Bulletin of the Seismological Society of America, Vol. 72, No. 6, pp , December 1982

Size: px
Start display at page:

Download "Bulletin of the Seismological Society of America, Vol. 72, No. 6, pp , December 1982"

Transcription

1 Bulletin f the Seismlgical Sciety f America, Vl. 72, N. 6, pp , December 1982 ANALYSIS OF THE GROUND ACCELERATIONS RADIATED BY THE 1980 LIVERMORE VALLEY EARTHQUAKES FOR DIRECTIVITY AND DYNAMIC SOURCE CHARACTERISTICS BY JOHN BOATWRIGHT AND DAVID M. BOORE ABSTRACT The strng mtin accelergraph recrdings f the 24 January 1980 main shck and the 27 January 1980 aftershck f the Livermre Valley earthquake sequence are analyzed fr systematic variatins with azimuth r statin lcatin. The variatin f the peak acceleratins with epicentral azimuth is apparently reversed fr the tw events: the main shck acceleratins are larger t the suth, and the aftershck acceleratins are larger t the nrthwest. We eliminate the site effects by frming the rati f the peak acceleratins recrded at the same statin, after crrecting fr the epicentral distance. This analysis indicates that surce direcuvity caused a ttal variatin f a factr f 10 in the peak acceleratins. Cmparisn f this variatin with the spatia! extent f the aftershck sequences suggests that the strng directivity in the radiated acceleratins is the result f unilateral ruptures in bth events. The accelergrams recrded at 10 statins within 35 km f the events were digitized t analyze the azimuthal variatin f the rms acceleratin, the peak velcity, and the radiated energy flux. The variatin f rms acceleratin crrelates almst exactly with the variatin f the peak acceleratins. This crrelatin is analyzed using bth deterministic and stchastic mdels fr the acceleratin wavefrms. The peak velcities, crrected fr epicentral distance, vary with azimuth by a factr f 5 fr bth events, while the radiated energy flux varies by a factr f 30 fr the main shck and 15 fr the aftershck. The peak velcities are strngly crrelated with the radiated energy flux. The radiated seismic energies are estimated t be 2.6 ± 0.9 x 102 dyne-cm fr the main shck and 1.5 ± 0.3 x 1020 dyne-cm fr the aftershck. INTRODUCTION The azimuthal variatin f the radiated seismic energy due t the gemetry f the rupture grwth, r directivity, has lng been recgnized at intermediate perids (several tens f secnds) in teleseismic recrdings f large earthquakes (e.g., Beniff, 1955). The existence f strng directivity effects at shrter perids, especially at perids f engineering interest, is a matter f current debate. Recrdings f grund acceleratins frm several recent earthquakes in Califrnia including the 1971 San Fernand (McGuire and Hanks, 1980), 1979 Cyte Lake (Archuleta, 1979), and Imperial Valley (Swanger et al., 1981) have been interpreted as shwing directivity. Althugh cnvincing, the evidence is nt indisputable. Objectins that have been raised t this interpretatin appeal t cnsideratins f the hetergeneity f the stress release in an extended rupture and systematic effects due t radiatin pattern, lcal sil amplificatin, fundatin-sil interactin, and anelastic attenuatin. While these cmpeting effects cannt pssibly bviate all these interpretatins, they hinder the direct quantificatin f directivity. In this paper, we present what appears t be unambiguus evidence fr directivity in the acceleratins radiated by tw earthquakes which ccurred near Livermre Valley, Califrnia, during January The analysis fr directivity is enhanced by the gd azimuthal cverage, the mderate size f the faults relative t the distance 1843

2 1844 JOHN BOATWRIGHT AND DAVID M. BOORE frm the statins, and the fact that many statins recrded bth events. By cmparing the acceleratins recrded at the same statins, it is pssible t eliminate many f the difficulties assciated with analyzing data frm a single event. The peak acceleratin data were first presented as part f a letter t the editr by Bre and Prcella (1980); this paper presents a mre cmplete analysis f the accelergrams written by these earthquakes. While peak acceleratin is the mst prevalent quantificatin f strng grund mtin, there are ther measurements which may be analyzed t test the directivity in the radiated wave field; in particular, we have analyzed the rms acceleratin, the peak velcity, and the radiated energy flux f the S-wave arrivals at 10 f the clsest statins. The peak velcity and the radiated energy flux (the integral f the square f the grund velcity) are velcity analgs f the peak and rms acceleratin; the energy flux, uncrrected fr attenuatin, is prprtinal t the square f the rms velcity times the signal duratin. This wrk presents the first bservatinal analysis f directivity in these integral measures f strng grund mtin. THE LIVERMORE VALLEY EARTHQUAKES The Livermre Valley earthquakes prvide an excellent pprtunity t study directivity in high-frequency grund mtin. Bth the main shck and the largest aftershck were well recrded by strng mtin accelergraphs (Figure 1). The main shck ccurred n 24 January 1981 at a hypcentral depth f 10.5 km and had a mment f abut dyne-cm. The mment f the largest aftershck, which ccurred n 27 January 1981, at a depth f 15 km, was abut dyne-cm (Blt et al., 1981; J. F. Scheimer, ral cmmunicatin, 1982). Shrt-perid P-wave first mtins indicate that the faulting invlved strike-slip mtin n near-vertical planes. The main shck had a shrt-perid P-wave ndal plane striking 11 west f nrth, while the aftershck had a ndal plane striking 37 west f nrth (Cckerham et al., 1980). Figure 2 shws the epicentral lcatins f the aftershcks which ccurred within 24 hr f the main shck. The aftershck sequence indicates that the main shck rupture prpagatin was primarily t the sutheast. The trend f the aftershck sequence is rtated 25 frm the strike f the nrth-suth ndal plane f the main shck fcal mechanism, but is parallel t the strike f the aftershck ndal plane. As discussed in the next sectin, the peak mtins radiated by the main shck arrive relatively late in the wavefrms. In the analysis fr the directivity, these mtins are assumed t be radiated by the sectin f the fault which strikes t the sutheast; the shrt-perid fcal mechanism is assumed t crrespnd nly t a small initial rupture event. Figure 3 shws the seismicity pattern fr a 5-hr perid n either side f the 27 January aftershck; 2- and 24-hr perids shw similar patterns. The rupture in the aftershck appears t have prpagated t the nrthwest; this directin is inferred frm the cluster f small earthquakes t the nrthwest f the epicenter. As Figure 2 shws, hwever, the regin f suppsed aftershcks f the 27 January event is als the site f aftershck activity fllwing the main shck. These clusters may represent the respnse f an unruptured asperity between the tw events and nt indicate rupture prpagatin t the nrthwest in the 27 January aftershck. THE STRONG MOTION ACCELEROGRAMS A subset f the accelergrams written by the 24 January main shck are shwn in Figure 4, superimpsed n a map f the regin shwing the twn f Livermre and the Sacrament River. The acceleratins pltted t the right f the statin lcatins are the SH cmpnents f the hrizntal mtin. The amplitudes f the

3 ANALYSIS OF GROUND ACCELERATIONS FOR DIRECTIVITY 1845 acceleratins are scaled t crrect fr the gemetrical spreading using the hypcentral distances listed in Table 2. The fault plane inferred frm the aftershck distributin is drawn as a dark wavy line. The directivity in the radiated acceleratins is clearly demnstrated by the difference in amplitude between statin DVD t the suth and statins ANT and WCS t the nrthwest. This variatin with azimuth is reversed in Figure 5, which shws the accelergrams written at the same statins by the 27 January aftershck. The acceleratins radiated by the aftershck are larger at ANT and WCS than at DVD while they are apprximately the same fr the statins t the east and west. :58" ANTe OCL '\ ~1~i~ ~4-80 IDPP FR.~.~, ~E "}~J-ZT- 80 TRY x ~ lz~ \\ IADV D - "-,~t// 57. 5,2 SJT \\ ~VR X~'., KILOMETERS I I I 3 I '~ I FIG. 1. Lcatin map, adapted frm McJunkin and Ragsdale (1980). Epicenters f the 24 and 27 January events (Cckerham et al., 1980) are shwn by stars. Permanent and temprary accelergraph statins shwn by three- and tw-letter designatins, respectively (McJunkin and Ragsdale, 1980; Switzer et al., 1981). Temprary statins were installed after the 24 January event. Structure type indicated by symbl: circle, building less than three stries; square, building taller than tw stries; triangle, dam abutment r te. In additin t the strng difference in the azimuthal variatin f the amplitudes radiated by the tw earthquakes, there is a significant difference in the character f the acceleratin wavefrms. The peak acceleratins in the main shck accelergrams arrive relatively late in the wavefrms, whereas the peak acceleratins in the aftershck accelergrams ccur as the secnd pulse. This difference is assumed t reflect the cmplexity f the rupture prcess f the main shck relative t that f the aftershck. In the main shck, the initial mtins f the accelergrams are

4 1846 JOHN BOATWRIGHT AND DAVID M. BOORE radiated by an initial rupture event whse fcal mechanism is given by the shrtperid P-wave radiatin pattern. The peak mtins in the accelergrams are assciated with rupture n the sutheast extensin f the aftershck distributin. The peak mtins in the wavefrms radiated by the 27 January event are interpreted 24 HRS. FOLLOWING 1-24 EVENT I I I 3750'N I- ; I : 57 40' N 1 1 I 'W 'W FIG. 2. Aftershcks fr 24 hr fllwing the 24 January event, with magnitude shwn by symbl size ( fr ML :> 2.0, O fr ML > 4.0). Lcatins f the 24 and 27 January events are indicated by crsses. 5 HRS. PRIOR TO 1-27 EVENT 5 HRS. AFTER 1-27 EVENT I I i I I I 3750'N O,:pO 0% ~0 i_zr 0,-27 ce) 3740'N I I I I I I 121%50' W ' W 'W ' W FIG. 3. Aftershcks fr 5-hr perids befre and after 27 January event (shwn by largest symbl). as examples f stpping phases, i.e., the acceleratin pulses radiated by the deceleratin f a rupture frnt (Savage, 1965; Madariaga, 1977), as their plarities are reversed with respect t the first mtin f the wavefrms. Befre analyzing these acceleratins, it is useful t cnsider sme f the site

5 ANALYSIS OF GROUND ACCELERATIONS FOR DIRECTIVITY 1847 effects in the data by cmparing accelergrams frm statins which are near the same azimuth frm the epicenters f the events. In Figure 6, we have pltted the SH cmpnents f the acceleratin recrded at statins DVD and VLR, which are separated by 1 km. Althugh the relative amplitudes are similar, the site respnse,,,i,,~,,l,''i... I... ANT 3800 ' WCS -- I...,,,t I sec \ \ llrrlrl H l+liii,~,,llll,i,,,,i,,l DPP _ :5745, LIVERMORE mllr~,,ll,~,,,~+,~llrllrjll+ll, ASE E_ 0 5 ~ i i i I t3 KM E ' I ll - ~ r,,~lr,,;,,,,~]~*~... I... DVD... I... I... tf,,l i MSJ ' ' ' FIG. 4. Selected SH accelergrams f the 24 January main shck superimpsed n a map f the Livermre area, shwing the directivity in peak mtins and relative cmplexity f the main shck accelergrams. The acceleratin scales have been adjusted t cmpensate fr the expected gemetrical spreading; the scales are 100 cm/sec 2 between the large tick marks. f the tw statins differs strngly. The Del Valle Dam te has a strng resnance at 8 Hz, and the Veterans Administratin Hspital resnates at abut 0.4 Hz (R. B. Matthiesen, ral cmmunicatin, 1980). Because these resnant frequencies are smewhat utside the peak frequency f the grund acceleratin at these statins,

6 1848 JOHN BOATWRIGHT AND DAVID M. BOORE the different respnses have relatively little effect n the measurements f the peak and rms acceleratin, ther than t slightly amplify the mtins at DVD fr the 24 January main shck. Figure 7 shws a mre extreme example f differential site effects, using the accelergrams written at three statins whse azimuths frm the epicenters are within 25 f each ther. Statins SRE and SRM are less than 5 km frm each 38"00' ~I''''L'''IB,'''I'JlIIJIIIIII ANT wcs \\.k~,!ie I L,~,,g;,I LIVERMORE \ DPP -- i745 ' ASE iiiil:~,,[~,~,r,l,,i,~,,i,,,,i DVD 0 5 I i I I I I KM I i730 ' 12200' M S J ' ' FIG. 5. Selected SH accelergrams f the 27 January aftershck. The acceleratin scales have been adjusted as in Figure 4. Nte the strng amplificatin t the nrthwest, relative t the 24 January accelergrams. ther, yet their accelergrams are remarkably different. The Eastman Kdak Building has a strng site amplificatin at 1.5 Hz, as the large acceleratin pulses in bth recrds indicate, while the San Ramn Fire Statin appears t have a brad spectral hle arund 1 Hz. Because the acceleratin radiated by the main shck is strngest at these frequencies, the differences in the wavefrms and in the peak and

7 ANALYSIS OF GROUND ACCELERATIONS FOR DIRECTIVITY 1849 a 1/24 K 1 I DVD cm sec... I... l... llrllrllll,+l... VLR z~ =17.6km = 185 sec b 1/27 DVD l L cm sec 2... r... I... I... P... I... sec VLR A=14.5km ~=197 FIO. 6. (a) SH accelergrams f the 24 January main shck recrded at statins DVD and VLR. The scales are adjusted as in Figures 4 and 5. Distance and azimuth frm the epicenter are indicated belw the accelergrams. (b) SH accelergrams written by the 27 January aftershck at the same statins. rms acceleratin measurements are prnunced. The accelergrams recrded at statin A3E are shwn as a cntrl fr the cmparisn f SRE and SRM, althugh A3E has a site resnance at abut 6 Hz. The accelergrams written by the aftershck at SRE and A3E are remarkably similar in shape. Because f the site amplificatin,

8 1850 JOHN BOATWRIGHT AND DAVID M. BOORE 0 W n" ~:: t i < J~ W 0:: 5~ O I I I i

9 ANALYSIS OF GROUND ACCELERATIONS FOR DIRECTIVITY 1851 hwever, the accelergrams recrded at SRE are nt used t estimate surce parameters. PEAK GROUND ACCELERATIONS Despite these prnunced site effects, because f the large number f statins which recrded bth f the events, this data set is f cnsiderable use fr studying Statin TABLE 1 PEAK ACCELERATION DATA 24 January Event 27 January Event Structure Peak Grund Type* d~" d (kin) ~ Acceleratin~ (km) ) (g) A3E I ANT BSD CAP CDT CRB DPP DVD ECO GWJ HSU HVR KMC MSJ PHS RCC SJT SRE SRM TIB 1 N Recrd TRY VLR WCS WVC CL 1 Statin Nt Installed FR 1 Statin Nt Installed MT 1 Statin Nt Installed Peak Grund Acceleratin (g) N Recrd N Recrd N Recrd N Recrd * Statin identificatin, crdinates, and structure type (1 = buildings less than r equal t tw stries, 2 = buildings larger than tw stries, 3 = dam te r abutment) frm Switzer et al. (1981). CL, FR, and MT are temprary statins installed after the 24 January event (McJunkin and Ragsdale, 1980). t Clsest hrizntal distance and azimuth frm surce t statin, assuming faults extending frm N, W t N, W and N, W t N, W fr the 24 and 27 January events, respectively. Fault lcatins based n earthquake lcatins by Cckerham et a/. (1980). $ Peak grund acceleratin, largest f the tw hrizntal cmpnents scaled frm riginal recrds by R. L. PrceUa. directivity. In this sectin, the peak grund acceleratins are analyzed t estimate the directivity in each event. The peak mtin (PGA) is defined as the largest acceleratin f the tw hrizntal cmpnents; the values were scaled ff the riginal recrds by R. L. Prcella (Table 1) and have uncertainties f abut _ g. In rder t islate azimuthal variatin f peak mtins fr each event, the effects f

10 1852 JOHN BOATWRIGHT AND DAVID M. BOORE attentin and gemetrical spreading must be remved. We have divided the bserved peak acceleratins by the peak acceleratins predicted frm the attenuatin curves f Jyner and Bre (1981). lg PGA = M - lg r r r = (d ) 1/2, (1) I i ~ i I 1 i i t I I I I I I I I I STRUCTURE <:3 STORIES 1-24 AV/B=O.9/ ~, Q STRUCTURE _> 3 STORIES /., ~ ~ DAM TOE OR hbutment e~ 0 I - _lo i L,, i I L I t 1 L L [ ~ I I, I AZIMUTH L I,, I I i I t I ~ t ~ i I t, _,-27 /0,8~ "0._~ i -I L [ I J l I I I I f ~ ~ t I r I I 0 IO0, AZIMUTH FIG. 8. The lgarithms f the bserved peak acceleratin divided by the predicted peak acceleratin, pltted against azimuth frm surce t receiver. The predicted mtins are estimated frm equatin (1), using mment magnitudes f 5.8 and 5.5 fr the 24 and 27 January events. The curves superimpsed n the data are the theretical predictins determined frm equatin (2) adjusted vertically t the data. where M is mment magnitude f the earthquake and d is the clsest distance t the surface prjectin f the fault rupture in kilmeters. The crrected peak acceleratins are pltted in Figure 8; they shw markedly different variatins with azimuth fr the tw events. The azimuthal variatin fr the peak acceleratins recrded in the basements f large and small structures is apprximately the same, but the tw sets f data differ frm ne anther by a cnstant factr. This is

11 ANALYSIS OF GROUND ACCELERATIONS FOR DIRECTIVITY 1853 cnsistent with analyses f the acceleratins frm ther earthquakes, especially the 1971 San Fernand event. The peak acceleratins recrded in the basements f tall buildings are less than thse recrded in small structures: Bre et al. (1980) find the difference t be 0.2 lg units fr the San Fernand data. Cnsidering this effect f structure size, the estimates f the ttal azimuthal variatin f the peak acceleratins yields a factr f 8 fr the main shck (0.9 lg units) and a factr f 5 fr the aftershck (0.7 lg units). A critical cnsideratin in this analysis is the effect f the radiatin patterns. It is nt pssible t discern the SH ndes, predicted at 188 and 278, in the measurements f peak acceleratin shwn in Figure 8. Althugh this difficulty des nt rule ut the pssibility that the radiatin patterns influence the peak acceleratins, the dense sampling f statin azimuths frm 180 t 300 indicates that the radiatin patterns are significantly bscured. The radiatin patterns are assumed t be bscured by tw effects: the scattering f bdy waves at high frequencies and the cmplexity f the dynamic rupture prcess. Nte als that the peak hrizntal S- wave mtin is measured withut regard t whether it is SH r SV mtin. As discussed earlier, it is difficult t estimate directivity fr single events: apparent azlmuthal variatins can be caused by carse sampling f radiatin patterns, by using imprper distance crrectins, r by azimuthally dependent gelgy and structure-size distributins. T eliminate these effects, we have analyzed the rati f peak acceleratins at thse statins which recrded bth events. Because the epicentral distances are similar, this rati is relatively insensitive t the attenuatin relatin used t crrect fr the epicentral distance. The results pltted in Figure 9 shw a marked azimuthal dependence, with a ttal variatin f a factr f 30 (1.5 lg units). Because we are using the rati f the peak acceleratins at these statins, this variatin can nly result frm the directivity in the tw events. If the dminant mtin f the main shck ccurred n the same fault plane as the aftershck, as suggested by the aftershck sequence fllwing the main shck, this rati als eliminates any bias which might result frm the radiatin patterns. It is imprtant t analyze the azimuthal variatins using theretical predictins f directivity. As a simple mdel fr the variatin f the peak grund acceleratin, we cnsider the directivity functin, Au DS(~) = [1 - ~ cs ~]-~ (2) (Madariaga, 1977; Batwright, 1982) where h v is the change f rupture velcity assciated with the radiatin f the acceleratin pulse, fl is the shear wave velcity at the surce, and is the angle between the directin f rupture and the takeff directin f the ray. This equatin is exactly applicable nly fr the peak acceleratins measured frm the acceleratin pulses radiated by the same faulting event. In calculating the theretical curves, the takeff angles f the rays are assumed t be hrizntal; ~ is taken as the angle between the rupture directin, 0r, and the azimuth t the statin, 0- The rupture directins were assumed t be hrizntal and aligned with the sutheastward extensin f the distributin f aftershcks fr the main shck (Or = 143 ) and with the nrthwest (0r = 323 ) fr the aftershck. The theretical curves calculated fr A v = 0.7fi, 0.8fl, and 0.9fi are pltted n Figures 8 and 9. The curves in Figure 8 were adjusted vertically t the small structure data.

12 1854 JOHN BOATWRIGHT AND DAVID M. BOORE Althugh it is nt pssible t chse between the changes f rupture velcity, the agreement f the theretical curves with the main shck data is surprisingly gd. Because f the increased scatter f the data, hwever, the fit f the theretical curves t the aftershck data is less cnvincing. In Figure 9, the theretical curves are cmpared t the ratis f the peak acceleratins: the agreement is remarkable in that n free parameters were varied t btain it. Using nly the small-structure and dam site data, the change f rupture velcity appears t be greater than 0.7ft. The takeff angles f the shear waves recrded at statins 10 t 35 km frm the epicenters range frm 40 t 10 abve hrizntal (R. Cckerham, written cmmunicatin, 1981}. Fr a purely hrizntal rupture, this range f takeff angles weakens the expected directivity by apprximately 10 per cent. The directivity wuld als be weakened if the directins f the ruptures were nt purely hrizntal. These tw cnsideratins indicate that the theretical curves calculated using ~ -- ~ - (~r represent upper bunds fr the expected directivity. Therefre, A v = 0.7fi is a strng lwer bund fr the change f rupture velcity. L ' ' ' ' ' ' ' _,,.. ~ i 0 I AVERAGE AZIMUTH FIG. 9. The lgarithms f the rati f peak acceleratins frm the 24 and 27 January events crrected fr distance with theretical curves determined fr varius changes f rupture velcity superimpsed. In rder t cnsider the variatin f peak acceleratin which may result frm differential site effects r radiatin patterns, we analyze the distributin f the lgarithms f the prducts, at each statin, f the crrected peak acceleratins. Assuming that the directivity in the tw events is exactly reversed in azimuth and equal in amplitude, the standard deviatin f this distributin is equal t twice the variatin which may be attributed t site effects. This prcedure estimates the ttal peak t peak variatin expected frm site effects and radiatin patterns as a factr f 3 (half a lg unit). RMS ACCELERATIONS We have analyzed the rms acceleratins f the SH cmpnents f the shear waves radiated by the main shck and the largest aftershck using a subset f the statins which recrded the tw events. The statins chsen represent as cmplete an azimuthal distributin as pssible; they als include mst f the strng mtin statins within 35 km f the tw events.

13 ANALYSIS OF GROUND ACCELERATIONS FOR DIRECTIVITY 1855 While mstly SH mtin, the shear waves are nt perfectly plarized. Because the SH cmpnent is always the largest cmpnent f mtin, hwever, this analysis is cnsistent with the previus analysis f the peak grund acceleratin. The measurements f a,n~ and the duratins used t calculate them are shwn in Table 2. The chice f the interval ver which the square f the acceleratin is averaged was made in a subjective fashin, where the direct S wave is enclsed as clsely as pssible. As discussed by McCann and Bre (1982), this technique, althugh subjective, is ~vell cnditined; varying the duratin has little effect n the rms estimates. T islate the variatin f these measurements with azimuth, we multiply the rms acceleratin by the hypcentral distance, t crrect fr the gemetrical spreading. The resulting estimates are then averaged t btain the mean Ra... and the lgarithm f Rarm~/Rarms is calculated. These lgarithms are pltted in Figure 10, alng with the lgarithms f the bserved peak acceleratins divided by the predicted peak acceleratins fr the same statins. The crrected arm~ values track the crrected peak acceleratin values well: the crrected values are mre than 25 per cent frm each ther at nly fur f the statins. Statin TABLE 2 RMS ACCELERATION DATA 24 January Event 27 January Event R * r arm~ fma* ~" 0 R ~" ar,~ h a (kin) (sec) (cm/sec 2) (Hz) (bars) (km) (sec) (cm/sec 2) (bars) A3E ANT DPP DVD MSJ SRE SRM VLR WCS FR Statin Nt Installed * Hypcentral distance cmputed frm nearest epicentral distances listed in Table I and the hypcentral depths f 10.5 km fr the main shck and 15 km fr the aftershck. The crrelatin is smewhat strnger than the crrelatin presented by Hanks and McGuire {1981) fr the accelergrams written by the 1975 Orville aftershck sequence. If we use this crrelatin t extraplate the variatin f the crrected peak acceleratins t the crrected rms acceleratins, we then estimate a directivity effect f a factr f 10 (peak t peak) fr measurements f rms acceleratin frm a strngly unilateral event. As demnstrated by Batwright (1982), the rms acceleratin may be used t estimate the rms dynamic stress drp averaged ver the rupture area. In general, the relatin between the rms acceleratin and the rms dynamic stress drp depends n the shape f the acceleratin spectrum. Fr acceleratin spectra which are flat between the crner frequency,/c, and a high-frequency limit, fmax, we can use the relatin, -1/2 p ~2 ~fmax 2 R-'~rms A. = 1.13 \ f (3a)

14 1856 JOHN BOATWRIGHT AND DAVID M. BOORE (Batwright, 1982). This spectral mdel is apprpriate fr the acceleratins radiated by the main shck. Fr acceleratin spectra where fmax < 5f0 r which fall ff as ~-1 abve the crner frequency, this relatin may be rewritten as, 2p fi2 ha = - - = Ra... (3b) 3 ~ ~ vhv I I I I I I E I I i I W I [] O O Ib [] _ W -I.J r~ W W w [k (.9...i 1-24 I i i i r I I I I PEAK RMS ACCEL ACCEL. Structure < 3 stries Q 0 Structure _>5 stries [] Dam te r abutment A I i i _,~ ~ ~ - O- -- (/3 ~ ~_ 0 O 0 [] --0 O -- - n-27 -'6-' k k ',i, I.i I L ~, I k -I AZIMUTH Fr. 10. Cmparisn f crrected peak grund acceleratin and rms acceleratin fr the 10 statins at which the rms acceleratin was measured. The rms acceleratins are crrected fr hypcentral distance and divided by the mean, R-a... The slid symbls are the crrected peak acceleratins; the pen symbls are the crrected rms acceleratins. This spectral mdel is apprpriate fr the aftershck. Here p = 2.8 gm/cm 3 and fl km/sec are the density and the shear wave velcity, and we assume v = 0.75fi is the average rupture velcity, &v = 0.85fi is the change f rupture velcity assciated with the radiated acceleratins, and ~ 8 = 0.77 is the average highfrequency radiatin pattern fr SH waves which takeff between 10 and 40 frm the hrizntal frm a strike-slip fault (see Batwright, 1982, Figures 1 and 2), multiplied by tw t accunt fr the free-surface. The effect f the near-surface density, p' = 2.5 gm/cm ~, and shear wave velcity, fl' = 1.5 km/sec, n the acceleratin amplitudes is apprximated by the factr (p'fi'/p fi)1/2 = 0.64 (Aki and

15 ANALYSIS OF GROUND ACCELERATIONS FOR DIRECTIVITY 1857 Richards, 1980). Using the estimates f R, a,~, and f,,,~ listed in Table 2, with/0 = 0.7 Hz fr the main shck and 0.9 Hz fr the aftershck, then gives estimates f the rms dynamic stress drp fa ffi 152 +_ 29 bars fr the main shck and 173 _+ 26 bars fr the aftershck. The estimate f the dynamic stress drp f the aftershck can be tested against the initial slpe technique prpsed by Batwright (1980), where = p -. In this equatin, ~ = ~ sin 8, where ~ is the angle between the takeff dh'ecti~n f the ray and the nrmal t the fault surface. The measurements f the initial slpe ~f the velcity wavefrms, -~, are listed in Table 3 alng with the resulting estimates f the dynamic stress drp. The radiatin pattern crrectin, F ~ , is the average f the abslute value f the SH radiatin pattern ver the range f the Statin TABLE 3 DYNAI~[(C STRF_~S DROP DATA R 8 (t) aa (kin) (cn,jsec2) (ba~) A3E ANT DPP MSJ SRE WCS FIR 15.6 (D takeff m~gles, multiplied by tw t crrect fr the free surface. The measurements f the initial slpe were'crrected fr attenuatin by subtracting t*/2 (= T/2Q where T is the travel time and Q = 200) frm the duratin ver which the slpe was estimated. The resulting estimate f the dynamic stress drp is bars, slightly less than the estimate f the rms dynamic stress drp determined frm the rms acceleratins. These estimates f the dynamic,stress drp are smewhat larger than the a~,,, stress drps determined by Hanks'and MeG.trite (1981)fr.seven mderate aftershcks f the 1975 Orville, Califrnia, earthquake, whse a,= stress drps ranged frm 90 t 170 bars. The depths f the aftershcks studied ranged frm 6 t 11 km, and they had predminantly nrmal faulting mechanisms. As the arm~ stress drps returned by Hanksand McGuire's (1981) inversin underestimate the rms dynamic stress drps by abut 20 per cent (Batwright, 1982), the estimates f stress drp frm these tw ~different tectnic envirnments appear t be remarkably, similar. THEORETICAL RELATIONS BETWEEN PEAK AND RMS ACCELERATION The crrelatin between the peak acceleratins and the rms acceleratins shwn in Figure 10 suggests cmparing these measurements t predictins frm theretical

16 1858 JOHN BOATWRIGHT AND DAVID M. BOORE mdels f the acceleratin wavefrms. We will cnsider tw mdels: the deterministic mdel prpsed by Batwright (1982) and the stchastic mdel similar t the mdel f Hanks and McGuire (1981). Frm equatin (6) f Batwright (1982), the peak acceleratin radiated by a subevent f radius r' and dynamic stress drp ha' may be written as, am~. = AV (5) # R ~ where ~ is the width f the acceleratin pulse, ~ar~x is the area under the acceleratin pulse, and # is the rigidity. Dividing the area f the acceleratin pulse by the rms acceleratin and assuming that the dynamic stress drp f the strngest subevent (ha') is greater than r equal t the rms dynamic stress drp f the verall event (ha), equatins (3b) and (5) determine an upper bund fr the radius f the subevent which radiated the peak acceleratin ~amax 2 ha' r' m arms 3 ha V" (6) This relatin has the same dimensins as equatin (25) f McGarr (1.981) which relates the asperity radius t the rati f the peak velcity t the peak acceleratin. Because it uses the area f the peak acceleratin pulse rather than the peak acceleratin, hwever, it is nearly independent f the attenuatin. Nte that the use f equatin (3b) presumes that the acceleratin spectra are peaked and fallff as ~--1 abve the cmer frequency. Figure 11 Shws the measurements made n a number f the accelergrams written by the 27 January aftershck. The measurements are listed in Table 4. The peak acceleratins were calculated frm the rtated SH cmpnents rather than by using the values listed in Table 1. If the rms acceleratins were calculated frm the cmpnents n which the peak acceleratins were riginally measured, the results wuld be identical. The nly anmalus pulse area is the pulse area f the main shck accelergram recrded at SRE. As shwn in Figure 7, this accelergram has an unusually brad pulse which is nt seen n the statins which are near the same azimuth frm the event. If we mit this statin, we btain r'/v ~ 0.56 _ 0.04 sec fr the main shck and r'/v ~= _ 0.04 sec fr the aftershck. The distributin f the ratis f pulse area t arm~ is well cnstrained fr bth events. If the dynamic stress drp f the subevent is apprximately equal t the rms dynamic stress drp f the whle event, equatin (6) can be used t estimate the radius f the subevent. Assuming that the average rupture velcity is 0.75fl where the shear wave velcity at depthis 3.3 km/sec, we btain 1.5 +_ 0.1 km fr the radius f ne aftershck. This estimate f surce size is slightly smaller than the spatial extent f the aftershck cluster which fllwed this event. Fr the mainshck, equatin (6) gives an upper bund f km fr the strngest subevent. We cannt identify a specific sectin f the aftershck distributin which might crrespnd t this subevent. Equatin (6) is a deterministic analg f the stchastic relatin derived by Hanks and McGuire (1981), which relates the peak acceleratin t the rms acceleratin by assuming that the grund acceleratin in a bdy wave arrival is finite duratin and

17 ANALYSIS OF GROUND ACCELERATIONS FOR DIRECTIVITY 1859 bandiimited. Their equatin is the first term f the relatin, Y a~a~ -- [2 ln(2n)] 1/2 + [2 ln(2n)] 1/2' (7) ANT WGS A3E Fr. 11. The measureme~ts f pulse width and peak acceleratia fr three f the aeceier,.~g~.ams written by the 24 January aftershck, shw~ reiative t the rma acceiera~ien level fr each pulse. sec Statin TABLE 4 PEAK ACCELERATION PULSE DATA 24 January Event 27 January Event (cm/sec 2) (see) (cm/sec) (cm/sec ~) (sec) (cm/sec) A3E ANT DPP DVD MSJ SRE SRM VLR WCS FR Statin Nt Installed which is itself asympttic t an exact expressin given by Cartw~ight and Lnguet- Higgins (1956). In equatin (7), ~, is Euler's cnstant ( ), and N is the average number f psitive zer crssings in the duratin f strng grund shaking, ~. N may be estimated frm zerth and secnd mments f the energy spectrum (a mre cmplete analysis f the seismlgical applicatins f the results frm randm

18 1860 JOHN BOATWRIGHT AND DAVID M. BOORE vibratin thery is in preparatin). Using, v = 1.,5 and 1.1 sec fr.the main shck and the~ aftershck, respectively, and estimating, N frm a spectral shape which apprximates the data spectra, gi.ves am~x arm, fr the:main shck and a~ = 2.4a~, fr the aftershck. Averaging the ratis f the peak and rms acceleratins measured frm the accelergrams fr each event gives a~, -- (2.5 =t= 0.1)a,,, fr bth events. Cnsidering the strng directivity in these acceleratins, the agreement between the statistical thery and the bservatins is remarkable. PEAK VELOCITY AND RADIATED ENERGY FLUX It is imprtant t cnsider hw the measurements f peak velcity and radiated energy flux vary with azimuths,_ and whether they are as strngly crrelated as the peak and rms acceleratin. The, peak velcities, measured frm the integrals f the SH accelergrams analyzed in tlm last tw sectins, are listed in Table 4. They were crrected fr epicentral distance using the relatin, lg Vmax M - lg r r S r = (d ) 1/2 (8) f Jyner and Bre (1981). In this relatin, S takes a value f 1 fr sil sites and 0 fr rck sites. Statins ANT, MSJ, S1RE, and SRM were assumed t be sil sites; the ther free-field and large structure statins were assumed t be rck sites. The crrected peak velcities are pltted as a functin f azimuth in Figure 12. While nt identical t the variatin f the crrected peak and rms acceleratins shwn in Figure 10, the variatin with azimuth is similar. Excluding the statins SRM and SRE, which are severely cntaminated by their strng site respnses, the ttal variatin is estimated t be a factr f 5 (0.7 lg units) fr bth events. The radiated energy flux in the S waves is calculated by integrating the square f" the grund velcity ver time r frequency, after crrecting fr the attenuatin. This crrectin is determined using Parseval's relatin, e = d2(~)e ' t" d~ = pfli*, (9) ~J where p and fl are the density and the shear wave velcity at the receiver, and I* is the integral f the square f the grund velcity after crrecting, fr attenuatin. The necessary measurements are cmpiled in Table 4. Bth the uncrrected and crrected integrals f the square f the grund velcity (I and I*) are listed t shw hw the attenuatin crrectin affects the estimate f the radiated energy flux. The statin estimates f the ttal radiated, energy are shwn in the last clumn; these estimates are btained frm tb.e relatin, ~,=2~ ~ ~, (10) (RandaU, 1973; Batwright, 1980). Here the radiatin pattern, ~ , is the rms SH radiatin pattern averaged ver the range f.takeff angles and multiplied by tw t accunt fr the free surface. The estimates f the radiated energy, cmpiled in Table 5, vary ver a factr f 30 fr the main shck and 15 fr the aftershck. Because this estimate is determined frm a squared measure f the grund mtin,

19 i ANALYSIS OF GROUND ACCELERATIONS FOR DIRECTIVITY 1861 I '' '1' ' I! ' ' A 0-- OlD - 0 hi I-- (.9 J C:I W ~> rn O CD O _J -I I q, 1-24 J i i I, i, I,, I, I, I ', ~ I, i ~O~T~ ~ ~,u Structure < 5 stries 0 Structure _>3 stries [] Dam te r abutment A 0 O 0 [] -2 2 X _2 >- r wlw Z ~- r 0-- ~- * 0 -I(- i 1-27,,, L I I, I ~ I I L I I AZIMUTH I -2 FIG. 12. Crrected peak velcity and radiated energy estimates pltted against azimuth fr 10 statins. The statins SRE (at 229 and 256 ) and SRM (at 253 and 274 ) have anmalus site respnses. The pen symbls are the crrected radiated energy estimates; the slid symbls are the crrected peak velcities. Nte the strng crrelatin fr the 27 January data. Statin TABLE 5 PEAK VELOCITY AND ENERGY FLUX DATA 24 January Event 27 January Event Vmax I I* E~ Vmax I I* Es (cm/sec) (cm2/sec) (1020 dyne-cm) (cm/sec) (cm2/sec) (102 dyne-cm) A3E ANT DPP DVD MSJ SRE SRM VLR WCS FR Statin Nt Installed

20 1862 JOHN BOATWRIGHT AND DAVID M. BOORE the square rts f these factrs (5.5 and 4) shuld be cmpared t the variatin f the peak velcity. Such a strng variatin can lead t substantial errrs in estimates f the radiated energy fr unilateral ruptures. The average radiated seismic energies are estimated as 2.6 +_ dyne-cm fr the main shck and 1.5 +_ dyne-cm fr the aftershck by calculating the arithmetic average f the statin estimates. As the rati f the mments f the events calculated by Blt et al. (1981) was abut 3, the aftershck appears t have radiated energy mre efficiently than the main shck. This discrepancy may result in part frm the statin distributin; the aftershck ruptured tward the largest cncentratin f statins (t the nrthwest) whereas the main shck ruptured away frm these statins. The crrelatin between the peak velcities and radiated energies shwn in Figure 12 is as strng as the crrelatin between the peak and rms acceleratins, particularly fr the 27 January aftershck recrdings. SRM is the nly anmalus statin: the crrected radiated energy is apprximately 50 per cent less than the crrected peak velcity. The azimuthal variatin f these measurements appears t be abut twthirds the variatin f the peak acceleratins. Cmparisn f Figure 12 t Figure 10 indicates that the velcity measurements d nt crrelate with the acceleratin measurements as well as they crrelate with each ther. The stchastic relatin f the peak velcity t the rms velcity is similar t the relatin between the peak and rms acceleratin. They differ nly in the number f psitive zer crssings. N is smaller fr velcity pulse shapes than fr acceleratin pulse shapes because velcity spectra have a lwer dminant frequency than acceleratin spectra. Fr the velcity spectra frm these tw events, N is small enugh t require using the exact expressin t which equatin (7) is asympttic. This expressin predicts that the rati f peak velcity t the rms velcity is bunded as 2.3 => Vmax/Vrm~ >= 1.7, fr velcity spectra which fallff between c-1 and c-2 abve the cmer frequency. Using the values f Vmax and I listed in Table 5 and the relatin, t determine averages f the ratis f the peak velcity t the rms velcity, gives Vmax ---- (1.9 +_ 0.1)V~8 fr the main shck and Vmax ( )Vrms fr the aftershek. As nted previusly, the velcity spectra frm the main shck rllff as ~0-1 ver a narrw frequency band while the spectra frm the aftershck rllff as ~0-2 abve the crner frequency. The bservatins are in excellent agreement with the theretical predictins. DISCUSSION Direetivity in these earthquakes was als bserved in lnger perid mtins, including Wd-Andersn seismgraphs and bradband recrders (Blt et al., 1981; Schechter, 1981). Figure 13, adapted frm Schechter (1981), cmpares the Wd- Andersn seismgrams recrded at Arcata and Santa Barbara. The azimuth frm the main shck t Santa Barbara is within 10 f the assumed directin f rupture; the difference in amplitude between SBC and ARC is abut a factr f 10. Fr the aftershck, hwever, the difference is less prnunced. The lw-magnificatin, Wd-Andersn equivalent at Berkeley gave magnitudes f 5.5 and 5.9 fr the first and secnd events, respectively. If the magnitudes had been based n peak acceleratins, the theretical curve in Figure 9 predicts that the difference between first and secnd events wuld have been 0.5 t 0.7 units, depending n the change f

21 ANALYSIS OF GROUND ACCELERATIONS FOR DIRECTIVITY 1863 rupture velcity. The bserved difference f 0.4 crrespnds t the expected difference in peak velcity rather than peak acceleratin. The relative amplitudes f the bradband recrdings at Berkeley are reversed with respect t the Wd-Andersn amplitudes, with the first event having much mre lng-perid mtin (B. Schechter, written cmmunicatin, 1981). This behavir reflects the relative size f the mments f the tw events. The strng directivity in the peak acceleratins radiated by these earthquakes implies that bth events had unilateral ruptures. In equatin (5), the peak acceleratin depends linearly n the asperity radius and the dynamic stress drp. Fr an incherent rupture in which the dynamic stress drp is apprximately cnstant ver the cmpnent subevents, the directivity in the radiated peak acceleratins must be similarly reflected in the relative asymmetry f the rupture prcess. Either the peak acceleratins were radiated by an extremely large and unilateral subevent, r all the larger subevents ruptured in the same directin. A similar argument can be made 1/ N-S ARC E-W - ~ - ~, ~ ~ =330,~=392km 11 E-W SBC N-S ~<~4~\ =153 A=419km m [A_IJIIilIIIII]LLJEIIIIJlI!Iilll [ LllllIJIIL[l!iJrJJJ!!~lJJ!lJ~LIjlL i 2 1 k TIME (secnds) FIG. 13. Wd-Andersn seismgrams f the 24 January main shck and the 27 January aftershck recrded at Arcata and Santa Barbara (reprinted frm Schechter, 1981). cncerning the directivity in the rms acceleratin measurements. Because the rms acceleratin is the mean f the square f the acceleratin, it is mst sensitive t the strngest subevent. Fr cmplex events, then, bth the peak and rms acceleratin shuld be generally insensitive t directivity, except in the case f a simple event r a purely unilateral rupture. The fact that the peak and rms acceleratins shw such strng directivity implies that the rupture prcesses f these earthquakes were unilateral. In the analysis f these acceleratins, we have emphasized the difference between the average rupture velcity, v, and the change in rupture velcity, Av, which cntrls the high-frequency radiatin. The average rupture velcity is strngly cnditined by the cmplexity and gemetry f the rupture grwth. Fr simple ruptures, it may apprach the terminal rupture velcities fr antiplane and inplane cracks, i.e., the shear and Rayleigh wave speeds. Fr cmplex ruptures, hwever, it will be substantially slwer. In cntrast, the radiative change in rupture velcity is a prperty f the crack tip, r the set f crack tips making up a cmplex rupture

22 1864 JOHN BOATWRIGHT AND DAVID M. BOORE prcess. It shuld be clse t the terminal rupture velcity, regardless f the cmplexity f the rupture prcess. The lwer bund f Av = 0.7fi determined frm the directivity in,the radiated peak acceleratins is substantially slwer than these terminal velcities. The range f takeff angles and the pssibility f a subhrizntal rupture directin may have weakened the bserved directivity, hwever. This lwer bund is cmmensurate with the estimate f Av = 0.80 _ 0.07fi, btained by Batwright (1982) frm a cmparisn f the high-frequency cntent f the P and S waves radiated by 10 small earthquakes in Mnticell, Suth Carlina. CONCLUSIONS The peak hrizntal acceleratins, the rms acceleratins, the peak velcities, and the energy flux radiated by the main shck and the largest aftershck f the 1980 Livermre Valley earthquake sequence shw clear evidence f directivity, bth fr each event individually and in the rati f the mtins at cmmn recrding sites. The azimuthal Variatin f the acceleratins, crrected fr the gemetrical spreading and attenuatin, was as much as a factr f 10. A theretical mdel fr the directivity in the acceleratins fits the data well. While the radiative change f rupture velcity cannt be determined uniquely frm the data, it appears t supprt the lwer bund f hv = 0.7ft. Althugh we have established the significant impact that directivity had n the S waves in accelergrams frm the 1980 Livermre Valley earthquakes, we make n claim fr being the first t establish cnclusively directivity at high frequencies. Fr example, Bakun et al. (1978) shwed clear directivity effects in a study f P waves frm tw small magnitude earthquakes (M = 3.0 and 2.0) in central Califrnia. Hwever, this analysis is the first t clearly demnstrate directivity in the highfrequency acceleratins which are f interest t seismic engineers. Mrever, the measurements analyzed in this study, i.e., peak acceleratin, rms acceleratin, peak velcity, and radiated energy flux, are f mre imprtance t seismic engineering than the duratin and frequency f zer crssing measurements analyzed by Bakun et al. (1978). The crrelatins between the peak and rms acceleratins, and the peak velcities and the radiated energy flux imply that the measurements f peak acceleratin and peak velcity made n a large number f accelergrams and seismgrams can be used t determine surce parameters such as the dynamic stress drp and the radiated seismic energy if the signal duratins are als measured. In particular, the relatins between peak velcity, rms velcity, signal duratin, and radiated energy flux might be used t supplant the Gutenberg-Richter magnitude-energy relatinship (Richter, 1958), if bradband instruments are used. While it is pssible that a future earthquake culd exhibit a mre extreme directivity in its radiated wave field, it is suggested that this data set be used as an upper bund fr the expected effect f directivity. Fr peak and rms acceleratin, the maximum ttal variatin is a factr f 10, r a factr f 3 amplificatin f the mean. Fr peak velcity, the ttal variatin is a factr f 5, while the energy flux can vary by a factr f 30. Finally, the ttal variatin expected frm differential site effects, including sil respnse and structural resnances, appears t be a factr f 3. ACKNOWLEDGMENTS We thank Rb Cckerham fr the aftershck lcatins which are shwn in Figures 2 and 3, Rn Prcella fr the peak acceleratin measurements, and Bruce Schechter fr use f the Wd-Andersn recrdings shwn in Figure 13. This paper has been critically reviewed by Art McGarr, Jim Scheimer, and Paul Spudich, whse cmments have helped us t imprve it significantly.

23 ANALYSIS OF GROUND ACCELERATIONS FOR DiI~.ECTIVITY 1865 ~t~eferences Aki~ K and P. G. Richards (1980). Quanlitative Seismlgy: Thery and Methds, W. H. Freeman, San FrancL~c. Archuleta, R. J. (1979). Rupture prpagatin effects in the Cyte Lake earthquake (ab.~;tract), EOS, Trans. Am. Gephys. Unin 60, 8.0. Bakun, W. H., R. M. Stewart, and C. G. Bufe (1978). Direetivity in the high-frequency radiatin f small earthquakes, Bull. Sei.sm. Sc. Am. 68, Beniff, H. (1955). Mechanism and strain characteristics f the White Wlf fault as indicated by the aftershek sequence, Earthquakes in Kern Cunty, Califrnia during 1955 (G. B. Oakeshtt. Editr), Calif. Div. Mines Bull. 171, Batwright, J. (1980). A spectral thery fr circular seismic.surces: simple estimates f surce dimensin, dynamic stress drp and radiated seismic energy, Bull. Seism. Sc. Am. 70, Batwright, J. (1982). A dynamic mdel fr far-field acceleratin, Bull. Seism. Sc. Am. 72, Blt, B. A., T. V. McEvilly, and R. A. Uhrhammer (1981). The Livermre Valley, Califrnia, sequence f January 1980, Bull. Seism. Sc. Am. 71, Bre, D. M. and R. L. Prcella (1980). Peak acceleratin frm strng-mtin recrds: a pstscript, Bull. Seism. Sc. Am. 70, Bre, D. M., W. B. Jyner, A. A. Oliver, I[I, and R. A. Page (1980). Peak acceleratin, velcity, and displacement frm strng-mtin recrds, Bull. Seism. Sc. Am. 70, Cartwright, D. E. and M. S. Lnguet-Higgins (1956). The statistical distributin f the maxima f a randm functin, Pre. Ry. Sc. Lnd., Ser. A 237, Cckerham, R. S., F. W. Lester, and W. L. Ellswrth (19~). A preliminary reprt n the Livermre Valley earthquake sequence January 24-February 26, 1980, U.S. Gel. Surv., Open-File Rept Hanks, T. C. and R. K. McGuire (1981). The character f high-frequency strng grund mtin, Bull. Seism. Sc. Am. 71, Jyner, W. B. and D. M. Bre (1981). Peak hrizntal acceleratin and velcity frm strng-mtin recrds including recrds frm the 1979 Imperial Valley, Califrnia, earthquake, Bull. Sei.sm. Sc. Am. 71, Madariaga, R. (1977). High-frequency radiatin frm crack (stress-drp) mdels f faulting, Gephs. J. 51, McCann, M. and D. M. Bre (1982). Variability in grund mtins: rt mean square acceleratins and peak acceleratin fr the 1971 San Fernand, Califrnia, earthquake, Bull. Seism. Sc. Am. (in press). McGarr, A. (1981)., Analysis f peak grund mtin in terms f a mdel f inhmgeneus faulting, J. Gephys. Res. 86, McGuire, R. K. and T. C. Hanks (1980). rms acceleratins and spectral amplitudes f strng grund mtin during the San Fernand, Califrnia, earthquake, Bull. Seism. Sc. Am. 70, McJunkin, R. D. and J. T. Ragsdale (1980). Strng-mtin recrds frm the Livermre earthquake f 24 and 26 January 1980, Calif. Div. Mines and Gelgy Preliminary Reprt 28. Randall, M. J. (1973). The spectral thery f seismic surces, Bull. Seism. Sc. Am. 63, Richter, C. A. (1958). Elementary Seismlgy, W. H. Freeman, San Francisc, 768 pp. Savage, J. C. (1965). The stpping phase n seismgrams, Bull. Sei~sm. Sc. Am. 58, Schechter, B. (1981). Surce parameters and directivity f the Livermre earthquakes f 1980 (abstract), Earthquake Ntes 52, 83. Swanger, H. J., S. M. Day, J. R. Murphy, and R. Guzman (1981). State-f-the-Art study cncerning nearfield earthquake grund mtin, U.S. Nuclear Reg. Cmm. NUREG/CR-1978.,~;witzer, J., D. Jhnsn, R. Maley, and R. Matthiesen (1981). Western hemisphere strng-mtin accelergraph statin list-1980, U.S. Gel. Bury., Open-File Rept [J.S. GEOLOGICAL SURVEY OFFICE OF EARTHQUAKE STUDIES 345 MIDDLEFIELD ROAD MENLO PARK, CALIFORNIA Manuscript received 19 March 1982

ACCELEROGRAPH RECORDINGS OF THE M USA EARTHQUAKE 16 SEPTEMBER, 1972

ACCELEROGRAPH RECORDINGS OF THE M USA EARTHQUAKE 16 SEPTEMBER, 1972 115 ACCELEROGRAPH RECORDINGS OF THE M USA EARTHQUAKE 16 SEPTEMBER, 1972 B.Gauir SUMMARY On 16 September, 1972 at 04 15 09.8 UT an earthquake f magnitude ML 5.0 ccurred in sutheast Papua within abut 20

More information

Author(s) OKANO, Kennosuke; HIRANO, Isamu.

Author(s) OKANO, Kennosuke; HIRANO, Isamu. Title Seismic Attenuatin in Relatin t Vicinity f Kyt Authr(s) OKANO, Kennsuke; HIRANO, Isamu Citatin Bulletin f the Disaster Preventin 22(2): 97-11 Issue Date 1973-2 URL http://hdl.handle.net/2433/124823

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

ATTENUATION OF STRONG GROUND MOTION IN SHALLOW EARTHQUAKES

ATTENUATION OF STRONG GROUND MOTION IN SHALLOW EARTHQUAKES 3 th Wrld Cnference n Earthquake Engineering Vancuver, B.C., Canada August -6, 4 Paper N. 66 ATTENUATION OF STRONG GROUND MOTION IN SHALLOW EARTHQUAKES Símn ÓLAFSSON, Ragnar SIGBJÖRNSSON SUMMARY In this

More information

Flipping Physics Lecture Notes: Simple Harmonic Motion Introduction via a Horizontal Mass-Spring System

Flipping Physics Lecture Notes: Simple Harmonic Motion Introduction via a Horizontal Mass-Spring System Flipping Physics Lecture Ntes: Simple Harmnic Mtin Intrductin via a Hrizntal Mass-Spring System A Hrizntal Mass-Spring System is where a mass is attached t a spring, riented hrizntally, and then placed

More information

Interference is when two (or more) sets of waves meet and combine to produce a new pattern.

Interference is when two (or more) sets of waves meet and combine to produce a new pattern. Interference Interference is when tw (r mre) sets f waves meet and cmbine t prduce a new pattern. This pattern can vary depending n the riginal wave directin, wavelength, amplitude, etc. The tw mst extreme

More information

Flipping Physics Lecture Notes: Simple Harmonic Motion Introduction via a Horizontal Mass-Spring System

Flipping Physics Lecture Notes: Simple Harmonic Motion Introduction via a Horizontal Mass-Spring System Flipping Physics Lecture Ntes: Simple Harmnic Mtin Intrductin via a Hrizntal Mass-Spring System A Hrizntal Mass-Spring System is where a mass is attached t a spring, riented hrizntally, and then placed

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

Sections 15.1 to 15.12, 16.1 and 16.2 of the textbook (Robbins-Miller) cover the materials required for this topic.

Sections 15.1 to 15.12, 16.1 and 16.2 of the textbook (Robbins-Miller) cover the materials required for this topic. Tpic : AC Fundamentals, Sinusidal Wavefrm, and Phasrs Sectins 5. t 5., 6. and 6. f the textbk (Rbbins-Miller) cver the materials required fr this tpic.. Wavefrms in electrical systems are current r vltage

More information

General Chemistry II, Unit I: Study Guide (part I)

General Chemistry II, Unit I: Study Guide (part I) 1 General Chemistry II, Unit I: Study Guide (part I) CDS Chapter 14: Physical Prperties f Gases Observatin 1: Pressure- Vlume Measurements n Gases The spring f air is measured as pressure, defined as the

More information

Earthquake locations using single-station deep borehole recordings: Implications for microseismicity on the San Andreas fault in southern California

Earthquake locations using single-station deep borehole recordings: Implications for microseismicity on the San Andreas fault in southern California JOURNAL OF GEOPHYSCAL RESEARCH, VOL. 100, NO. B12, PAGES 24,003-24,014, DECEMBER 10, 1995 Earthquake lcatins using single-statin deep brehle recrdings: mplicatins fr micrseismicity n the San Andreas fault

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

, 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

Bulletin of the Seismological Society of America

Bulletin of the Seismological Society of America Bulletin f the Seismlgical Sciety f America Vl. 81 December 1991 N. 6 ESTIMATION OF GROUND MOTION AT DEEP-SOIL SITES IN EASTERN NORTH AMERICA BY DAVID M. BOORE AND WILLIAM B. JOYNER ABSTRACT The stchastic

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

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

Nonlinear Soil Response in the Vicinity of the Van Norman Complex Following the 1994 Northridge, California, Earthquake

Nonlinear Soil Response in the Vicinity of the Van Norman Complex Following the 1994 Northridge, California, Earthquake Bulletin f the Seismlgical Sciety f America, 89, 5, pp. 1214-1231, ctber 1999 Nnlinear Sil Respnse in the Vicinity f the Van Nrman Cmplex Fllwing the 1994 Nrthridge, Califrnia, Earthquake by Givanna Cultrera,

More information

SPH3U1 Lesson 06 Kinematics

SPH3U1 Lesson 06 Kinematics PROJECTILE MOTION LEARNING GOALS Students will: Describe the mtin f an bject thrwn at arbitrary angles thrugh the air. Describe the hrizntal and vertical mtins f a prjectile. Slve prjectile mtin prblems.

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

arxiv:hep-ph/ v1 2 Jun 1995

arxiv:hep-ph/ v1 2 Jun 1995 WIS-95//May-PH The rati F n /F p frm the analysis f data using a new scaling variable S. A. Gurvitz arxiv:hep-ph/95063v1 Jun 1995 Department f Particle Physics, Weizmann Institute f Science, Rehvt 76100,

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

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

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

TOPPER SAMPLE PAPER 2 Class XII- Physics

TOPPER SAMPLE PAPER 2 Class XII- Physics TOPPER SAMPLE PAPER 2 Class XII- Physics Time: Three Hurs Maximum Marks: 70 General Instructins (a) All questins are cmpulsry. (b) There are 30 questins in ttal. Questins 1 t 8 carry ne mark each, questins

More information

Building to Transformations on Coordinate Axis Grade 5: Geometry Graph points on the coordinate plane to solve real-world and mathematical problems.

Building to Transformations on Coordinate Axis Grade 5: Geometry Graph points on the coordinate plane to solve real-world and mathematical problems. Building t Transfrmatins n Crdinate Axis Grade 5: Gemetry Graph pints n the crdinate plane t slve real-wrld and mathematical prblems. 5.G.1. Use a pair f perpendicular number lines, called axes, t define

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

ENSC Discrete Time Systems. Project Outline. Semester

ENSC Discrete Time Systems. Project Outline. Semester ENSC 49 - iscrete Time Systems Prject Outline Semester 006-1. Objectives The gal f the prject is t design a channel fading simulatr. Upn successful cmpletin f the prject, yu will reinfrce yur understanding

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

Control of Strong Motion by the Upper 30 Meters

Control of Strong Motion by the Upper 30 Meters Bulletin f the Seismlgical Sciety f America, Vl. 86, N. 6, pp. 1749-1759, December 1996 Cntrl f Strng Mtin by the Upper 3 Meters by Jhn G. Andersn, Yajie Lee, Yuehua Zeng, and Steven Day Abstract Lcal

More information

2004 AP CHEMISTRY FREE-RESPONSE QUESTIONS

2004 AP CHEMISTRY FREE-RESPONSE QUESTIONS 2004 AP CHEMISTRY FREE-RESPONSE QUESTIONS 6. An electrchemical cell is cnstructed with an pen switch, as shwn in the diagram abve. A strip f Sn and a strip f an unknwn metal, X, are used as electrdes.

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

Verification of Quality Parameters of a Solar Panel and Modification in Formulae of its Series Resistance

Verification of Quality Parameters of a Solar Panel and Modification in Formulae of its Series Resistance Verificatin f Quality Parameters f a Slar Panel and Mdificatin in Frmulae f its Series Resistance Sanika Gawhane Pune-411037-India Onkar Hule Pune-411037- India Chinmy Kulkarni Pune-411037-India Ojas Pandav

More information

Determining the Accuracy of Modal Parameter Estimation Methods

Determining the Accuracy of Modal Parameter Estimation Methods Determining the Accuracy f Mdal Parameter Estimatin Methds by Michael Lee Ph.D., P.E. & Mar Richardsn Ph.D. Structural Measurement Systems Milpitas, CA Abstract The mst cmmn type f mdal testing system

More information

11. DUAL NATURE OF RADIATION AND MATTER

11. DUAL NATURE OF RADIATION AND MATTER 11. DUAL NATURE OF RADIATION AND MATTER Very shrt answer and shrt answer questins 1. Define wrk functin f a metal? The minimum energy required fr an electrn t escape frm the metal surface is called the

More information

Chapter 23 Electromagnetic Waves Lecture 14

Chapter 23 Electromagnetic Waves Lecture 14 Chapter 23 Electrmagnetic Waves Lecture 14 23.1 The Discvery f Electrmagnetic Waves 23.2 Prperties f Electrmagnetic Waves 23.3 Electrmagnetic Waves Carry Energy and Mmentum 23.4 Types f Electrmagnetic

More information

Aerodynamic Separability in Tip Speed Ratio and Separability in Wind Speed- a Comparison

Aerodynamic Separability in Tip Speed Ratio and Separability in Wind Speed- a Comparison Jurnal f Physics: Cnference Series OPEN ACCESS Aerdynamic Separability in Tip Speed Rati and Separability in Wind Speed- a Cmparisn T cite this article: M L Gala Sants et al 14 J. Phys.: Cnf. Ser. 555

More information

making triangle (ie same reference angle) ). This is a standard form that will allow us all to have the X= y=

making triangle (ie same reference angle) ). This is a standard form that will allow us all to have the X= y= Intrductin t Vectrs I 21 Intrductin t Vectrs I 22 I. Determine the hrizntal and vertical cmpnents f the resultant vectr by cunting n the grid. X= y= J. Draw a mangle with hrizntal and vertical cmpnents

More information

A Polarimetric Survey of Radio Frequency Interference in C- and X-Bands in the Continental United States using WindSat Radiometry

A Polarimetric Survey of Radio Frequency Interference in C- and X-Bands in the Continental United States using WindSat Radiometry A Plarimetric Survey f Radi Frequency Interference in C- and X-Bands in the Cntinental United States using WindSat Radimetry Steven W. Ellingsn Octber, Cntents Intrductin WindSat Methdlgy Analysis f RFI

More information

Yeu-Sheng Paul Shiue, Ph.D 薛宇盛 Professor and Chair Mechanical Engineering Department Christian Brothers University 650 East Parkway South Memphis, TN

Yeu-Sheng Paul Shiue, Ph.D 薛宇盛 Professor and Chair Mechanical Engineering Department Christian Brothers University 650 East Parkway South Memphis, TN Yeu-Sheng Paul Shiue, Ph.D 薛宇盛 Prfessr and Chair Mechanical Engineering Department Christian Brthers University 650 East Parkway Suth Memphis, TN 38104 Office: (901) 321-3424 Rm: N-110 Fax : (901) 321-3402

More information

Introduction This auxiliary material contains a section called Supplementary Text, eight Supplementary figures, and their figure captions.

Introduction This auxiliary material contains a section called Supplementary Text, eight Supplementary figures, and their figure captions. Auxiliary material fr Paper 21GL45462 Remtely triggered micrearthquakes and tremr in Central Califrnia fllwing the 21 Mw 8.8 Chile Earthquake Zhigang Peng1, David P. Hill2, David R. Shelly2 and Chastity

More information

Methods for Determination of Mean Speckle Size in Simulated Speckle Pattern

Methods for Determination of Mean Speckle Size in Simulated Speckle Pattern 0.478/msr-04-004 MEASUREMENT SCENCE REVEW, Vlume 4, N. 3, 04 Methds fr Determinatin f Mean Speckle Size in Simulated Speckle Pattern. Hamarvá, P. Šmíd, P. Hrváth, M. Hrabvský nstitute f Physics f the Academy

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

Supporting information

Supporting information Electrnic Supplementary Material (ESI) fr Physical Chemistry Chemical Physics This jurnal is The wner Scieties 01 ydrgen perxide electrchemistry n platinum: twards understanding the xygen reductin reactin

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

Math Foundations 20 Work Plan

Math Foundations 20 Work Plan Math Fundatins 20 Wrk Plan Units / Tpics 20.8 Demnstrate understanding f systems f linear inequalities in tw variables. Time Frame December 1-3 weeks 6-10 Majr Learning Indicatrs Identify situatins relevant

More information

POLARISATION VISUAL PHYSICS ONLINE. View video on polarisation of light

POLARISATION VISUAL PHYSICS ONLINE. View video on polarisation of light VISUAL PHYSICS ONLINE MODULE 7 NATURE OF LIGHT POLARISATION View vide n plarisatin f light While all the experimental evidence s far that supprts the wave nature f light, nne f it tells us whether light

More information

CS 477/677 Analysis of Algorithms Fall 2007 Dr. George Bebis Course Project Due Date: 11/29/2007

CS 477/677 Analysis of Algorithms Fall 2007 Dr. George Bebis Course Project Due Date: 11/29/2007 CS 477/677 Analysis f Algrithms Fall 2007 Dr. Gerge Bebis Curse Prject Due Date: 11/29/2007 Part1: Cmparisn f Srting Algrithms (70% f the prject grade) The bjective f the first part f the assignment is

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

AP Statistics Notes Unit Two: The Normal Distributions

AP Statistics Notes Unit Two: The Normal Distributions AP Statistics Ntes Unit Tw: The Nrmal Distributins Syllabus Objectives: 1.5 The student will summarize distributins f data measuring the psitin using quartiles, percentiles, and standardized scres (z-scres).

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

AP Physics Laboratory #4.1: Projectile Launcher

AP Physics Laboratory #4.1: Projectile Launcher AP Physics Labratry #4.1: Prjectile Launcher Name: Date: Lab Partners: EQUIPMENT NEEDED PASCO Prjectile Launcher, Timer, Phtgates, Time f Flight Accessry PURPOSE The purpse f this Labratry is t use the

More information

ACOUSTIC LOGGING GUIDED WAVES IN TRANSVERSELY ISOTROPIC FORMATIONS

ACOUSTIC LOGGING GUIDED WAVES IN TRANSVERSELY ISOTROPIC FORMATIONS ACOUSTIC LOGGING GUIDED WAVES IN TRANSVERSELY ISOTROPIC FORMATIONS by K. J. Ellefsen, C. H. Cheng, and D.P. Schmitt" Earth Resurces Labratry Department f Earth, Atmspheric, and Planetary Sciences Massachusetts

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

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

On Boussinesq's problem

On Boussinesq's problem Internatinal Jurnal f Engineering Science 39 (2001) 317±322 www.elsevier.cm/lcate/ijengsci On Bussinesq's prblem A.P.S. Selvadurai * Department f Civil Engineering and Applied Mechanics, McGill University,

More information

Dispersion Ref Feynman Vol-I, Ch-31

Dispersion Ref Feynman Vol-I, Ch-31 Dispersin Ref Feynman Vl-I, Ch-31 n () = 1 + q N q /m 2 2 2 0 i ( b/m) We have learned that the index f refractin is nt just a simple number, but a quantity that varies with the frequency f the light.

More information

Hubble s Law PHYS 1301

Hubble s Law PHYS 1301 1 PHYS 1301 Hubble s Law Why: The lab will verify Hubble s law fr the expansin f the universe which is ne f the imprtant cnsequences f general relativity. What: Frm measurements f the angular size and

More information

How do scientists measure trees? What is DBH?

How do scientists measure trees? What is DBH? Hw d scientists measure trees? What is DBH? Purpse Students develp an understanding f tree size and hw scientists measure trees. Students bserve and measure tree ckies and explre the relatinship between

More information

NUMBERS, MATHEMATICS AND EQUATIONS

NUMBERS, MATHEMATICS AND EQUATIONS AUSTRALIAN CURRICULUM PHYSICS GETTING STARTED WITH PHYSICS NUMBERS, MATHEMATICS AND EQUATIONS An integral part t the understanding f ur physical wrld is the use f mathematical mdels which can be used t

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

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

LHS Mathematics Department Honors Pre-Calculus Final Exam 2002 Answers

LHS Mathematics Department Honors Pre-Calculus Final Exam 2002 Answers LHS Mathematics Department Hnrs Pre-alculus Final Eam nswers Part Shrt Prblems The table at the right gives the ppulatin f Massachusetts ver the past several decades Using an epnential mdel, predict the

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

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

Ray tracing equations in transversely isotropic media Cosmin Macesanu and Faruq Akbar, Seimax Technologies, Inc.

Ray tracing equations in transversely isotropic media Cosmin Macesanu and Faruq Akbar, Seimax Technologies, Inc. Ray tracing equatins in transversely istrpic media Csmin Macesanu and Faruq Akbar, Seimax Technlgies, Inc. SUMMARY We discuss a simple, cmpact apprach t deriving ray tracing equatins in transversely istrpic

More information

Chapter 3 Kinematics in Two Dimensions; Vectors

Chapter 3 Kinematics in Two Dimensions; Vectors Chapter 3 Kinematics in Tw Dimensins; Vectrs Vectrs and Scalars Additin f Vectrs Graphical Methds (One and Tw- Dimensin) Multiplicatin f a Vectr b a Scalar Subtractin f Vectrs Graphical Methds Adding Vectrs

More information

7 TH GRADE MATH STANDARDS

7 TH GRADE MATH STANDARDS ALGEBRA STANDARDS Gal 1: Students will use the language f algebra t explre, describe, represent, and analyze number expressins and relatins 7 TH GRADE MATH STANDARDS 7.M.1.1: (Cmprehensin) Select, use,

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

OTHER USES OF THE ICRH COUPL ING CO IL. November 1975

OTHER USES OF THE ICRH COUPL ING CO IL. November 1975 OTHER USES OF THE ICRH COUPL ING CO IL J. C. Sprtt Nvember 1975 -I,," PLP 663 Plasma Studies University f Wiscnsin These PLP Reprts are infrmal and preliminary and as such may cntain errrs nt yet eliminated.

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

CHAPTER 8b Static Equilibrium Units

CHAPTER 8b Static Equilibrium Units CHAPTER 8b Static Equilibrium Units The Cnditins fr Equilibrium Slving Statics Prblems Stability and Balance Elasticity; Stress and Strain The Cnditins fr Equilibrium An bject with frces acting n it, but

More information

MATHEMATICS SYLLABUS SECONDARY 5th YEAR

MATHEMATICS SYLLABUS SECONDARY 5th YEAR Eurpean Schls Office f the Secretary-General Pedaggical Develpment Unit Ref. : 011-01-D-8-en- Orig. : EN MATHEMATICS SYLLABUS SECONDARY 5th YEAR 6 perid/week curse APPROVED BY THE JOINT TEACHING COMMITTEE

More information

( ) (1) ρ c crustal density 2600 kg m -3 ρ w water density 1000 kg m -3. HEAT FLOW PARADOX (Copyright 2001, David T. Sandwell)

( ) (1) ρ c crustal density 2600 kg m -3 ρ w water density 1000 kg m -3. HEAT FLOW PARADOX (Copyright 2001, David T. Sandwell) 1 HEAT FLOW PARADOX (Cpyright 2001, David T. Sandwell) (See Special Issue f J. Gephys. Res., v.85, 1980: A) Turctte, Tag, and Cper, A Steady-State mdel fr the distributin f stress and temperature n the

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

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

Phys101 First Major-131 Zero Version Coordinator: Dr. A. A. Naqvi Wednesday, September 25, 2013 Page: 1

Phys101 First Major-131 Zero Version Coordinator: Dr. A. A. Naqvi Wednesday, September 25, 2013 Page: 1 Phys11 First Majr-11 Zer Versin Crdinatr: Dr. A. A. Naqvi Wednesday, September 5, 1 Page: 1 Q1. Cnsider tw unifrm slid spheres A and B made f the same material and having radii r A and r B, respectively.

More information

Empirical Analysis of Strong Ground Motion from the 1992 Landers, California, Earthquake

Empirical Analysis of Strong Ground Motion from the 1992 Landers, California, Earthquake Bulletin f the Seismlgical Sciety f America, Vl. 84, N. 3, pp. 573-588, June 1994 Empirical Analysis f Strng Grund Mtin frm the 1992 Landers, Califrnia, Earthquake by K. W. Campbell and Y. Bzrgnia Abstract

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

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

Biplots in Practice MICHAEL GREENACRE. Professor of Statistics at the Pompeu Fabra University. Chapter 13 Offprint

Biplots in Practice MICHAEL GREENACRE. Professor of Statistics at the Pompeu Fabra University. Chapter 13 Offprint Biplts in Practice MICHAEL GREENACRE Prfessr f Statistics at the Pmpeu Fabra University Chapter 13 Offprint CASE STUDY BIOMEDICINE Cmparing Cancer Types Accrding t Gene Epressin Arrays First published:

More information

Pre-Calculus Individual Test 2017 February Regional

Pre-Calculus Individual Test 2017 February Regional The abbreviatin NOTA means Nne f the Abve answers and shuld be chsen if chices A, B, C and D are nt crrect. N calculatr is allwed n this test. Arcfunctins (such as y = Arcsin( ) ) have traditinal restricted

More information

Evidence for Stability in Coda Q Associated with the Egion (Central Greece) Earthquake of 15 June 1995

Evidence for Stability in Coda Q Associated with the Egion (Central Greece) Earthquake of 15 June 1995 Bulletin f the Seismlgical Sciety f America, Vl. 87, N. 6, pp. 1679-1684, December 1997 Evidence fr Stability in Cda Q Assciated with the Egin (Central Greece) Earthquake f 15 June 1995 by G-Akis Tselentis

More information

https://goo.gl/eaqvfo SUMMER REV: Half-Life DUE DATE: JULY 2 nd

https://goo.gl/eaqvfo SUMMER REV: Half-Life DUE DATE: JULY 2 nd NAME: DUE DATE: JULY 2 nd AP Chemistry SUMMER REV: Half-Life Why? Every radiistpe has a characteristic rate f decay measured by its half-life. Half-lives can be as shrt as a fractin f a secnd r as lng

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

Cambridge Assessment International Education Cambridge Ordinary Level. Published

Cambridge Assessment International Education Cambridge Ordinary Level. Published Cambridge Assessment Internatinal Educatin Cambridge Ordinary Level ADDITIONAL MATHEMATICS 4037/1 Paper 1 Octber/Nvember 017 MARK SCHEME Maximum Mark: 80 Published This mark scheme is published as an aid

More information

ABSORPTION OF GAMMA RAYS

ABSORPTION OF GAMMA RAYS 6 Sep 11 Gamma.1 ABSORPTIO OF GAMMA RAYS Gamma rays is the name given t high energy electrmagnetic radiatin riginating frm nuclear energy level transitins. (Typical wavelength, frequency, and energy ranges

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

The Destabilization of Rossby Normal Modes by Meridional Baroclinic Shear

The Destabilization of Rossby Normal Modes by Meridional Baroclinic Shear The Destabilizatin f Rssby Nrmal Mdes by Meridinal Barclinic Shear by Jseph Pedlsky Wds Hle Oceangraphic Institutin Wds Hle, MA 0543 Abstract The Rssby nrmal mdes f a tw-layer fluid in a meridinal channel

More information

Displacement and Deflection Sensitivity of Gas-coupled Laser Acoustic. Detector

Displacement and Deflection Sensitivity of Gas-coupled Laser Acoustic. Detector 1st Internatinal Sympsium n Laser Ultrasnics: Science, echnlgy and Applicatins July 16-18 008, Mntreal, Canada Displacement and Deflectin Sensitivity f Gas-cupled Laser Acustic Detectin James N. CARON

More information

Relationships Between Frequency, Capacitance, Inductance and Reactance.

Relationships Between Frequency, Capacitance, Inductance and Reactance. P Physics Relatinships between f,, and. Relatinships Between Frequency, apacitance, nductance and Reactance. Purpse: T experimentally verify the relatinships between f, and. The data cllected will lead

More information

Lecture 7: Damped and Driven Oscillations

Lecture 7: Damped and Driven Oscillations Lecture 7: Damped and Driven Oscillatins Last time, we fund fr underdamped scillatrs: βt x t = e A1 + A csω1t + i A1 A sinω1t A 1 and A are cmplex numbers, but ur answer must be real Implies that A 1 and

More information

Project CONVERGE 1/13/15. How to Read CONVERGE CODAR Imagery Data Primer

Project CONVERGE 1/13/15. How to Read CONVERGE CODAR Imagery Data Primer Hw t Read CONVERGE CODAR Imagery Data Primer Overall Ntes abut the data: Everything is in Greenwich Mean Time (GMT), which is 5 hurs ahead f the east cst. All time is presented in military time, which

More information

ROUNDING ERRORS IN BEAM-TRACKING CALCULATIONS

ROUNDING ERRORS IN BEAM-TRACKING CALCULATIONS Particle Acceleratrs, 1986, Vl. 19, pp. 99-105 0031-2460/86/1904-0099/$15.00/0 1986 Grdn and Breach, Science Publishers, S.A. Printed in the United States f America ROUNDING ERRORS IN BEAM-TRACKING CALCULATIONS

More information

Weathering. Title: Chemical and Mechanical Weathering. Grade Level: Subject/Content: Earth and Space Science

Weathering. Title: Chemical and Mechanical Weathering. Grade Level: Subject/Content: Earth and Space Science Weathering Title: Chemical and Mechanical Weathering Grade Level: 9-12 Subject/Cntent: Earth and Space Science Summary f Lessn: Students will test hw chemical and mechanical weathering can affect a rck

More information

Structural mechanics of wood composite materials h Ultrasonic evaluation of internal bond strength during an accelerated aging test

Structural mechanics of wood composite materials h Ultrasonic evaluation of internal bond strength during an accelerated aging test J Wd Sci (1998) 44:348-353 The Japan Wd Research Sciety 1998 Yu-Gu Sun Takanri Arima Structural mechanics f wd cmpsite materials h Ultrasnic evaluatin f internal bnd strength during an accelerated aging

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

Soliton-Effect Optical Pulse Compression in Bulk Media with χ (3) Nonlinearity. 1 Introduction

Soliton-Effect Optical Pulse Compression in Bulk Media with χ (3) Nonlinearity. 1 Introduction Nnlinear Analysis: Mdelling and Cntrl, Vilnius, IMI,, N 5 Lithuanian Assciatin f Nnlinear Analysts, Slitn-Effect Optical Pulse Cmpressin in Bulk Media with χ (3) Nnlinearity Received: 9.7. Accepted: 11.1.

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