquakes

Size: px
Start display at page:

Download "Rotational Components of Strong-motion Earthquakes"

Transcription

1 Rotatioal Compoets of Strog-motio Earthquakes Viet W Lee 1 ad Jiawe Liag 2 1 Professor, Civil & Evirometal Egieerig, Uiv. of Souther Califoria, Los Ageles, CA USA, vlee@us.edu 2 Professor, Shool of Civil Egieerig, Tiaji Uiversity, Tiaji , Chia, liag@tju.edu. ABSTRACT : The rotatioal ompoets assoiated with the dyami respose of elasti ad of poro-elasti half spae a be as importat as the atual deformatios, for omputatio of the respose of the half spae ad for the respose aalyses of egieerig strutures, ad must be iluded i all aalyses. The basi theory of elastiity shows that the Euleria strai tesor of deformatios is expressible i terms of the liear strai tesor ad the seod order terms of rotatio tesor. At preset, all strutural aalyses already deal with the geeralized displaemet of the 3 ompoets of traslatios ad the 3 ompoets of rotatios as the 6 idepedet ompoets. These six geeralized ompoets are ofte simultaeously estimated usig the kiemati equatios of fores ad momets Sie rotatios are defied i terms of derivatives of traslatios, with respet to spae oordiates, there always should exist aalyti expressios for rotatios i terms of the traslatios. This is ertaily the ase whe the traslatio ompoets are give i retagular oordiates. Usig surfae waves, the method of Trifua (1971) for geeratig artifiial, sytheti strog motio aelerograms a thus immediately be exteded to geerate both sytheti torsioal ad rokig aelerograms ad of their respose spetra (Lee ad Trifua, 1985, 1987, 2008). Those are ostruted from the horizotal ad vertial aeleratio ompoets. These rotatioal ompoets of strog groud motios are gaiig attetio as it is beomig evidet that they a otribute sigifiatly to the overall respose of strutures durig strog earthquake motios. This paper iteds to stress the importae of the rotatioal ompoets of aelerograms, to develop theories ad algorithms for geeratig rotatioal motios from the orrespodig available traslatioal motios, ad to hek suh validity from several atual, real rotatioal reordigs. KEYWORDS: Diffratio, Free-Field, Half-Spae, Elasti, Poroelasti 1. INTRODUCTION After 75 years of strog-motio reordig programs i the wester Uited States, ad durig the last 40 years, i may other parts of the world, there are ow well over several thousad strog motio aelerograms reorded, proessed ad available for distributio (Trifua 2007). The observatioal strog motio programs evolved from realizatio i early 1900s that it is essetial to reord strog groud motios ad strutural respose durig atual earthquakes (Hudso, 1983a, b; Trifua 2008a), to guide the developmet of the methods for aalysis ad preditio of strutural respose ad to provide a basis for their experimetal verifiatio. The strog motio database aumulated so far allows earthquake egieers to 1) study the strog groud motio i differet parts of the world, to uderstad its harateristis ad destrutive potetial i relatio to the tetoi harateristis of the areas where earthquakes our; 2) to aalyze ad iterpret the dyami respose of strutures durig earthquakes; 3) to idetify ad quatify the earthquake strog-motio parameters, assoiated with geeratio ad trasmissio of strog motio waves, ad 4) to provide a data bak

2 for future studies. While the reorded data is ivaluable for researh ad aalyzes of strog-motio, it still does ot over may differet reordig oditios, whih are eeded for egieerig desig. This is partiularly true i those regios, whih have low seismi ativity, ad have ot yet aumulated adequate strog motio database. It is also ofte eessary, to estimate future shakig at sites, whih have harateristis outside the rage of parameters for whih the reorded data is ow available. It is for these reasos that the developmet of moder empirial salig equatios for diret salig of Fourier ad respose spetral amplitudes stated to appear followig the suessful multi-statio reordig of Sa Ferado, Califoria, earthquake of 1971 (Trifua 1976; Lee 2002a,b, 2007). This work o diret empirial salig of spetral amplitudes also failitated the developmet of the algorithms for geeratio of sytheti strog-motio aelerograms of traslatioal ompoets of strog motio (Trifua 1971; Wog ad Trifua, 1979). It was also reogized that the torsioal ad rokig ompoets of strog motio, atig together with the traslatios, a otribute sigifiatly to the overall respose of strutures durig strog earthquakes (Kobori ad Shiozaki 1973; Luo 1976; Lee 1979). I absee of moder programs to develop strog-motio istrumets to reord the rotatioal ompoets of strog-motio, it beame eessary to estimate the rotatioal motios i terms of the orrespodig traslatioal motios. Trifua (1982) showed how the torsio ad rokig of groud surfae assoiated with iidet P, SV ad SH waves a be determied i terms of the orrespodig traslatioal amplitudes of motios. Few years later Lee ad Trifua (1985, 1987), showed how to geerate sytheti torsioal ad rokig aelrograms ad their Fourier ad respose spetra, startig from the amplitudes of horizotal motios. Durig the past two deades i spite of the fat that the egieerig studies have otiued to show the sigifiae of the rotatioal ompoets i strog motio exitatio for the respose of strutures (Trifua 2006, 2008b), the progress i developig ad deployig strog motio istrumets, whih a also reord rotatioal ompoets of earthquake waves has otiued to be slow. I this paper we adopted our approah for the geeratio of artifiial traslatioal ad rotatioal aelerogtrams, ad preset a physial, umerial method for its extesio to geeratio of rotatioal Fourier spetra from that of reorded traslatioal strog earthquake aelrograms, followed by examples of the estimated Foruier torsioal ad rokig spetra, ad of their orrespodig rotatioal time histories. We have the followig set of objetives i this paper: 1) To stress the importae of the rotatioal ompoets of aelerogtrams, ad promote the growth ad developmet of strog-motio istrumets for reordig, together with the traslatioal ompoets, the rotatioal ompoets of the aeleratios of earthquake motios. 2) With the availability of rotatioal ompoets of aeleratio beig so limited, we eed to develop theories ad algorithms for geeratig rotatioal motios from the orrespodig available traslatioal ompoets of motios at eah reordig sites. 3) To use existig istrumetatio to reord, ollet ad proess rotatioal time histories of aeleratio i future seismi evets if possible. This a the be used as a set of database to aalyze ad uderstad the rotatioal ompoets of aelerograms, ad to hek the validity of developed theories of geeratig the rotatioal ompoets of motios from traslatios. A ogoig projet, by oe of the preset authors of this paper, i Tiaji Uiversity of Chia, is the settig up of two six-ompoet (three traslatioal ad three rotatioal ompoets) sesors to reord rotatioal ompoets of free field ad strutures, respetively. The six-ompoet sesor is a ombiatio of EA-120 Fore Balaed Aelerometer ad R-1 Rotatioal Sesor. This will allow the reordig of both the rotatioal ad traslatioal ompoets. It is expeted that the istrumetatio may be of some help for the study of rotatioal groud motio.

3 2. FROM TRANSLATIONAL TO ROTATIONAL ACCELERATION SPECTRA A omprehesive review of the geeral method for the geeratio of sytheti aelerogram, developed by the Strog Motio Researh Group at the Uiversity of Souther Califoria, a be foud i Lee (2002). It geerates sytheti traslatioal aelerograms ad uses the existig theory of liear, elasti wave propagatio to geerate the other aompayig ompoets of strog motio, amely the rotatioal ompoets of torsio ad rokig, ad the strais ad urvatures. 2.1 Geeratio of Sytheti Torsioal ad Rokig Aelerograms The importae of torsioal ad rokig exitatios has bee idiated by the studies of Draviski ad Trifua (1979, 1980), Kobori ad Shiozaki (1975), Luo (1976), Bielak (1978), Lee (1979), Gupta ad Trifua (1987, 1988, 1990a, 1990b, 1990, 1991), Todorovska ad Lee (1989), ad Todorovska ad Trifua (1989, 1990a, 1990b, 1992, 1993). With the slow developmet of strog-motio istrumets that reord rotatioal ompoets of strog motios (Hudso, 1983; Trifua ad Todorovska, 2001), it beomes eessary to explore the possibility of estimatig those i terms of the orrespodig traslatioal ompoets of strog shakig. By osiderig the horizotal propagatio of plae waves with ostat veloity C, Newmark (1969) estimated the otributio to the displaemets of buildig foudatio, resultig from torsioal earthquake groud motios. Tso ad Hsu (1978) used a similar approah, i additio to assumig that the motios also iluded plae o-dispersive waves. Natha ad MaKezie (1975) disussed the possible averagig effets of foudatio sizes o the resultig torsioal exitatios of buildigs. These ivestigatios, however, failed to osider the depedee of the phase veloity o the frequeies of the iomig Love waves. Their assumptio that the iomig waves are of ostat phase veloity at all frequeies, makes their results useless. Lee ad Trifua (1985) iluded the effets of wave dispersio ad trasiet arrivals i the estimatio of torsioal aelerograms i a elasti layered half-spae. The earlier work of Trifua (1982) i alulatig the torsioal ompoet of iidet plae SH-waves was exteded to eable the alulatio of torsio from surfae Love waves. Lee ad Trifua (1985) exteded the work of Wog ad Trifua (1978, 1979) i geeratig sytheti ompoets of traslatioal motios to that of Torsioal motios. It was show that the torioal motio ψ ( x, yt, ) at the groud surfae (y = 0) is related to the orrespodig horizotal trasverse displaemet wxyt (,, ) by iω ψ w y = = (1) 0 2 x where ω ad x are respetively the frequey ad phrase veloity i the horizotal x- diretio of the waves. This is applied i the frequey domai to the Foruier Trasform of the sytheti ompoets of aeleratio. Lee ad Trifua (1987) later further exteded their work of the geeratio of sytheti Torsioal motios above to that of geeratig sytheti rokig motios.. It was show i a similar way that the rokig motio φ ( x, yt, ) at the groud surfae (y = 0) is related to the orrespodig vertial displaemet vxyt (,, ) by iω φ v y = = (2) 0 x y= 0 y= The Ratios of Rotatioal to Traslatioal Fourier Spetra The work of Lee ad Trifua (1985, 1987) allows the sytheti, artifiial Rotatioal Fourier Spetra to be ostruted together with the Traslatioal Fourier Spetra usig Eq (1) for Torsioal Spetra ad Eq (2)

4 for Rokig Spetra. From the Rotatioal Fourier Spetra, Iverse Fourier Trasform will geerate the orrespodig sytheti Torsioal ad Rokig aeleratio time histories. This proedure a the be adopted ad modified to geerate estimated Rotatioal Fourier Spetra from atual traslatioal Fourier Spetra omputed from atual reordigs Equatio (1), for example, shows that the ratio of the Fourier spetra of Torsioal motio, Ψ ( ω), to that of the orrespodig trasverse horizotal motio, H ( ω ) is Torsio FS Ψ( ω) iω Ψ( ω) ω = =, with amplitude = (3) Horizotal FS H( ω) 2 ( ω) H( ω) 2 ( ω) where ( ω ) is the horizotal phase veloity. Table 1 Layered Medium ear El Cetro, Califoria. Figure 1 Layer # Depth (km) α β Desity (gm/) , : P, S-Wave Veloities, (km/se) α β As a illustratio we osider a 7 Layer model (Table 1). It orrespods to a site i El Cetro, Califoria. Dispersio urves for this site were omputed usig the Haskell-Thomso matrix method (Haskell, 1953; Thomso, 1950), whih geerated the phrase ad group veloity urves for Rayleigh ad Love waves. The 5 solid urves i Fig. 1 from the right are for the first five modes of the Rayleigh waves. Mode 1 is the rightmost solid urve, followed by Modes 2 to 5 to the left. The same holds for the five modes of Love waves, whih are plotted with dashed lies. At short periods, all urves approah the miimum shear S - wave veloity (i this example 0.30 km/s). The two leftmost urves are the orrespodig body waves, with the dashed S wave below the solid P wave o top. The body S-wave starts at the miimum, 0.3 km/s at period ear 0.1se ad quikly rises to the maximum ad quikly rises up to the maximum as the 6 th ad 7 th modes of waves. β, 3.7 km/s. The body P-wave similarly starts at the miimum β α, 0.6 km/s α, 6.4km/s. They will be iluded with the surfae waves respetively Next we osider the trasverse ompoets of Love waves ad the orrespodig torsioal waves. Lee th ad Trifua (2008) oted, the waves orrespodig to their m mode, defied (oly) withi the frequey bad, ω ±Δ ω, are Ψ m ( ω) iω Ψ m( ω) ω =, with amplitude = (4) H ω 2 H ( ω) 2 ( ) m m m m

5 th where m = m ( ω) is the Love wave phrase veloity of m mode at frequey ω = ω, H m ( ω) ad Ψ m ( ω) are respetively the m th mode of the Traslatioal ad Rotatioal Fourier Spetra from the surfae Love waves. Figure 2 Figure 2 shows a plot of these ratios, ω 2 m ( ω ), for the five modes of Love waves plus body S-waves as the 6 th mode. The urves for the 6 modes all have similar slopes, espeially at high frequey, alog the diagoal gree lie, a straight lie joiig the limits of ω 2βmax at the low frequey ed ad ω 2βmi at the high frequey ed. This is a importat liear tred, whih will be used. A simple way to haraterize the ratio, Ψ ( ω) H ( ω), with all the modes of Love waves ombied, withi ω ±Δ ω, would be to write (Lee ad Trifua, 2008): Ψ( ω) Ψ( ω) Ψ( ω) iω = = = H( ω) ω= ω H( ω) H( ω) 2 ω= ω (5) where = ( ω), ad 1 represet weighted average of the phrase veloities of all the modes of Love waves at frequey ω. Note that this ratio is depedet oly o the frequey ad the loal phase veloity spetra of the surfae Love waves at the site. a be viewed as the weighted average of the phrase veloities = ( ω ) at frequey m m ω = ω of the 5 modes of surfae Love waves plus body S-wave. The dashed lie as ratio of amplitudes ω 2 ( ω ) will thus be ruig very lose alog the dashed lie from ω 2βmax at low frequeies to ω 2β at high frequeies. mi I exatly the same way, the spetra of rokig, Φ ( ω), a ext be expressed i terms of the spetra of the vertial traslatio, V ( ω ). The vertial traslatioal Fourier spetrum is ow omposed of modes of Rayleigh surfae waves. Now Rokig FS Φ( ω) Φ( ω) Φ( ω) iω = = = =, (6) Vertial FS V( ω) V( ω ) V ( ω) ω ω ω ω ω ω = = = with = ( ω ), represetig the weighted average of the M modes of Rayleigh waves. Reall that these ratios of Rotatioal to Traslatioal Fourier Spetra (Equatio (5) for Torsio, ad Equatio (6) for Rokig) are depedet oly o the phrase veloity spetra, = ( ω), at the site ad are idepedet of the iput traslatioal aeleratio. I other words, for the same site, the ratios of Rotatioal to Traslatioal Fourier Spetra are always give by Equatios (5) ad (6), depedet oly o the loal geology at

6 the site. Suh ratios a be estimated at eah site by geeratig the sytheti Rotatioal ad Traslatioal aeleratio (Lee ad Trifua, 1985, 1987) Spetra ad takig their ratios. With these ratios available at a give site, ad if a atual aelerogram reordig is available at the same site, they a ext be applied to alulate the rotatioal Torsioal ad Rokig Fourier Spetra from the atual Traslatioal Fourier Spetra. The orrespodig rotatioal time histories a the be alulated usig Iverse Foruier Trasform. 3. EXAMPLE: ROTATIONAL SPECTRA AT PACOIMA DAM, CALIFORNIA Figure 3 Figure 4 Here s a example of the estimatio of rotatioal spetra from the traslatioal ompoets of the Fourier spetra of reord strog motio. We illustrate this for aelerogram reorded at Paoima Dam, i Califoria, durig the Feb 9, 1971 Sa Ferado Earthquake. Its S74W (horizotal) ompoet had a peak 2 2 aeleratio of m / se, while the vertial ompoet had a peak aeleratio of m / se. The Fourier spetra of these two horizotal (as the trasverse) ad vertial ompoets a be used to estimate the orrespodig torsioal ad rokig ompoets of motio. Figure 3 shows a plot of the Fourier Spetrum amplitudes of the horizotal ompoet S74W i uits of i/se ad the orrespodig torsioal ompoet i uits 3 of mrad /se ( 10 rad / se ). Figure 4 shows the plot of the Fourier Spetrum amplitudes of the vertial ompoet of aeleratio, ad of the orrespodig rokig ompoet. The geologial veloity profile of Table I is used, where the miimum ad maximum shear wave veloities, β mi ad β max, rage from 0.30 km/se to 3.70 km/se. Figures 5 ad 6 show the orrespodig rotatioal torsioal ad rokig time histories obtaied from the iverse FFT of the orrespodig rotatioal spetra i Figures 3 ad 4. The rotatioal aeleratio, veloity ad

7 displaemet are respetively give i uits of mrad/s/s, mrad/s ad mrad, where 1 mrad = rad. The peak rotatios of 0.3 mrad for torsio ad 0.6 mrad for rokig are obtaied from the alulatios. Figure 5 Figure 6 It is see that oe a use this proedure to geerate estimated time histories for torsioal ad rokig motios for every reorded traslatioal aelerogram for whih the site geologial date are available. Further work ad approah a be foud i Lee ad Trifua, Next we ll wait for the atual reordig of traslatioal ad rotatioal data to be ompared with the estimated data by this proedure.

8 REFERENCES Bouho, M., ad Aki, K. (1982). Strai ad rotatio assoiated with strog groud motio i the viiity of earthquake faults. Bull. Seism. So. Am. 72(5), Graizer, V.M. (2006). Tilts i strog groud motio. Bull. Seism. So. Am., 96(6), Haskell, N.A. (1953). The Dispersio of Surfae Waves o Multilayered media, Bull. Seism. So. Am., 43: Hudso, D. E. (1983a) History of Aelerograph Developmet, Pro. of the Golde Aiversary Workshop o Strog Motio Seismology, U.S.C., Hudso, D. E. (1983b). Strog Motio Istrumetatio Systems, Pro. of the Golde Aiversary Workshop o Strog Motio Seismology, U.S.C., Kobori, T. ad Shiozaki, I. Torsioal (1973). Vibratio of Struture Due to Obliquely Iidet SH Waves, Pro. Fifth W orld Cof Earthquake Eg. 1(22). Lee, V. W. (1979). Ivestigatio of Three-Dimesioal Soil-Struture Iteratio, Dept. of Civil Eg. CE 79-11, Uiversity of Souther Califoria, Los Ageles, 1979 Lee, V.W. (2002a). Empirial Salig of Strog Earthquake Groud Motio: Part I: Atteuatio ad Salig of Respose Spetra, ISET J. Earthquake Tehology, 39(4) Lee, V.W. (2002b) Empirial Salig of Strog Earthquake Groud Motio: Part III: Sytheti Strog Motio, ISET J. Earthquake Tehology, 39(4), Lee,V.W. (2007). Empirial Salig of Strog-Motio Respose Spetral Amplitudes - a Review ISET J. Earthquake Tehology, 44(1) Speial Issue V. W. Lee ad M.D. Trifua (1985). Torsioal Aelerograms, It. J. Soil Dyamis & Earth quake Eg., 4(3), Lee, V. W. ad M.D. Trifua (1987) Rokig Strog Earthquake Aeleratios, It. J. Soil Dyamis & Earthquake Eg., 6(2), Lee, V.W. ad Trifua, M.D. (1995). Frequey Depedet Atteuatio Futio ad Fourier Amplitude Spetra of Strog Earthquake Groud Motio i Califoria, Report CE 95-03, Dept. of Civil Eg., Uiv. of Souther Califoria, Los Ageles, CA. Lee, V.W. ad Trifua, M.D. (2008). Empirial Salig of Rotatioal Spetra of Strog Earthquake Groud Motio, BSSA Speial Issue o "Rotatioal Seismology ad Egieerig Appliatios (i review). Luo, J. E. (1976). Torsioal Respose of Strutures for SH Waves The Case of Hemispherial Foudatio, Bull. Seism. So. Amer. 66, Takeo, M. (2006). Groud rotatioal motios reorded i ear-soure regio of earthquakes, Ch. 12 i the book Earthquake Soure Asymmetry, Strutural Media ad Rotatio Effets, R. Teisseyre, M. Takeo, ad E. Majewski (eds.). Spriger, Heidelberg, Germay, Takeo, M., ad Ito, H.I. (1997). What a be leared from rotatioal motios exited by earthquakes?, Geophys. Jour. It., 129, Thomso, W.T. (1950). Trasmissio of Elasti Waves through a Stratified Solid Medium, J. Appl. Phys, 21: Trifua, M.D. (1971) A Method for Sythesizig Realisti Strog Groud Motio, Bull. Seism. So. Amer., 61, Trifua, M.D. (1972). Stress Estimates for Sa Ferado, Califoria Earthquake of February 9, 1971: Mai Evet ad Thirtee Aftershoks, Bull. Seism. So. Amer., 62(3), Trifua, M.D. (1974). A Three-Dimesioal Disloatio Model for the Sa Ferado, Califoria, Earthquake of February 9, 1971, Bull. Seism. So. Amer., 64(1), Trifua, M.D. (1976). Prelimiary Empirial Model for Salig Fourier Amplitude Spetra of Strog Groud Aeleratio i Terms of Earthquake Magitude, Soure to Statio Distae ad Reordig Site Coditios, Bull. Seism. So. Amer., 66(4), Trifua, M. D. (1982) A Note o Rotatioal Compoets of Earthquake Motios o Groud Surfae for Iidet Body Waves, Soil Dyamis ad Earthquake Egieerig 1(1),

9 Trifua, M.D. (1989a). Depedee of Fourier Spetrum Amplitudes of Reorded Strog Earthquake Aeleratios o Magitude, Loal Soil Coditios ad O Depth of Sedimets, It. J. Earthquake Eg. ad Strutural Dy., 18(7), Trifua, M.D. (1989b).Empirial Salig of Fourier Spetrum Amplitudes of Reorded Strog Earthquake Aeleratios i Terms of Magitude ad Loal Soil ad Geologi Coditios, Earthquake Eg. ad Eg. Vibratio, 9(2), Trifua, M.D. (1990). How to Model Amplifiatio of Strog Earthquake Motios by Loal Soil ad Geologi Site Coditios, It. J. Earthquake Eg. ad Strutural Dyamis, 19(6), Trifua, M.D. (1991). Empirial Salig of Fourier Spetrum Amplitudes of Reorded Strog Earthquake Aeleratios i Terms of Modified Meralli Itesity, Loal Soil Coditios ad Depth of Sedimets, It. J. Soil Dyamis ad Earthquake Eg., 10(1), Trifua, M.D. (2006). Effets of Torsioal ad Rokig Exitatios o the Respose of Strutures, Ch. 39 i the book Earthquake Soure Asymmetry, Strutural Media ad Rotatio Effets, Edited by R. Teisseyre, M. Takeo, ad E. Majewski, Spriger, Heidelberg, Germay, Trifua, M.D. (2007). Reordig Strog Earthquake Motio Istrumets, Reordig Strategies ad Data Proessig, Dept. of Civil Egieerig, Report CE 07-03, Uiv. Souther Califoria, Los Ageles, Califoria. Trifua, M.D. (2008a). 75 th Aiversary of Strog Motio Observatio A Historial Review, (submitted for publiatio). Trifua, M.D. (2008b). Buildigs as Soures of Rotatioal Waves, Chapter I.5 i Physis of Asymmetri Cotiua: Extreme ad Frature Proesses, edited by R. Teisseyre, H. Nagahama, ad E. Majewski, Spriger, Heidelberg, Germay, (i press). Trifua, M.D. (2008). The Role of Strog Motio Rotatios i the Respose of Strutures ear Earthquake Faults, Soil Dyamis ad Earthquake Egieerig, (i press). Trifua, M.D., ad Hudso, D.E. (1971). Aalysis of the Paoima Dam aelerogram, Sa Ferado, Califoria earthquake of Bull. Seism. So. Amer., 61(5), Wog, H.L., ad M.D.Trifua (1979). Geeratio of Artifiial Strog Motio Aelerograms, Iteratioal Joural of Earthquake Egieerig ad Strutural Dyamis, 7,

Fluids Lecture 2 Notes

Fluids Lecture 2 Notes Fluids Leture Notes. Airfoil orte Sheet Models. Thi-Airfoil Aalysis Problem Readig: Aderso.,.7 Airfoil orte Sheet Models Surfae orte Sheet Model A aurate meas of represetig the flow about a airfoil i a

More information

ME260W Mid-Term Exam Instructor: Xinyu Huang Date: Mar

ME260W Mid-Term Exam Instructor: Xinyu Huang Date: Mar ME60W Mid-Term Exam Istrutor: Xiyu Huag Date: Mar-03-005 Name: Grade: /00 Problem. A atilever beam is to be used as a sale. The bedig momet M at the gage loatio is P*L ad the strais o the top ad the bottom

More information

ESTIMATION OF MACHINING ERRORS ON GLEASON BEVEL

ESTIMATION OF MACHINING ERRORS ON GLEASON BEVEL 5 th INTERNATIONAL MEETING OF THE CARPATHIAN REGION SPECIALISTS IN THE FIELD OF GEARS ESTIMATION OF MACHINING ERRORS ON GLEASON BEVEL GEAR CUTTING BOB, Daila UNIO SA Satu Mare - 35, Luia Blaga Blvd, 39

More information

Sx [ ] = x must yield a

Sx [ ] = x must yield a Math -b Leture #5 Notes This wee we start with a remider about oordiates of a vetor relative to a basis for a subspae ad the importat speial ase where the subspae is all of R. This freedom to desribe vetors

More information

Lesson 4. Thermomechanical Measurements for Energy Systems (MENR) Measurements for Mechanical Systems and Production (MMER)

Lesson 4. Thermomechanical Measurements for Energy Systems (MENR) Measurements for Mechanical Systems and Production (MMER) Lesso 4 Thermomehaial Measuremets for Eergy Systems (MENR) Measuremets for Mehaial Systems ad Produtio (MMER) A.Y. 15-16 Zaaria (Rio ) Del Prete RAPIDITY (Dyami Respose) So far the measurad (the physial

More information

END CONDITIONS OF PIANO STRINGS Palaiseau Cedex,

END CONDITIONS OF PIANO STRINGS Palaiseau Cedex, END CONDITIONS OF PIANO STRINGS Kerem Ege, Atoie Chaige aboratory for Solid Mehais, Eole Polytehique, UMR7649, 98 Palaiseau Cedex, erem.ege@lms.polytehique.fr Uité de Méaique, Eole Natioale Supérieure

More information

ANOTHER PROOF FOR FERMAT S LAST THEOREM 1. INTRODUCTION

ANOTHER PROOF FOR FERMAT S LAST THEOREM 1. INTRODUCTION ANOTHER PROOF FOR FERMAT S LAST THEOREM Mugur B. RĂUŢ Correspodig author: Mugur B. RĂUŢ, E-mail: m_b_raut@yahoo.om Abstrat I this paper we propose aother proof for Fermat s Last Theorem (FLT). We foud

More information

λ = 0.4 c 2nf max = n = 3orɛ R = 9

λ = 0.4 c 2nf max = n = 3orɛ R = 9 CHAPTER 14 14.1. A parallel-plate waveguide is kow to have a utoff wavelegth for the m 1 TE ad TM modes of λ 1 0.4 m. The guide is operated at wavelegth λ 1 mm. How may modes propagate? The utoff wavelegth

More information

Dr R Tiwari, Associate Professor, Dept. of Mechanical Engg., IIT Guwahati,

Dr R Tiwari, Associate Professor, Dept. of Mechanical Engg., IIT Guwahati, Dr R Tiwari, Assoiate Professor, Dept. of Mehaial Egg., IIT Guwahati, (rtiwari@iitg.eret.i).3 Measuremet ad Sigal Proessig Whe we ivestigate the auses of vibratio, we first ivestigate the relatioship betwee

More information

Nonparametric Goodness-of-Fit Tests for Discrete, Grouped or Censored Data 1

Nonparametric Goodness-of-Fit Tests for Discrete, Grouped or Censored Data 1 Noparametri Goodess-of-Fit Tests for Disrete, Grouped or Cesored Data Boris Yu. Lemeshko, Ekateria V. Chimitova ad Stepa S. Kolesikov Novosibirsk State Tehial Uiversity Departmet of Applied Mathematis

More information

= 47.5 ;! R. = 34.0 ; n air =

= 47.5 ;! R. = 34.0 ; n air = Setio 9: Refratio ad Total Iteral Refletio Tutorial Pratie, page 449 The agle of iidee is 65 The fat that the experimet takes plae i water does ot hage the agle of iidee Give:! i = 475 ;! R = 340 ; air

More information

THE MEASUREMENT OF THE SPEED OF THE LIGHT

THE MEASUREMENT OF THE SPEED OF THE LIGHT THE MEASUREMENT OF THE SPEED OF THE LIGHT Nyamjav, Dorjderem Abstrat The oe of the physis fudametal issues is a ature of the light. I this experimet we measured the speed of the light usig MihelsoÕs lassial

More information

SYNTHESIS OF SIGNAL USING THE EXPONENTIAL FOURIER SERIES

SYNTHESIS OF SIGNAL USING THE EXPONENTIAL FOURIER SERIES SYNTHESIS OF SIGNAL USING THE EXPONENTIAL FOURIER SERIES Sadro Adriao Fasolo ad Luiao Leoel Medes Abstrat I 748, i Itrodutio i Aalysi Ifiitorum, Leohard Euler (707-783) stated the formula exp( jω = os(

More information

Modal Lumped Parameter Models for Representing Frequency-Dependent Impedance Functions of Soil-Foundation Systems

Modal Lumped Parameter Models for Representing Frequency-Dependent Impedance Functions of Soil-Foundation Systems Modal Lumped Parameter Models for Represetig Frequey-Depedet Impedae Futios of Soil-Foudatio Systems M. Saitoh & A. Kotake Saitama Uiversity, Japa SUMMARY: his study verifies the appliability of a ewly

More information

Analog Filter Synthesis

Analog Filter Synthesis 6 Aalog Filter Sythesis Nam Pham Aubur Uiversity Bogda M. Wilamowsi Aubur Uiversity 6. Itrodutio...6-6. Methods to Sythesize Low-Pass Filter...6- Butterworth Low-Pass Filter Chebyshev Low-Pass Filter Iverse

More information

Nonstandard Lorentz-Einstein transformations

Nonstandard Lorentz-Einstein transformations Nostadard Loretz-istei trasformatios Berhard Rothestei 1 ad Stefa Popesu 1) Politehia Uiversity of Timisoara, Physis Departmet, Timisoara, Romaia brothestei@gmail.om ) Siemes AG, rlage, Germay stefa.popesu@siemes.om

More information

Summation Method for Some Special Series Exactly

Summation Method for Some Special Series Exactly The Iteratioal Joural of Mathematis, Siee, Tehology ad Maagemet (ISSN : 39-85) Vol. Issue Summatio Method for Some Speial Series Eatly D.A.Gismalla Deptt. Of Mathematis & omputer Studies Faulty of Siee

More information

Observer Design with Reduced Measurement Information

Observer Design with Reduced Measurement Information Observer Desig with Redued Measuremet Iformatio I pratie all the states aot be measured so that SVF aot be used Istead oly a redued set of measuremets give by y = x + Du p is available where y( R We assume

More information

Class #25 Wednesday, April 19, 2018

Class #25 Wednesday, April 19, 2018 Cla # Wedesday, April 9, 8 PDE: More Heat Equatio with Derivative Boudary Coditios Let s do aother heat equatio problem similar to the previous oe. For this oe, I ll use a square plate (N = ), but I m

More information

After the completion of this section the student. V.4.2. Power Series Solution. V.4.3. The Method of Frobenius. V.4.4. Taylor Series Solution

After the completion of this section the student. V.4.2. Power Series Solution. V.4.3. The Method of Frobenius. V.4.4. Taylor Series Solution Chapter V ODE V.4 Power Series Solutio Otober, 8 385 V.4 Power Series Solutio Objetives: After the ompletio of this setio the studet - should reall the power series solutio of a liear ODE with variable

More information

Construction of Control Chart for Random Queue Length for (M / M / c): ( / FCFS) Queueing Model Using Skewness

Construction of Control Chart for Random Queue Length for (M / M / c): ( / FCFS) Queueing Model Using Skewness Iteratioal Joural of Sietifi ad Researh Publiatios, Volume, Issue, Deember ISSN 5-5 Costrutio of Cotrol Chart for Radom Queue Legth for (M / M / ): ( / FCFS) Queueig Model Usig Skewess Dr.(Mrs.) A.R. Sudamai

More information

Effects of Air Humidity on the Performance of a Polymer Insulator under Lightning Induced Voltage Conditions

Effects of Air Humidity on the Performance of a Polymer Insulator under Lightning Induced Voltage Conditions Effets of Air Humidity o the Performae of a Polymer Isulator uder Lightig Idued Voltage Coditios Mahdi Izadi *, Mohd Zaial Abidi Ab Kadir 2, Chadima Gomes 3, Mohd Syahmi 4, Maryam Hajihai 5,2,3,4,5 Cetre

More information

GROUND MOTION OF NON-CIRCULAR ALLUVIAL VALLEY FOR INCIDENT PLANE SH-WAVE. Hui QI, Yong SHI, Jingfu NAN

GROUND MOTION OF NON-CIRCULAR ALLUVIAL VALLEY FOR INCIDENT PLANE SH-WAVE. Hui QI, Yong SHI, Jingfu NAN The th World Coferece o Earthquake Egieerig October -7, 8, Beiig, Chia GROUND MOTION OF NON-CIRCULAR ALLUVIAL VALLEY FOR INCIDENT PLANE SH-WAVE Hui QI, Yog SHI, Jigfu NAN ABSTRACT : Professor, Dept. of

More information

B. Maddah ENMG 622 ENMG /20/09

B. Maddah ENMG 622 ENMG /20/09 B. Maddah ENMG 6 ENMG 5 5//9 Queueig Theory () Distributio of waitig time i M/M/ Let T q be the waitig time i queue of a ustomer. The it a be show that, ( ) t { q > } =. T t e Let T be the total time of

More information

Homework 6: Forced Vibrations Due Friday April 6, 2018

Homework 6: Forced Vibrations Due Friday April 6, 2018 EN40: Dyais ad Vibratios Hoework 6: Fored Vibratios Due Friday April 6, 018 Shool of Egieerig Brow Uiversity 1. The vibratio isolatio syste show i the figure has 0kg, k 19.8 kn / 1.59 kns / If the base

More information

Measurement uncertainty of the sound absorption

Measurement uncertainty of the sound absorption Measuremet ucertaity of the soud absorptio coefficiet Aa Izewska Buildig Research Istitute, Filtrowa Str., 00-6 Warsaw, Polad a.izewska@itb.pl 6887 The stadard ISO/IEC 705:005 o the competece of testig

More information

(8) 1f = f. can be viewed as a real vector space where addition is defined by ( a1+ bi

(8) 1f = f. can be viewed as a real vector space where addition is defined by ( a1+ bi Geeral Liear Spaes (Vetor Spaes) ad Solutios o ODEs Deiitio: A vetor spae V is a set, with additio ad salig o elemet deied or all elemets o the set, that is losed uder additio ad salig, otais a zero elemet

More information

4. Optical Resonators

4. Optical Resonators S. Blair September 3, 2003 47 4. Optial Resoators Optial resoators are used to build up large itesities with moderate iput. Iput Iteral Resoators are typially haraterized by their quality fator: Q w stored

More information

Bernoulli Numbers. n(n+1) = n(n+1)(2n+1) = n(n 1) 2

Bernoulli Numbers. n(n+1) = n(n+1)(2n+1) = n(n 1) 2 Beroulli Numbers Beroulli umbers are amed after the great Swiss mathematiia Jaob Beroulli5-705 who used these umbers i the power-sum problem. The power-sum problem is to fid a formula for the sum of the

More information

A PROCEDURE TO MODIFY THE FREQUENCY AND ENVELOPE CHARACTERISTICS OF EMPIRICAL GREEN'S FUNCTION. Lin LU 1 SUMMARY

A PROCEDURE TO MODIFY THE FREQUENCY AND ENVELOPE CHARACTERISTICS OF EMPIRICAL GREEN'S FUNCTION. Lin LU 1 SUMMARY A POCEDUE TO MODIFY THE FEQUENCY AND ENVELOPE CHAACTEISTICS OF EMPIICAL GEEN'S FUNCTION Li LU SUMMAY Semi-empirical method, which divides the fault plae of large earthquake ito mets ad uses small groud

More information

Certain inclusion properties of subclass of starlike and convex functions of positive order involving Hohlov operator

Certain inclusion properties of subclass of starlike and convex functions of positive order involving Hohlov operator Iteratioal Joural of Pure ad Applied Mathematial Siees. ISSN 0972-9828 Volume 0, Number (207), pp. 85-97 Researh Idia Publiatios http://www.ripubliatio.om Certai ilusio properties of sublass of starlike

More information

Basic Probability/Statistical Theory I

Basic Probability/Statistical Theory I Basi Probability/Statistial Theory I Epetatio The epetatio or epeted values of a disrete radom variable X is the arithmeti mea of the radom variable s distributio. E[ X ] p( X ) all Epetatio by oditioig

More information

The beta density, Bayes, Laplace, and Pólya

The beta density, Bayes, Laplace, and Pólya The beta desity, Bayes, Laplae, ad Pólya Saad Meimeh The beta desity as a ojugate form Suppose that is a biomial radom variable with idex ad parameter p, i.e. ( ) P ( p) p ( p) Applyig Bayes s rule, we

More information

16th International Symposium on Ballistics San Francisco, CA, September 1996

16th International Symposium on Ballistics San Francisco, CA, September 1996 16th Iteratioal Symposium o Ballistis Sa Fraiso, CA, 3-8 September 1996 GURNEY FORULAS FOR EXPLOSIVE CHARGES SURROUNDING RIGID CORES William J. Flis, Dya East Corporatio, 36 Horizo Drive, Kig of Prussia,

More information

Effect of Magnetic Field on Marangoni Convection in Relatively Hotter or Cooler Liquid Layer

Effect of Magnetic Field on Marangoni Convection in Relatively Hotter or Cooler Liquid Layer Iteratioal Joural of Advaed Researh i Physial Siee (IJARPS) Volume, Issue, Jauary 05, PP 7-3 ISSN 349-7874 (Prit) & ISSN 349-788 (Olie) www.arjourals.org ffet of Mageti Field o Maragoi Covetio i Relatively

More information

Fuzzy Dynamic Characteristic of Concrete. Material under Impact Loads

Fuzzy Dynamic Characteristic of Concrete. Material under Impact Loads Proeedigs of the 2d WSEAS It. Coferee o Applied ad Theoretial Mehais, Veie, Italy, November 2-22, 26 222 Fuzzy Dyami Charateristi of Corete Material uder Impat Loa GAO SHIQIAO LIU HAIPENG JIN LEI Shool

More information

FFM. Friction. Sample surface. Fig. 8 (a) Schematic operation of FFM, and (b) twist of the FFM tip, [8]. = 2

FFM. Friction. Sample surface. Fig. 8 (a) Schematic operation of FFM, and (b) twist of the FFM tip, [8]. = 2 A.. Couled Flexural-Torsioal Noliear Viratios of PZT-atuated Miroatilevers: Plaar dyamis of miroatilever eams have ee ivestigated y may researhers. I additio the rolem of viratios of miroatilevers has

More information

The Use of L-Moments in the Peak Over Threshold Approach for Estimating Extreme Quantiles of Wind Velocity

The Use of L-Moments in the Peak Over Threshold Approach for Estimating Extreme Quantiles of Wind Velocity The Use of L-Momets i the Pea Over Threshold Approah for Estimatig Extreme Quatiles of Wid Veloity M.D. Padey Uiversity of Waterloo, Otario, Caada P.H.A.J.M. va Gelder & J.K. Vrijlig Delft Uiversity of

More information

Solutions 3.2-Page 215

Solutions 3.2-Page 215 Solutios.-Page Problem Fid the geeral solutios i powers of of the differetial equatios. State the reurree relatios ad the guarateed radius of overgee i eah ase. ) Substitutig,, ad ito the differetial equatio

More information

PROPOSING INPUT-DEPENDENT MODE CONTRIBUTION FACTORS FOR SIMPLIFIED SEISMIC RESPONSE ANALYSIS OF BUILDING SYSTEMS

PROPOSING INPUT-DEPENDENT MODE CONTRIBUTION FACTORS FOR SIMPLIFIED SEISMIC RESPONSE ANALYSIS OF BUILDING SYSTEMS he 4 th World Coferece o Earthquake Egieerig October -7, 008, Beiig, Chia PROPOSING INPU-DEPENDEN ODE CONRIBUION FACORS FOR SIPLIFIED SEISIC RESPONSE ANALYSIS OF BUILDING SYSES ahmood Hosseii ad Laya Abbasi

More information

Production Test of Rotary Compressors Using Wavelet Analysis

Production Test of Rotary Compressors Using Wavelet Analysis Purdue Uiversity Purdue e-pubs Iteratioal Compressor Egieerig Coferee Shool of Mehaial Egieerig 2006 Produtio Test of Rotary Compressors Usig Wavelet Aalysis Haishui Ji Shaghai Hitahi Eletrial Appliatio

More information

CONCAVE ELECTRODES II: THEORETICAL FOUNDATIONS

CONCAVE ELECTRODES II: THEORETICAL FOUNDATIONS Physis i Mediie ad Biology, vol. 9 a, 1994 CONCAVE ELECTRODES II: THEORETICAL FOUNDATIONS Roberto Suárez-Atola Direió Naioal de Teología Nulear, Miisterio de Idustria, Eergía y Miería, Motevideo, Uruguay

More information

Numerical Simulation of the Wind Action on a Long-Span Bridge Deck

Numerical Simulation of the Wind Action on a Long-Span Bridge Deck A. L. Brau ad A. M. Awruh A. L. Brau PPGEC/UFRGS Av. Osvaldo Araha, 99 o adar 900-90 Porto Alegre, RS. Brazil www.pge.ufrgs.br allbrau@ig.om.br A. M. Awruh PPGEC/UFRGS & PROMEC/UFRGS Av. Sarmeto Leite,

More information

ME203 Section 4.1 Forced Vibration Response of Linear System Nov 4, 2002 (1) kx c x& m mg

ME203 Section 4.1 Forced Vibration Response of Linear System Nov 4, 2002 (1) kx c x& m mg ME3 Setio 4.1 Fored Vibratio Respose of Liear Syste Nov 4, Whe a liear ehaial syste is exited by a exteral fore, its respose will deped o the for of the exitatio fore F(t) ad the aout of dapig whih is

More information

Basic Waves and Optics

Basic Waves and Optics Lasers ad appliatios APPENDIX Basi Waves ad Optis. Eletromageti Waves The eletromageti wave osists of osillatig eletri ( E ) ad mageti ( B ) fields. The eletromageti spetrum is formed by the various possible

More information

Lecture 8. Dirac and Weierstrass

Lecture 8. Dirac and Weierstrass Leture 8. Dira ad Weierstrass Audrey Terras May 5, 9 A New Kid of Produt of Futios You are familiar with the poitwise produt of futios de ed by f g(x) f(x) g(x): You just tae the produt of the real umbers

More information

Optimal Management of the Spare Parts Stock at Their Regular Distribution

Optimal Management of the Spare Parts Stock at Their Regular Distribution Joural of Evirometal Siee ad Egieerig 7 (018) 55-60 doi:10.1765/16-598/018.06.005 D DVID PUBLISHING Optimal Maagemet of the Spare Parts Stok at Their Regular Distributio Svetozar Madzhov Forest Researh

More information

VIBRATION CONTROL OF PIEZOELECTRIC FLEXIBLE STRUCTURE USING ROBUST CONTROL METHODOLOGY

VIBRATION CONTROL OF PIEZOELECTRIC FLEXIBLE STRUCTURE USING ROBUST CONTROL METHODOLOGY Joural of Theoretial ad pplied Iformatio Tehology th May. Vol. 5 No. 5 - JTIT & LLS. ll rights reserved. ISSN: 99-8645 www.jatit.org E-ISSN: 87-95 VIRTION CONTROL OF PIEZOELECTRIC FLEXILE STRUCTURE USING

More information

The Scattering Matrix

The Scattering Matrix 2/23/7 The Scatterig Matrix 723 1/13 The Scatterig Matrix At low frequecies, we ca completely characterize a liear device or etwork usig a impedace matrix, which relates the currets ad voltages at each

More information

1 Adiabatic and diabatic representations

1 Adiabatic and diabatic representations 1 Adiabatic ad diabatic represetatios 1.1 Bor-Oppeheimer approximatio The time-idepedet Schrödiger equatio for both electroic ad uclear degrees of freedom is Ĥ Ψ(r, R) = E Ψ(r, R), (1) where the full molecular

More information

Principal Component Analysis. Nuno Vasconcelos ECE Department, UCSD

Principal Component Analysis. Nuno Vasconcelos ECE Department, UCSD Priipal Compoet Aalysis Nuo Vasoelos ECE Departmet, UCSD Curse of dimesioality typial observatio i Bayes deisio theory: error ireases whe umber of features is large problem: eve for simple models (e.g.

More information

Chaoyang University of Technology -- General KT Theory --

Chaoyang University of Technology -- General KT Theory -- Departmet of Costrutio Egieerig Advaed Soil Mehais Chaoyag iversity of Tehology -- Geeral KT Theory -- NIT 3 APPLICATION OF TERZAGHI S THEORY OF ONE DIMENSIONAL CONSOLIDATION TO PROBLEMS INVOLVING VARIOS

More information

I. Existence of photon

I. Existence of photon I. Existee of photo MUX DEMUX 1 ight is a eletromageti wave of a high frequey. Maxwell s equatio H t E 0 E H 0 t E 0 H 0 1 E E E Aos( kzt ) t propagatig eletrial field while osillatig light frequey (Hz)

More information

High-Frequency Fluctuations of a Modulated, Helical Electron Beam

High-Frequency Fluctuations of a Modulated, Helical Electron Beam Publiatios 1996 High-Frequey Flutuatios of a Modulated, Helial Eletro Beam Mark Athoy Reyolds Embry-Riddle Aeroautial Uiversity, reyoldb@erau.edu Follow this ad additioal works at: https://ommos.erau.edu/publiatio

More information

Quasi Normal Modes description of transmission properties for Photonic Band Gap structures.

Quasi Normal Modes description of transmission properties for Photonic Band Gap structures. Quasi ormal Modes desriptio of trasmissio properties for Photoi Bad Gap strutures. A. Settimi (1-), S. Severii (3), B. J. Hoeders (4) (1) FILAS (Fiaziaria Laziale di Sviluppo) via A. Farese 3, 19 Roma,

More information

Digital Signal Processing. Homework 2 Solution. Due Monday 4 October Following the method on page 38, the difference equation

Digital Signal Processing. Homework 2 Solution. Due Monday 4 October Following the method on page 38, the difference equation Digital Sigal Proessig Homework Solutio Due Moda 4 Otober 00. Problem.4 Followig the method o page, the differee equatio [] (/4[-] + (/[-] x[-] has oeffiiets a0, a -/4, a /, ad b. For these oeffiiets A(z

More information

Interaction Mechanical Analysis between the Lunar Rover Wheel-Leg Foot and Lunar Soil

Interaction Mechanical Analysis between the Lunar Rover Wheel-Leg Foot and Lunar Soil Availale olie at www.sieediret.om Proedia Egieerig 9 58 63 Iteratioal Worshop o Iformatio ad Eletrois Egieerig IWIEE Iteratio Mehaial Aalysis etwee the Luar over Wheel-Leg Foot ad Luar Soil Xiao-liu Yu

More information

Linear time invariant systems

Linear time invariant systems Liear time ivariat systems Alejadro Ribeiro Dept. of Electrical ad Systems Egieerig Uiversity of Pesylvaia aribeiro@seas.upe.edu http://www.seas.upe.edu/users/~aribeiro/ February 25, 2016 Sigal ad Iformatio

More information

Physics 3 (PHYF144) Chap 8: The Nature of Light and the Laws of Geometric Optics - 1

Physics 3 (PHYF144) Chap 8: The Nature of Light and the Laws of Geometric Optics - 1 Physis 3 (PHYF44) Chap 8: The Nature of Light ad the Laws of Geometri Optis - 8. The ature of light Before 0 th etury, there were two theories light was osidered to be a stream of partiles emitted by a

More information

Quasi Normal Modes description. of transmission properties. for Photonic Band Gap structures.

Quasi Normal Modes description. of transmission properties. for Photonic Band Gap structures. Quasi Normal Modes desriptio of trasmissio properties for Photoi Bad Gap strutures. A. Settimi (1), S. Severii (), B. J. Hoeders (3) (1) INGV (Istituto Nazioale di Geofisia e Vulaologia) via di Viga Murata

More information

a b c d e f g h Supplementary Information

a b c d e f g h Supplementary Information Supplemetary Iformatio a b c d e f g h Supplemetary Figure S STM images show that Dark patters are frequetly preset ad ted to accumulate. (a) mv, pa, m ; (b) mv, pa, m ; (c) mv, pa, m ; (d) mv, pa, m ;

More information

577. Estimation of surface roughness using high frequency vibrations

577. Estimation of surface roughness using high frequency vibrations 577. Estimatio of surface roughess usig high frequecy vibratios V. Augutis, M. Sauoris, Kauas Uiversity of Techology Electroics ad Measuremets Systems Departmet Studetu str. 5-443, LT-5368 Kauas, Lithuaia

More information

Principal Component Analysis

Principal Component Analysis Priipal Compoet Aalysis Nuo Vasoelos (Ke Kreutz-Delgado) UCSD Curse of dimesioality Typial observatio i Bayes deisio theory: Error ireases whe umber of features is large Eve for simple models (e.g. Gaussia)

More information

Optimization design in Wind Turbine Blade Based on Specific Wind Characteristics

Optimization design in Wind Turbine Blade Based on Specific Wind Characteristics Iteratioal Sietifi Joural Joural of Evirometal Siee http://eviromet.sietifi-joural.om/ Optimizatio desig i Wid Turbie Blade Based o Speifi Wid Charateristis Yuqiao Zheg College of Mehao-Eletroi Egieerig

More information

Optimal design of N-Policy batch arrival queueing system with server's single vacation, setup time, second optional service and break down

Optimal design of N-Policy batch arrival queueing system with server's single vacation, setup time, second optional service and break down Ameria. Jr. of Mathematis ad Siees Vol., o.,(jauary Copyright Mid Reader Publiatios www.jouralshub.om Optimal desig of -Poliy bath arrival queueig system with server's sigle vaatio, setup time, seod optioal

More information

Research Article Health Monitoring for a Structure Using Its Nonstationary Vibration

Research Article Health Monitoring for a Structure Using Its Nonstationary Vibration Advaces i Acoustics ad Vibratio Volume 2, Article ID 69652, 5 pages doi:.55/2/69652 Research Article Health Moitorig for a Structure Usig Its Nostatioary Vibratio Yoshimutsu Hirata, Mikio Tohyama, Mitsuo

More information

ASSESSMENT OF MATERIALS NONLINEARITY IN FRAMED STRUCTURES OF REINFORCED CONCRETE AND COMPOSITES

ASSESSMENT OF MATERIALS NONLINEARITY IN FRAMED STRUCTURES OF REINFORCED CONCRETE AND COMPOSITES VIII Iteratioal Coferee o Frature ehais of Corete ad Corete Strutures FraCoS-8 J.G.. Va ier, G. Rui, C. Adrade, R.C. Yu ad X.X. Zhag (Eds) ASSESSENT OF ATERIALS NONLINEARITY IN FRAED STRUCTURES OF REINFORCED

More information

Principle Of Superposition

Principle Of Superposition ecture 5: PREIMINRY CONCEP O RUCUR NYI Priciple Of uperpositio Mathematically, the priciple of superpositio is stated as ( a ) G( a ) G( ) G a a or for a liear structural system, the respose at a give

More information

Latticed pentamode acoustic cloak (supplementary Info)

Latticed pentamode acoustic cloak (supplementary Info) Lattied petamode aousti loak (supplemetay Ifo) Yi Che, Xiaoig Liu ad Gegkai Hu Key Laboatoy of yamis ad Cotol of Flight Vehile, Miisty of Eduatio, Shool of Aeospae Egieeig, Beiig Istitute of Tehology,

More information

Equivalence of the empirical shifted Deng-Fan oscillator potential for diatomic molecules

Equivalence of the empirical shifted Deng-Fan oscillator potential for diatomic molecules Equivalee of the empirial shifted Deg-Fa osillator potetial for diatomi moleules M. Hamzavi *, S. M. Ikhdair, K.-E. Thylwe 3 Departmet of Basi Siees, Shahrood Brah, Islami Azad Uiversity, Shahrood, Ira

More information

EECS564 Estimation, Filtering, and Detection Hwk 2 Solns. Winter p θ (z) = (2θz + 1 θ), 0 z 1

EECS564 Estimation, Filtering, and Detection Hwk 2 Solns. Winter p θ (z) = (2θz + 1 θ), 0 z 1 EECS564 Estimatio, Filterig, ad Detectio Hwk 2 Sols. Witer 25 4. Let Z be a sigle observatio havig desity fuctio where. p (z) = (2z + ), z (a) Assumig that is a oradom parameter, fid ad plot the maximum

More information

DEFINITION OF CRACKS FOR THE ULTIMATE DEGENERATION PROCESS OF REVOLVING ELLIPSOIDS

DEFINITION OF CRACKS FOR THE ULTIMATE DEGENERATION PROCESS OF REVOLVING ELLIPSOIDS Lkić, D. et al: Defiitio of raks... rives for Teial Siees, (, 9- relimiary report UD: 9.:9./. DOI:.7/afts...9L OBISS.RS-ID 79 DEFINITION OF RKS FOR THE ULTIMTE DEGENERTION ROESS OF REVOLVING ELLISOIDS

More information

Probability & Statistics Chapter 8

Probability & Statistics Chapter 8 I. Estimatig with Large Samples Probability & Statistis Poit Estimate of a parameter is a estimate of a populatio parameter give by a sigle umber. Use x (the sample mea) as a poit estimate for (the populatio

More information

Similarity Solutions to Unsteady Pseudoplastic. Flow Near a Moving Wall

Similarity Solutions to Unsteady Pseudoplastic. Flow Near a Moving Wall Iteratioal Mathematical Forum, Vol. 9, 04, o. 3, 465-475 HIKARI Ltd, www.m-hikari.com http://dx.doi.org/0.988/imf.04.48 Similarity Solutios to Usteady Pseudoplastic Flow Near a Movig Wall W. Robi Egieerig

More information

MULTILEVEL ANALYSIS OF DELAMINATION INITIATED NEAR THE EDGES OF COMPOSITE STRUCTURES

MULTILEVEL ANALYSIS OF DELAMINATION INITIATED NEAR THE EDGES OF COMPOSITE STRUCTURES MULTILEVEL ANALYSIS OF DELAMINATION INITIATED NEAR THE EDGES OF COMPOSITE STRUCTURES N. Carrere 1, T. Vadellos 1, E. Marti 1 ONERA, 9 av. de la Divisio Leler, 930 Châtillo, Frae LCTS, 3 Allée de la Boétie,

More information

FIR Filters. Lecture #7 Chapter 5. BME 310 Biomedical Computing - J.Schesser

FIR Filters. Lecture #7 Chapter 5. BME 310 Biomedical Computing - J.Schesser FIR Filters Lecture #7 Chapter 5 8 What Is this Course All About? To Gai a Appreciatio of the Various Types of Sigals ad Systems To Aalyze The Various Types of Systems To Lear the Skills ad Tools eeded

More information

Mechatronics. Time Response & Frequency Response 2 nd -Order Dynamic System 2-Pole, Low-Pass, Active Filter

Mechatronics. Time Response & Frequency Response 2 nd -Order Dynamic System 2-Pole, Low-Pass, Active Filter Time Respose & Frequecy Respose d -Order Dyamic System -Pole, Low-Pass, Active Filter R 4 R 7 C 5 e i R 1 C R 3 - + R 6 - + e out Assigmet: Perform a Complete Dyamic System Ivestigatio of the Two-Pole,

More information

Michelson's Repetition of the Fizeau Experiment:

Michelson's Repetition of the Fizeau Experiment: Mihelso's Repetitio of the Fizeau Experimet: A Review of the Derivatio ad Cofirmatio of Fresel's Drag Coeffiiet A. A. Faraj a_a_faraj@hotmail.om Abstrat: I this ivestigatio, Mihelso's 1886 repetitio of

More information

Lecture 1: Semiconductor Physics I. Fermi surface of a cubic semiconductor

Lecture 1: Semiconductor Physics I. Fermi surface of a cubic semiconductor Leture 1: Semiodutor Physis I Fermi surfae of a ubi semiodutor 1 Leture 1: Semiodutor Physis I Cotet: Eergy bads, Fermi-Dira distributio, Desity of States, Dopig Readig guide: 1.1 1.5 Ludstrom 3D Eergy

More information

6.003 Homework #12 Solutions

6.003 Homework #12 Solutions 6.003 Homework # Solutios Problems. Which are rue? For each of the D sigals x [] through x 4 [] (below), determie whether the coditios listed i the followig table are satisfied, ad aswer for true or F

More information

Activity 3: Length Measurements with the Four-Sided Meter Stick

Activity 3: Length Measurements with the Four-Sided Meter Stick Activity 3: Legth Measuremets with the Four-Sided Meter Stick OBJECTIVE: The purpose of this experimet is to study errors ad the propagatio of errors whe experimetal data derived usig a four-sided meter

More information

Lesson 8 Refraction of Light

Lesson 8 Refraction of Light Physis 30 Lesso 8 Refratio of Light Refer to Pearso pages 666 to 674. I. Refletio ad Refratio of Light At ay iterfae betwee two differet mediums, some light will be refleted ad some will be refrated, exept

More information

Chapter 8 Hypothesis Testing

Chapter 8 Hypothesis Testing Chapter 8 for BST 695: Speial Topis i Statistial Theory Kui Zhag, Chapter 8 Hypothesis Testig Setio 8 Itrodutio Defiitio 8 A hypothesis is a statemet about a populatio parameter Defiitio 8 The two omplemetary

More information

SINGLE-CHANNEL QUEUING PROBLEMS APPROACH

SINGLE-CHANNEL QUEUING PROBLEMS APPROACH SINGLE-CHANNEL QUEUING ROBLEMS AROACH Abdurrzzag TAMTAM, Doctoral Degree rogramme () Dept. of Telecommuicatios, FEEC, BUT E-mail: xtamta@stud.feec.vutbr.cz Supervised by: Dr. Karol Molár ABSTRACT The paper

More information

CEE 522 Autumn Uncertainty Concepts for Geotechnical Engineering

CEE 522 Autumn Uncertainty Concepts for Geotechnical Engineering CEE 5 Autum 005 Ucertaity Cocepts for Geotechical Egieerig Basic Termiology Set A set is a collectio of (mutually exclusive) objects or evets. The sample space is the (collectively exhaustive) collectio

More information

6.003 Homework #12 Solutions

6.003 Homework #12 Solutions 6.003 Homework # Solutios Problems. Which are rue? For each of the D sigals x [] through x 4 [] below), determie whether the coditios listed i the followig table are satisfied, ad aswer for true or F for

More information

Physics 30 Lesson 8 Refraction of Light

Physics 30 Lesson 8 Refraction of Light Physis 30 Lesso 8 Refratio of Light Refer to Pearso pages 666 to 674. I. Refletio ad refratio of light At ay iterfae betwee two differet mediums, some light will be refleted ad some will be refrated, exept

More information

2. SCHWARZSCHILD GEOMETRY REVISITED The metric for Schwarzschild Geometry is given by, ) (1) For constant values of time we have, c r

2. SCHWARZSCHILD GEOMETRY REVISITED The metric for Schwarzschild Geometry is given by, ) (1) For constant values of time we have, c r urved Spae-Tie ad the Speed of Light aitra Palit uthor/teaher, P-54 Motijheel veue, Motijheel Housig ooperative soiety, Flat- 4, Kolkata-700074, Idia, Eail: palit.aaitra@gail.o Keywords: Shwarzshild Geoetry,

More information

Exploring the feasibility of on-site earthquake early warning using close-in records of the 2007 Noto Hanto earthquake

Exploring the feasibility of on-site earthquake early warning using close-in records of the 2007 Noto Hanto earthquake Exploring the feasibility of on-site earthquake early warning using lose-in reords of the 2007 Noto Hanto earthquake Yih-Min Wu 1 and Hiroo Kanamori 2 1. Department of Geosienes, National Taiwan University,

More information

1 INTRODUCTION. t max. Tie-back method Figure 1 Internal stability analysis of geogrid-reinforced retaining wall in tie-back method

1 INTRODUCTION. t max. Tie-back method Figure 1 Internal stability analysis of geogrid-reinforced retaining wall in tie-back method ABSTRACT: The reiforig effets of geogrid-reifored soil are geerall evaluated b the tesile effet due to the tesile fore of a geogrid. However, we have experimetall examied the existee of the ofiig effet,

More information

ε > 0 N N n N a n < ε. Now notice that a n = a n.

ε > 0 N N n N a n < ε. Now notice that a n = a n. 4 Sequees.5. Null sequees..5.. Defiitio. A ull sequee is a sequee (a ) N that overges to 0. Hee, by defiitio of (a ) N overges to 0, a sequee (a ) N is a ull sequee if ad oly if ( ) ε > 0 N N N a < ε..5..

More information

Recurrence Relations

Recurrence Relations Recurrece Relatios Aalysis of recursive algorithms, such as: it factorial (it ) { if (==0) retur ; else retur ( * factorial(-)); } Let t be the umber of multiplicatios eeded to calculate factorial(). The

More information

Mass Transfer Chapter 3. Diffusion in Concentrated Solutions

Mass Transfer Chapter 3. Diffusion in Concentrated Solutions Mass Trasfer Chapter 3 Diffusio i Coetrated Solutios. Otober 07 3. DIFFUSION IN CONCENTRATED SOLUTIONS 3. Theor Diffusio auses ovetio i fluids Covetive flow ours beause of pressure gradiets (most ommo)

More information

THE ANALYSIS OF GEOTHERMAL FIELD CHARACTERISTICS IN SICHUAN BASIN OF CHINA

THE ANALYSIS OF GEOTHERMAL FIELD CHARACTERISTICS IN SICHUAN BASIN OF CHINA TE ANALYSIS OF GEOTERMAL FIELD CARACTERISTICS IN SICUAN BASIN OF CINA ZOU Xixiag, WANG Xube, YANG Shaoguo, YU uii, ad ZENG Yi Chegdu Uiversity of Tehology, Sihua, Chegdu, 60059, People s Republi of Chia

More information

PILOT STUDY ON THE HORIZONTAL SHEAR BEHAVIOUR OF FRP RUBBER ISOLATORS

PILOT STUDY ON THE HORIZONTAL SHEAR BEHAVIOUR OF FRP RUBBER ISOLATORS Asia-Pacific Coferece o FRP i Structures (APFIS 2007) S.T. Smith (ed) 2007 Iteratioal Istitute for FRP i Costructio PILOT STUDY ON THE HORIZONTAL SHEAR BEHAVIOUR OF FRP RUBBER ISOLATORS T.B. Peg *, J.Z.

More information

CALCULATION OF STIFFNESS AND MASS ORTHOGONAL VECTORS

CALCULATION OF STIFFNESS AND MASS ORTHOGONAL VECTORS 14. CALCULATION OF STIFFNESS AND MASS ORTHOGONAL VECTORS LDR Vectors are Always More Accurate tha Usig the Exact Eigevectors i a Mode Superpositio Aalysis 14.1 INTRODUCTION The major reaso to calculate

More information

Direction of Arrival Estimation Method in Underdetermined Condition Zhang Youzhi a, Li Weibo b, Wang Hanli c

Direction of Arrival Estimation Method in Underdetermined Condition Zhang Youzhi a, Li Weibo b, Wang Hanli c 4th Iteratioal Coferece o Advaced Materials ad Iformatio Techology Processig (AMITP 06) Directio of Arrival Estimatio Method i Uderdetermied Coditio Zhag Youzhi a, Li eibo b, ag Hali c Naval Aeroautical

More information

A NEW CLASS OF 2-STEP RATIONAL MULTISTEP METHODS

A NEW CLASS OF 2-STEP RATIONAL MULTISTEP METHODS Jural Karya Asli Loreka Ahli Matematik Vol. No. (010) page 6-9. Jural Karya Asli Loreka Ahli Matematik A NEW CLASS OF -STEP RATIONAL MULTISTEP METHODS 1 Nazeeruddi Yaacob Teh Yua Yig Norma Alias 1 Departmet

More information

The program calculates the required thickness of doubler plates using the following algorithms. The shear force in the panel zone is given by: V p =

The program calculates the required thickness of doubler plates using the following algorithms. The shear force in the panel zone is given by: V p = COMPUTERS AND STRUCTURES, INC., BERKELEY, CALIFORNIA DECEMBER 2001 STEEL FRAME DESIGN AISC-ASD89 Tehial Note Oe aspet of the esig of a steel framig system is a evaluatio of the shear fores that exist i

More information

Introduction to Signals and Systems, Part V: Lecture Summary

Introduction to Signals and Systems, Part V: Lecture Summary EEL33: Discrete-Time Sigals ad Systems Itroductio to Sigals ad Systems, Part V: Lecture Summary Itroductio to Sigals ad Systems, Part V: Lecture Summary So far we have oly looked at examples of o-recursive

More information