Interactions between the tropical ISO and midlatitude low-frequency flow

Size: px
Start display at page:

Download "Interactions between the tropical ISO and midlatitude low-frequency flow"

Transcription

1 Clim Dyn (2008) 31: DOI /s Interctions between the tropicl ISO nd midltitude low-frequency flow Lin-Lin Pn Æ Tim Li Received: 3 October 2006 / Accepted: 2 My 2007 / Published online: 12 June 2007 Ó Springer-Verlg 2007 Abstrct In this study, we investigte the interction between the tropicl Intrsesonl Oscilltion (ISO) nd midltitude tmospheric low-frequency vribility, using observtionl dt nd numericl models, with specil emphsis on the role of the synoptic eddy feedbck. A sttisticl closure for the synoptic eddy-to-low frequency flow feedbck is constructed, bsed on singulr vlue decomposition (SVD) method with observtionl dt. Applying this sttisticl closure to brotropic model nd broclinic 2½-lyer model, we study the role of the synoptic eddy feedbck in the midltitude response to the tropicl ISO forcing. Both observtionl nd modeling studies show tht the strongest synoptic eddy forcing ppers t the Pcific nd Atlntic storm-trck regions, nd the synoptic eddy exerts positive feedbck to the midltitude low-frequency flow induced by tropicl ISO forcing. Our numericl experiments demonstrte the possible role of midltitude disturbnce forcing in the ISO initition t the equtor. The signl of the midltitude perturbtions propgtes southestwrd in the form of Rossby wve pckge. It my rech the equtor within severl dys under either esterly or westerly bsic flow regimes. The response t the equtor hs observed ISO-like structure nd estwrd propgtion chrcteristics. This pper is contribution to the AMIP-CMIP Dignostic Sub-project on Generl Circultion Model Simultion of the Est Asin Climte, coordinted by W.-C. Wng. L.-L. Pn T. Li Interntionl Pcific Reserch Center, University of Hwii t Mno, Honolulu, HI, USA L.-L. Pn (&) Deprtment of Lnd, Air nd Wter Resources, University of Cliforni, Dvis, CA 95616, USA e-mil: llpn@ucdvis.edu; lpn@hwii.edu 1 Introduction Tropicl intrsesonl oscilltion (ISO), especilly its dominnt component t the equtor Mdden Julin oscilltion (MJO), hs been extensively studied over the pst decdes (Mdden nd Julin 1971, 1972; Wng nd Rui 1990). ISO (or MJO) consists of lrge-scle coupled ptterns in tmospheric circultion nd deep convection, nd is chrcterized by estwrd propgtion cross the equtoril Indin nd western/centrl Pcific ocens t timescle of dys (Weickmnn 1983; Knutson nd Weickmnn 1987; Kildis nd Weickmnn 1992; Mdden nd Julin 1994; Wng nd Li 1994; Hendon nd Slby 1994; Zhng 2005). The ISO (or MJO) is often explined on the bsis of equtoril Kelvin wve dynmics due to its estwrd movement nd lrge mplitude t the equtor. However, the slow estwrd propgtion t n verged speed of 5 m/s (e.g., Weickmnn et l. 1985; Knutson et l. 1986) distinguishes the MJO from the pure dry nd wet Kelvin wves, which propgte estwrd t greter speeds of 50 m/s nd m/s (e.g., Wheeler nd Kildis 1999; Wheeler et l. 2000), respectively. The lrge-scle wind structure of MJO is often described in terms of convectively coupled Kelvin Rossby wve pckge (e.g., Wng nd Li 1994). Est of the convective center, the low-level esterlies nd upper level westerlies resemble the equtoril Kelvin wve. To the west, low-level westerlies (upper level esterlies) nd the ssocited pir of cyclonic (nticyclonic) gyres strddling on the both sides of the equtor re the chrcteristics of the equtoril Rossby wve (Mdden 1986; Nogues-Pegle et l. 1989). Both Kelvin nd Rossby wve structures hve been considered dynmiclly essentil to the MJO (Hendon nd Slby 1994; Wng nd Li 1994; Zhng 2005).

2 376 L.-L. Pn nd T. Li: Interctions between the tropicl ISO nd midltitude low-frequency flow Mny studies show tht the influence of MJO cn extend to the subtropics nd midltitudes (Liebmnn nd Hrtmnn 1984; Weickmnn et l. 1985; Lu nd Phillips 1986; Knutson nd Weickmnn 1987; Ferrnti et l. 1990; Hsu 1996; Higgins nd Mo 1997; Jones 2000; Bond nd Vecchi 2003; Nogues-Pegle et l. 2000; Mtthews 2004). Associted with enhnced (reduced) tropicl convection, the upper-level divergence (convergence) is often ccompnied by subtropicl upper-level convergence (divergence) counterprt. As the convective region of ISO moves estwrd long the equtor from the Indin Ocen to the western Pcific, the divergent circultion connecting the tropics nd subtropics lso moves estwrd. The subsesonl wind fluctutions ssocited with ISO re often observed ner the exit region of the Asin-Pcific jet. In prticulr, north south dipole in the stremfunction field ppers over the north western Pcific in the upper troposphere when ISO convection is locted in the Indin Ocen (Knutson nd Weickmnn 1987; Hsu 1996; Kim et l 2006). Tropicl convection my lso influence midltitude low-frequency vribility indirectly vi zonl wind chnges (Schubert nd Prk 1991). Frederiksen nd Frederiksen (1993, 1997) found tht the MJO is coupled tropiclextrtropicl mode in broclinic model with convective prmeteriztion. Without convective prmeteriztion, the internl tropicl mode structure disppers but the extrtropicl structure is lrgely unchnged s is the period. This implies tht tropicl nd extrtropicl ISO modes my be determined by different processes/fctors. There is no generlly ccepted view on tht. The dynmicl processes responsible for the ISO-midltitude connection hve been intensively studied. The extrtropicl response to nomlous tropicl heting is essentilly tht of Rossby wve propgtion nd dispersion (Hoskins nd Kroly 1981). The brotropiclly nd brocliniclly unstble bckground flows cn serve potentilly s n energy source for midltitude response (Simmons et l. 1983; Frederiksen 1983; Schubert 1985; Strus nd Lindzen 2000). Synoptic eddy feedbck, on the other hnd, my lso ply n importnt role (Schubert nd Prk 1991). Plumb (1985) suggests tht trnsient eddies my ct s source of sttionry wve ctivities over the ocens. Modeling studies of the role of the trnsient eddies ssocited with the midltitude response to the El Nino forcing by Held nd Kng (1987) nd Held et l. (1989) showed tht the trnsient eddies, which re modified by chnges in the sttionry flow (due to the chnge of tropicl heting), my strongly feed bck to the sttionry wves. This synoptic eddy feedbck plys n importnt role in the Pcific-North Americn (PNA) pttern-like response in the midltitude to the tropicl forcing (Jin et l. 2006b; Pn et l. 2006). Previous studies bsed on observtionl nlyses hve suggested the potentil role of subtropicl Rossby wve trins, midltitude broclinic systems, nd cold surges over the South Chin Se in the initition nd intensifiction of MJO (e.g., Lim nd Chng 1981; Hsu et l. 1990; Kildis nd Weickmnn 1992; Meehl et l. 1996; Compo et l. 1999; Hoskins nd Yng 2000; Lin et l. 2000). However, so fr not much modeling simultion hs been done to clerly demonstrte the sole initition effect by midltitude perturbtions. In this study we will explore both the impct of the tropicl ISO on the midltitude low-frequency tmospheric vribility (with prticulr focus on the role of the synoptic eddy feedbck) nd the effect of midltitude perturbtions on equtoril ISO initition. A simple brotropic model nd 2½-lyer broclinic model with sttisticl closure describing the synoptic eddy feedbck to low-frequency flows will be constructed. The rest of the pper is orgnized s follows. In Sect. 2 we describe the two models to be used in this study, nd in Sect. 3 we construct sttisticl closure for the synoptic eddy nd low-frequency flow interction. Sections 4 nd 5 present the observtionl nd modeling results ssocited with the impct of tropicl ISO on midltitude circultion. In Sect. 6 we further investigte the effect of midltitude disturbnces in ISO initition. A conclusion is given in Sect The models Both brotropic model nd 2½-lyer broclinic model with prmeterized synoptic eddy feedbck to low-frequency flows re used in this pper, to explore the role of high-frequency trnsients (synoptic eddy) in the tropiclmidltitude teleconnection. 2.1 A brotropic model with synoptic eddy feedbck The brotropic model used here is similr to tht used in Pn nd Jin (2005; see lso Pn 2003; Jin et l. 2006, b) except tht we use sttisticl closure to relte the synoptic eddy forcing to the low-frequency flow. The brotropic vorticity eqution for the low-frequency vribility cn be written s odw þ Jðw ot ; Dw c þ f ÞþJðw c ; Dw Þ ¼ Jðw 0 ; Dw 0 Þj þ F n ð1þ where stremfunction w is seprted into three prts: climtologicl bsic stte w c ; low-frequency nomly component w ; nd high-frequency synoptic eddy component w. The D nd J re Lplcin nd Jcobin opertors, respectively; f indictes the Coriolis prmeter, nd F n represents dissiptions nd externl forcing (e.g., f*diver-

3 L.-L. Pn nd T. Li: Interctions between the tropicl ISO nd midltitude low-frequency flow 377 gence). The dissiption terms included here re bihrmonic horizontl diffusion with the dmping timescle of one dy for the smllest wve, nd the Newtonin dmping nd Ryleigh friction. The ltter is represented by liner drg tht hs n e-folding timescle of 10 dys. The forcing is derived bsed on regressed 250 hp divergence fields. The climtologicl bsic stte is obtined by time verge t 250 hp for the northern hemisphere cold seson (November Mrch) between 1979 nd The brotropic model is spectrl model with tringulr trunction t T42. The time stepping is implicit, with time increment of 30 minutes. Without the trnsient eddy forcing term Jðw 0 ; Dw 0 Þj ; Eq. (1) is reduced to trditionl linerized brotropic model. By constructing sttisticl reltionship between the observed trnsient forcing Jðw 0 ; Dw 0 Þj nd low-frequency nomly w fields, we obtined sttisticl closure for the trnsient eddy forcing, this is, Jðw 0 ; Dw 0 Þj ¼ L sw : where L s is feedbck mtrix. The detiled description of this sttisticl closure method cn be found in the next section. After this sttisticl closure is derived, the system is closed. Then we use this model to investigte the role of synoptic eddy feedbck in the midltitude tmospheric response to the tropicl ISO forcing. 2.2 A 2½-lyer broclinic model We extend the originl 2½-lyer model (Wng nd Li 1993; Li nd Wng 1994; Wng nd Xie 1996) to include the synoptic eddy feedbck. The governing equtions for zonl wind (u), meridionl wind (v) nd temperture (T) re (Wng nd Li 1993): Du ou ¼ fv Dt ox þ F u; Dv ou ¼ fu Dt oy þ F v; DT Dt C p x ¼ Q C p þ F T ; ð2þ ð3þ ð4þ where F, Q, C p, x, nd denote geopotentil height, dibtic heting, specific het, verticl velocity, nd specific volume, respectively. In the first prt tht investigtes the midltitude synoptic eddy feedbck, fixed heting pttern (regression bsed on the OLR index) is specified. In the second prt tht exmines the effect of midltitude perturbtions on the equtoril ISO initition, circultiondependent heting scheme is used, in which the condenstionl heting rte due to deep convection is prmeterized on the bsis of moisture nd het budget, following Kuo (1974). The bsic-stte specific humidity is specified from the observed sesonl men climtology vlues. F u, F v, nd F T represent both dissiption nd externl forcing similr to F n : The Newtonin dmping nd Ryleigh friction hve n e-folding timescle of 15 dys (2 dys) in the free tmosphere (boundry lyer), nd wek verticl diffusion with dmping timescle of 1,000 dys is lso included. Similr to the brotropic model, we seprte ll vribles into climtologicl men, low-frequency (intrsesonl) nomly, nd high-frequency trnsient (i.e., synoptic eddy with timescle between 2 nd 8 dys) components, i.e., u ¼ u c þ u þ u 0 ; ð5þ where subscripts nd c stnd for the intrsesonl (or low-frequency) nomly nd climtology, respectively, nd prime indictes high-frequency vribility. The linerized low-frequency nomly equtions for zonl wind ðu Þ; meridionl wind ðv Þ nd temperture ð T Þ re ou ot þ u ou c ox þ u þ v 0 ou0 oy ¼ f v o U ox þ F u ; ov ot þ u ov c ox þ u þ v 0 ov0 oy o T ot oy þ ou c ox þ v ou c oy þ v ou c ou þx c op þ x ou c op þ ov c ox þ v ov c oy þ v ov c ov þx c op þ x ¼ f u o U oy þ F v ; o T þ u c ox þ u o T c ox þ v c!! þ u 0 ot0 þ v ox 0 ot0 oy! o T c þ x op þ ot0 x0 op ov c op þ ou0 x0 op oy þ ov0 x0 op ou0 u0 ox ov0 u0 ox o T oy þ v o T c oy x C p þx c o T op Q ¼ þ F T C p ð6þ ð7þ ð8þ We further relte the synoptic eddy forcing terms to the low-frequency nomly terms, A ¼ L s B; where 0 A ¼ u 0 ou0 ox þ ou0 v0 oy þ ou0 x0 op u 0 ov0 ox þ ov0 v0 oy þ ov0 x0 op u 0 ot0 ox þ ot0 v0 oy þ ot0 x0 op ð9þ 1! u C A ; B ¼ v ; T ð10þ

4 378 L.-L. Pn nd T. Li: Interctions between the tropicl ISO nd midltitude low-frequency flow L s is feedbck mtrix, describing the interction between the synoptic eddy nd low-frequency flow. It cn be sttisticlly determined bsed on the observed synoptic eddy forcing terms A nd low-frequency nomlies B. With this sttisticl reltionship, the 2½-lyer model is closed. In the next section we describe in detil how this sttisticl closure for the synoptic eddy feedbck is derived. The broclinic model is grid-point model, with finitedifference schemes pplied in both spce nd time; the time increment is 30 min. In ddition to lepfrog timeintegrtion scheme, Euler nd Euler-bckwrd schemes re used every 12 h to reduce numericl noises. Sptil resolution in stndrd runs is 5 longitude by 2 ltitude. A finer resolution of 2.5 longitude by 2 ltitude ws tested, nd the results re not sensitive to the chnge in resolution. The climtologicl sesonl men bsic stte is derived from the NCEP NCAR (Ntionl Centers for Environmentl Prediction Ntionl Center for Atmospheric Reserch) renlysis t 200 nd 850 hp, respectively. 0 1 Y B X B 1 A ¼ X A Y A ¼ X A 2 Y B 1 2 C A ¼ 2 X B XA 2 B. A B; N Y B N N X B N therefore, 0 1 X B 1 2 L s ¼ X A 2 X B 2 B. A : N X B N ð14þ ð15þ Thus we get closure for the 2½-lyer model if A nd B re defined ccording to Eq. (10). A similr closure cn lso be obtined for the brotropic model if we chnge the trnsient forcing A to Jðw 0 ; Dw 0 Þj nd the low-frequency nomly B to w ; i.e., Jðw 0 ; Dw 0 Þj ¼ L s w : Using the observed Jðw 0 ; Dw 0 Þj nd w ; one my obtin L s through the SVD nlysis of the covrince mtrix for the brotropic model. 3 A sttisticl closure for synoptic eddy feedbck We derived sttisticl closure for synoptic eddy feedbck bsed on NCEP NCAR renlysis dt (Klny et l. 1996) by using singulr vlue decomposition (SVD) method. Through the singulr vlue decomposition (Nvrr 1993; Bretherton et l. 1992) of the covrince mtrix C of the synoptic eddy forcing nomly A nd the low-frequency flow nomly B, we hve C ¼ X A RðX B Þ T ; ð11þ where X A nd X B re orthonorml mtrices, which give the covring ptterns of A nd B. The (X B ) T denotes the trnspose of X B, nd R is digonl mtrix of rel singulr vlues. The time series Y A nd Y B corresponding to the sptil ptterns X A nd X B cn be obtined by projecting them onto A nd B, Y A ¼ðX A Þ T A; Y B ¼ðX B Þ T B: ð12þ Conducting liner regression between the two time series Y A nd Y B for ech mode i, Y A i ¼ i Y B i ði ¼ 1; 2;...; NÞ ð13þ one my relte the eddy-forcing nomly A to the lowfrequency flow nomly B, 4 Observtionl nlysis of tropicl ISO influence on midltitude low-frequency nomlies The min dtsets used here re dily globl gridded fields (zonl wind, meridionl wind, nd stremfunction) from the NCEP-NCAR renlysis from 1 Jnury 1979 to 31 December Dily verges of the Ntionl Ocenic nd Atmospheric Administrtion (NOAA) stellite outgoing longwve rdition (OLR) for the sme period re used to represent tropicl convection. The OLR dt re filtered t dy bnd to keep the intrsesonl signl. Three OLR indices re defined t box centered t (100 E, 0 ), (120 E, 0 ), nd (140 E, 0 ), respectively, to represent the tropicl convection ssocited with ISO t different loctions. The stremfunction fields t 250 hp nd 1,000 hp re further regressed onto these indices to revel lrge-scle flow ptterns ssocited with ISO. Figure 1 shows the sptil pttern of the regressed stremfunction nomly t 250 hp for the OLR index t (100 E, 0 ) during November to Mrch. Here the regression is clculted bsed on unfiltered originl stremfunction dily dt nd the OLR index hs been normlized. The regressed pttern hs positive centers in the north Indin nd Atlntic Ocens nd over Austrli, nd negtive centers in the south Atlntic nd Indin Ocens. A mrked north south dipole structure ppers in the north Pcific, consistent with previous results (e.g., Knutson nd Weickmnn 1987; Hsu 1996; Kim et l. 2006).

5 L.-L. Pn nd T. Li: Interctions between the tropicl ISO nd midltitude low-frequency flow 379 () () Fig. 1 Sptil pttern nd b time-ltitude cross section t 180 longitude of the 250 hp stremfunction nomlies regressed on the OLR index centered t (100 E, 0 ) during the cold seson (November Mrch). The contour intervl is 10 6 m 2 s 1. The verticl xis in b represents the leding time (unit: dy) by which the OLR index leds the stremfunction field The temporl vrition of this dipole cn be clerly seen from lg regression nlysis shown in Fig. 1b. It hs n oscilltion period of 40 dys. The result implies tht the forcing ssocited with tropicl ISO heting my produce significnt tmospheric low-frequency vribility in midltitudes on the intrsesonl timescle. The vrition of the dipole cn be further seen from time-longitude cross section long 20 N nd 45 N (Fig. 2), corresponding to its south nd north centers. Along 20 N, the estwrd propgtion of the stremfunction signl is clerly evident (Fig. 2), closely following the estwrd propgtion of equtoril convection from the Indin Ocen to the western Pcific. At 45 N, the estwrd propgtion is only evident between 180 nd 60 W, while it is uncler over other longitudes. Figure 3 illustrtes the regressed stremfunction pttern t 1,000 hp. Compred to the upper tropospheric field (Fig. 1), the low-level stremfunction hs monopole structure in the north Pcific, with its center locted t Fig. 2 As in Fig. 1b except for the time-longitude cross section t 20 N nd b 45 N (180, 40 N). The verticl structure of the regressed rottionl flow in generl exhibits broclinic structure in the tropics (30 S to 30 N). In the midltitude it exhibits n equivlent brotropic structure. The time-ltitude cross section t 180 (Fig. 3b) shows dominnt oscilltive period of round 40 dys, consistent with the results t 250 hp. The dominnt feture for the time-longitude cross section t 1,000 hp is similr to tht t 250 hp. The midltitude flow ptterns chnge ccordingly when the forcing ssocited with tropicl ISO moves estwrd. This cn be inferred from the regressed ptterns ssocited with the OLR indices t (120 E, 0 ) nd (140 E, 0 ) (not shown). In the tropicl region, the dominnt pttern does not chnge much except tht the positive nd negtive centers shift estwrd following the equtoril convection center (see lso Fig. 2, similr results were lso obtined by Frederiksen 2002), nd it still hs broclinic structure in the verticl. In the midltitude, there re wve trin ptterns, nd their verticl structure remins equivlent brotropic.

6 380 L.-L. Pn nd T. Li: Interctions between the tropicl ISO nd midltitude low-frequency flow () () Fig. 4 Eddy forcing of the stremfunction nomly regressed on the OLR index centered t (100 E, 0 ), clculted bsed on sttisticl closure () nd from the observtions. The contour intervl is 1m 2 s 2 Fig. 3 As in Fig. 1 except for 1,000 hp 5 Role of synoptic eddy feedbck in the midltitude response to the tropicl ISO In this section, we investigte the role of synoptic eddy feedbck in the midltitude tmospheric response to the tropicl ISO forcing in both the brotropic nd broclinic models. 5.1 Brotropic model results The extrtropicl response to nomlous tropicl heting is often explined in terms of Rossby wve propgtion nd dispersion (Hoskins nd Kroly 1981). Here using brotropic model with the synoptic eddy nd low-frequency flow interction, we investigte the role of synoptic eddy feedbck in the response of midltitude low-frequency flows to the forcing ssocited with tropicl ISO heting. In the following, we first vlidte the sttisticl closure for the synoptic eddy feedbck in the brotropic model Jðw 0 ; Dw 0 Þj ¼ L s w : nd then investigte the difference in the response fields with nd without the synoptic eddy feedbck. Figure 4 illustrtes the model simulted eddy forcing ½D 1 ðl s w ÞŠ nd observed eddy forcing ½ D 1 Jðw 0 ; Dw 0 Þj Š regressed on the OLR index t (100 E, 0 ). The observed results re well reproduced by the sttisticl closure nd the pttern correltion between observed eddy forcing nd model simulted one is round 0.8. The eddy forcing minly is locted t midltitude storm trck regions, nd it hs positive center round 40 N nd negtive center to its south in the Pcific, consistent with the dipole structure in the stremfunction field (Fig. 1). The positive correltion between the synoptic eddy forcing nd low-frequency flow in the region implies tht there is positive feedbck between them, which cn be further confirmed by subsequent numericl experiments. Similr results re obtined for the OLR indices centered t (120 E, 0 ) nd (140 E, 0 ) (not shown). Next we exmine the midltitude response to tropicl ISO forcing t (100 E, 0 ), (120 E, 0 ) nd (140 E, 0 ) in the brotropic model. The forcing ptterns re obtined ccording to the OLR ptterns (not shown) regressed on the OLR indices centered t (100 E, 0 ), (120 E, 0 ), nd (140 E, 0 ), nd re confined mostly in the equtoril region (15 S 15 N) (Fig. 5). The mgnitude of forcing is determined by regressed 250 mb divergence field (which hs n mplitude round s 1 ). The Rossby wve source used here is just f* Divergence. Our focus is on the difference in the response fields between cses with nd without the synoptic eddy feedbck. Figure 6 shows the observed nd the model simulted response fields (The

7 L.-L. Pn nd T. Li: Interctions between the tropicl ISO nd midltitude low-frequency flow 381 Fig. 5 Regressed pttern of OLR nomlies on the OLR index centered t (100 E, 0 ). The contour intervl is 6 W m 2 observed field is the sme s tht in Fig. 1 except tht only the northern hemispheric portion is plotted here.) Compring the results with nd without the eddy feedbck (Fig. 6b vs. Fig. 6c), it is cler tht the response is significntly enhnced when the synoptic eddy feedbck is included, implying positive feedbck between the synoptic trnsients nd low-frequency flows in the midltitudes. The difference field in Fig. 6d shows tht two mximum centers re locted long the Pcific nd Atlntic storm trcks. The north south dipole structure in the north Pcific does exist in both simultions with nd without the synoptic eddy feedbck. However, the strength is weker thn tht of the observed when the synoptic eddy feedbck is not included. To illustrte the role of the zonlly symmetric men flow in the genertion of the north south dipole, we conducted n dditionl experiment in which we delibertely suppress the zonlly symmetric prt of the climtologicl men stte (i.e., sttionry wves) in the model. Figure 7 shows the model simultion results in this cse. Without the sttionry wves in the bsic flow, the model filed to reproduce the observed strength of the response, s clerly shown in the difference field (Fig. 7b). This illustrtes the importnt role of the sttionry wve lowfrequency flow interction in the formtion of the north south dipole structure. Consistent with previous studies by Simmons et l. (1983) nd others, who pointed out the importnce of the zonlly symmetric bsic flow in the midltitude response to tropicl heting, here we demonstrte tht both the sttionry wves nd trnsient eddies re crucil for the tropicl-midltitude teleconnection. When the ISO forcing shifts to (120 E, 0 ) or (140 E, 0 ), the model simultes weker midltitude response, in greement with the observtions. The positive synoptic eddy feedbck still exists except the strength of the feedbck decreses correspondingly. To exmine the sensitivity of the model solution to nonstedy forcing, we conducted sensitivity experiment in which we llow the ISO forcing to propgte slowly estwrd long the equtor. The dominnt feture of the response filed is similr to tht of the stedy forcing except the mgnitude is slightly smller compring with the stedy response (not shown). 5.2 Results from the 2½-lyer model We further investigte the role of the synoptic eddy feedbck in the midltitude response to tropicl ISO heting by using 2½-lyer model. Similr to wht we did in the brotropic model, we first vlidte the sttisticl closure for Fig. 6 Stremfunction nomly ptterns in ssocition with the ISO forcing centered t (100 E, 0 ): observtionl results, b brotropic model simultions without the synoptic eddy feedbck, c brotropic model simultions with the synoptic eddy feedbck, nd d difference between the cses with nd without the synoptic eddy feedbck. The contour intervl is m 2 s 1 for, b nd c, nd 10 6 m 2 s 1 for d () (c) (d)

8 382 L.-L. Pn nd T. Li: Interctions between the tropicl ISO nd midltitude low-frequency flow () () Fig. 7 Stremfunction nomly ptterns ssocited with the ISOlike forcing centered t (100 E, 0 ) in brotropic model under the zonl symmetric bsic stte (i.e., without the sttionry wve), nd b difference of the stremfunction fields between the cses with nd without the sttionry wve in the bsic stte. The contour intervl is 10 6 m 2 s 1 the synoptic eddy feedbck in the 2½-lyer model, nd then investigte the difference in the response field in cses with nd without the synoptic eddy feedbck. Figure 8 compres the observed nd simulted eddy forcing terms in the zonl wind eqution, regressed on the OLR index centered t (100 E, 0 ). The correltion between the observed nd simulted ptterns is round 0.75, indicting tht the sttisticl closure is vlid. Similr to the brotropic model results, the eddy forcing minly loctes t the Pcific nd Atlntic storm trck regions nd it positively feeds bck to the low-frequency flow. The forcing field hs n equivlent brotropic structure in the middle nd high ltitudes (not shown). Similr results re obtined for the forcing centered t (120 E, 0 ) nd (140 E, 0 ). Therefore, the observed eddy forcing effect is well represented by the sttisticl closure. After the vlidtion of the sttisticl closure for the synoptic eddy feedbck, we further investigte the role of the feedbck in the midltitude response to tropicl forcing in the 2½-lyer model. Similr to the previous brotropic Fig. 8 As in Fig. 4 except for the zonl wind nomly t 200 hp in the 2½-lyer model. The contour intervl is ms 2 nd the zero line is omitted study, we put the tropicl ISO forcing t (100 E, 0 ), (120 E, 0 ), nd (140 E, 0 ), respectively, nd investigte the difference in the response field between cses with nd without the synoptic eddy forcing. The horizontl pttern of the forcing (heting) is bsed on the regressed OLR pttern while its verticl profile hs mximum in the middle troposphere. Since the model is liner, chnging in mgnitude of the forcing field will linerly chnge the response field. Figure 9 presents comprison between the observtionl result (Fig. 9) nd the model simultions (Fig. 9b c) to the ISO forcing centered t (100 E, 0 ). The observtionl result is obtined by regressing the zonl wind field onto the OLR index centered t (100 E, 0 ). Figure 9b nd c shows simultions with nd without the eddy feedbck, while their difference is presented in Fig. 9d. Similr to the brotropic model results, the difference minly ppers in the Pcific nd Atlntic storm trck regions. The response field is enhnced when the

9 L.-L. Pn nd T. Li: Interctions between the tropicl ISO nd midltitude low-frequency flow 383 Fig. 9 As in Fig. 6 except for the zonl wind nomly t 200 hp in the 2½-lyer model. The contour intervl is 1 m s 1 for, b nd c, nd 0.5 m s 1 for d () (c) (d) synoptic eddy feedbck is included, which gin implies positive feedbck between the synoptic eddy nd the lowfrequency flow nomly. Similr experiments re conducted for the forcing centered t (120 E, 0 ) nd (140, 0 ) nd the results re in generl similr. A sensitivity experiment with the specifiction of zonl symmetric men flow verifies the effect of the sttionry wves in midltitude response. By converting the stremfunction field (Fig. 6) to the zonl wind field (not shown), we cn see tht the brotropic nd broclinic model responses re consistent. Thus both the brotropic model nd the 2½lyer model experiments demonstrte the role of the synoptic eddy feedbck nd the sttionry wves in the midltitude response to the tropicl ISO forcing. Before conducting the model simultion, we investigte the observed reltionship between the southwrd propgtion of extrtropicl disturbnces nd the equtoril ISO convection, s reveled from the composite nlysis bsed on dily stremfunction nomlies. Using the OLR index centered t (0, 100 E) defined in the pper, we get the composite of the stremfunction nomlies when the OLR index is lower thn one stndrd devition nd the box-verged (10 10 ) stremfunction nomly centered t (45 N, 20 E) is lso lower thn one stndrd 6 ISO initition by midltitude disturbnces While the tropicl ISO my force low-frequency tmospheric response in the midltitude, the disturbnces in the midltitude, on the other hnd, my initite ISO convection t the equtor, possibly through the southwrd propgtion of subtropicl Rossby wve trins (e.g., Lim nd Chng 1981; Hsu et l. 1990; Compo et l. 1999; Lin et l. 2000). In this section we intend to simulte nd investigte this subtropicl triggering process in the 2½-lyer model. Fig. 10 Composite of stremfunction nomly ssocited with convection in the Indin Ocen. The contour intervl is m 2 s 1

10 384 L.-L. Pn nd T. Li: Interctions between the tropicl ISO nd midltitude low-frequency flow devition (Fig. 10). The stremfunction field is obtined from NCEP NCAR renlysis nd the dt period is from 1979 to Figure 10 illustrtes cler equtorwrd wve propgtion chrcteristics. Next we exmine the influence of extrtropicl disturbnces on equtoril ISO initition in the 2½-lyer model. A Jnury monthly men climtology verged between 1979 nd 2002 is specified s the model bsic stte. Initilly, midltitude vorticity perturbtion is introduced, with center locted t (20 E, 45 N). We integrte the model forwrd to exmine how this perturbtion evolves with time nd whether or not it cn initite the tropicl ISO. Figure 11 shows the evolution of simulted zonl wind nomlies t 850 hp. As time dvnces, the midltitude disturbnce propgtes estwrd nd equtorwrd in both the lower level (Fig. 11 d) nd the upper troposphere (Fig. 12 d). Greter signls pper to the est of the initil perturbtion, owing to the effect of the men flow. An ISOlike pttern ppers in the low-level zonl wind field on the equtor t t = dy 4 (Fig. 11e), when coupled Kelvin Rossby wve structure is more evident in the upper troposphere (Fig. 12e). The verticl structure of the equtoril response t dy 4 ppers to be broclinic structure with the low-level convergence nd upper-level divergence round 60 E, coinciding well with strong mid-tropospheric scending motion nd positive rinfll nomlies. The equtoril wve perturbtions grow slowly with time while propgting estwrd long the equtor, resembling typicl ISO event. The enhnced equtoril convection my further excite polewrd propgtion of Rossby wve trins in the upper troposphere, s seen in Fig. 12f. The ISO initition on the equtor my be further reveled by the time-longitude cross section of the zonl wind t the equtor (Fig. 13). During the initition stge, the lower-level winds grow t much fster rte thn their upper-level counterprts. For exmple, the low-level esterly is enhnced from 0.2 to 1 m s 1 during dy 2 6, while the upper-level westerly increses only 0.2 m s 1. The ISO-like signl, once initited, propgtes estwrd long the equtor, nd completes one cycle t period of bout 40 dys. It is noted tht the midltitude triggering process is ssocited with the southestwrd Rossby wve energy dispersion. This cn be seen from time-longitude cross section long 45 N nd time-ltitude cross section t 25 E of perturbtion kinetic energy [(u 2 + v 2 )/2] (Fig. 14). Figure 14 shows tht during the initil four dys there is cler southwrd nd estwrd energy propgtion t 850 nd 200 hp. Both the upper- nd lower-level energy propgtions show tht the signl cn rech the equtor within severl dys. The propgtion speed is bout 10 ltitude per dy, within the rnge of observed Rossby wve southwrd propgtion speeds (Compo et l. 1999). To test the sensitivity of the equtoril ISO response to the longitude loction of the midltitude disturbnce, we shift the initil disturbnce from (20 E, 45 N) to (180, 45 N) (Fig. 15). While n equtoril ISO cn still be initited, the mplitude of the equtoril response ppers Fig. 11 Evolution of the model zonl wind nomlies t 850 hp t t = dy 0, b t = dy 1, c t = dy 2, d t = dy 3, e t = dy 4, nd f t = dy 6. An initil disturbnce is locted t (20 E, 45 N). The contour intervl is 1 ms 1 for nd 0.1 m s 1 for b, c, d, e, nd f () (c) (d) (e) (f)

11 L.-L. Pn nd T. Li: Interctions between the tropicl ISO nd midltitude low-frequency flow 385 Fig. 12 As in Fig. 11 except for the zonl wind field t 200 hp. The contour intervl is 1ms 1 for nd 0.2 m s 1 for b, c, d, e, nd f () (c) (d) (e) (f) Fig. 13 Time-longitude cross section of the zonl wind field t the equtor t lower level nd b upper level. The contour intervl is 0.2 m s 1 () weker nd the initition loction is shifted further to the est compred to the previous cse. Given tht the bsicstte upper-level zonl wind in the tropics is esterly (westerly) to the west (est) of round 180, the experiments bove demonstrte tht the midltitude wve perturbtion cn penetrte into the tropics nd initite n ISO under both the esterly nd westerly flow regimes. To further exmine the sensitivity of the equtoril response to upper or lower-level perturbtions, we conducted two prllel experiments in which n initil disturbnce is plced only t the lower or upper level. The sensitivity experiments show tht the equtoril response is not sensitive to the initil perturbtion positions. An initil upper- (or lower-) tropospheric perturbtion my quickly excite lower- (or upper-) level counterprt during short djustment period (within 1 2 dys), nd s result, the southestwrd Rossby wve propgtion feture remins similr (not shown). The effect of the zonlly symmetric men flow (i.e., sttionry wves) in the southestwrd Rossby wve propgtion is exmined by conducting n dditionl experiment in which we specify zonl symmetric bsic stte. Figure 16 shows the model simultion t t = dy 6. Compring it to Fig. 11f, the equtoril wind response is slightly weker, nd ppers more symmetric bout the equtor. A further sensitivity experiment points out tht the condenstionl heting is primry energy source for the mintennce nd growth of the ISO; without this process, no ISO-like response cn be excited t the equtor even though there is southwrd energy propgtion from midltitudes. 7 Conclusion In this study, the interction between tropicl ISO nd midltitude low-frequency flow is investigted with focus

12 386 L.-L. Pn nd T. Li: Interctions between the tropicl ISO nd midltitude low-frequency flow Fig. 14 Time-longitude section t 45 N nd time-ltitude section t 25 E of the model simulted kinetic energy t 850 hp (, b) nd 200 hp (c, d). The initil disturbnce is locted t (20 E, 45 N). The kinetic energy field hs been normlized by its mximum mgnitude t ech time level () (c) (d) Fig. 15 Simulted 850 hp zonl wind field t t = dy 6 for the cse with n initil disturbnce locted t (180, 45 N) Fig. 16 As in Fig. 11f except for the specifiction of zonl symmetric bsic stte on the effect of the synoptic eddy feedbck. A sttisticl closure tht reltes the synoptic eddy forcing to the midltitude low-frequency flow is constructed, which leds to new estimtion of the role of the synoptic eddy feedbck on the response of midltitude low-frequency circultion to the forcing ssocited with tropicl ISO. By pplying the newly constructed sttisticl closure, the observed eddy feedbck cn be well represented in both simple brotropic model nd 2½-lyer broclinic model. Our observtionl nlysis nd modeling study show tht the heting ssocited with tropicl ISO cn excite significnt midltitude response. In prticulr, the ISO heting in the equtoril Indin Ocen my produce north south dipole structure t the upper lyer in the North Pcific, with n oscilltion period of bout 40 dys. The midltitude response hs n equivlent brotropic structure while broclinic structure ppers in the tropics. When the heting moves estwrd in ssocition with the estwrd propgtion of the ISO, the response pttern in the midltitude lso shifts estwrd. Both the brotropic model nd the 2½-lyer model show tht the strong synoptic eddy feedbck ppers t the Pcific nd Atlntic storm trck regions, in greement with the observtion. The synoptic eddy forcing hs positive feedbck to the midltitude low-frequency nomly forced by the tropicl ISO. Our 2½-lyer model experiments demonstrte, for the first time, the pure effect of the midltitude disturbnce forcing in the ISO initition, given tht the model does not contin the cloud-rdition nd ocen feedbcks nd preexisting globl-encirculting MJOs. Given midltitude disturbnce initilly, the signl my propgte southestwrd, rech the equtor within severl dys, nd trigger ISO convection t the equtor. This midltitude triggering scenrio is consistent with previous (e.g., Compo et l. 1999) nd current observtionl nlysis results. The pen-

13 L.-L. Pn nd T. Li: Interctions between the tropicl ISO nd midltitude low-frequency flow 387 etrtion of the disturbnce from the midltitude to the tropics is in the form of Rossby wve pckets. Unlike sttionry Rossby wve, the southwrd propgtion of the trnsient Rossby wve pckets does not require the presence of westerly winds in the bsic stte (Hoskins nd Yng 2000). Thus the midltitude forcing my trigger significnt equtoril ISO response in both the esterly nd westerly regimes. The dynmics of the tropicl midltitude teleconnection require full interction mong the sttionry wve, zonl men flow, low-frequency vribility, nd trnsient wve (synoptic eddy). In the current study, we linerize the model bout time-independent bsic stte, so tht the nonliner feedbck to the men flow is neglected. It is desired to incorporte ll interctive processes (including the nonlinerity of the system nd feedbcks between dynmics nd physicl processes) into the models for more comprehensive studies of the tropicl midltitude interction. Acknowledgments This work ws supported by NSF nd ONR grnts N , N nd N G031. The Interntionl Pcific Reserch Center is prtilly sponsored by the Jpn Agency for Mrine-Erth Science nd Technology (JAMSTEC). The uthors re thnkful for vluble comments from two nonymous reviewers nd from Drs. Bin Wng, Shng-Ping Xie, Xiouhu Fu, nd Richrd Grotjhn. Thnks lso go to Dine Henderson for her editoril ssistnce. This is SOEST contribution number 6973 nd IPRC contribution number 453. References Bond NA, Vecchi GA (2003) The influence of the Mdden Julin Oscilltion (MJO) on precipittion in Oregon nd Wshington. We Forecsting 18: Bretherton CS, Smith C, Wllce JM (1992) An intercomprison of methods for finding coupled ptterns in climte dt. J Climte 5: Compo GP, Kildis GN, Webster PJ (1999) The horizontl nd verticl structure of est Asin winter monsoon pressure surges. Q J R Meteorol Soc 125:29 54 Ferrnti L, Plmer TN, Molteni F, Klinker E (1990) Tropiclextrtropicl interction ssocited with the dy oscilltion. J Atmos Sci 47: Frederiksen JS (1983) A unified three-dimensionl instbility theory of the onset of blocking nd cyclogenesis. Prt II: Teleconnection ptterns. J Atmos Sci 40: Frederiksen JS (2002) Genesis of intrsesonl oscilltions nd equtoril wves. J Atmos Sci 59: Frederiksen JS, Frederiksen CS (1997) Mechnisms of the formtion of intrsesonl oscilltions nd Austrlin monsoon disturbnces: the role of ltent het, brotropic nd broclinic instbility. Contrib Atmos Phys 70:39 56 Frederksen JS, Frederiksen CS (1993) Monsoon disturbnces, intrsesonl oscilltions, teleconnection ptterns, blocking, nd storm trcks of the globl tmosphere during Jnury 1979: liner theory. J Atmos Sci 50: Held IM, Kng IS (1987) Brotropic models of the extrtropicl response to El Nino. J Atmos Sci 44: Held IM, Lyons SW, Nigm S (1989) Trnsients nd the extrtropicl response to El Nino. J Atmos Sci 46: Hendon HH, Slby ML (1994) The life cycle of the Mdden Julin oscilltion. J Atmos Sci 51: Higgins RW, Mo KC (1997) Persistent North Pcific circultion nomlies nd the tropicl intrsesonl oscilltion. J Climte 10: Hoskins BJ, Kroly DJ (1981) The stedy liner response of sphericl tmosphere to therml nd orogrphic forcing. J Atmos Sci 38: Hoskins BJ, Yng GY (2000) The equtoril response to higherltitude forcing. J Atmos Sci 57: Hsu HH (1996) Globl view of the intrsesonl oscilltion during northern winter. J Climte 9: Hsu HH, Hoskins BJ, Jin FF (1990) The 1985/1986 intrsesonl oscilltion nd the role of the extrtropics. J Atmos Sci 47: Jin FF, Pn LL, Wtnbe M (2006) Dynmics of synoptic eddy nd low-frequency flow interction. Prt I: A dynmicl closure. J Atmos Sci 63: Jin FF, Pn LL, Wtnbe M (2006b) Dynmics of synoptic eddy nd low-frequency flow interction. Prt II: A theory for lowfrequency modes. J Atmos Sci 63: Jones C (2000) Occurrence of extreme precipittion events in Cliforni nd reltionships with the Mdden Julin Oscilltion. J Climte 13: Klny E, Couthors (1996) The NCEP/NCAR 40-yer renlysis project. Bull Amer Meteor Soc 77: Kildis GN, Weickmnn KM (1992) Circultion nomlies ssocited with tropicl convection during northern winter. Mon We Rev 120: Kim BM, Lim GH, Kim KY (2006) A new look t the midltitude- MJO teleconnection in the Northern Hemisphere winter. Qurter J Roy Soc 132: Knutson TR, Weickmnn KM (1987) tmospheric oscilltion: Composite life cycles of convection nd circultion nomlies. Mon We Rev 115: Kuo HL (1974) Further studies of the prmeteriztion of the influence of cumulus convection on lrge-scle flow. J Atmos Sci 31: Lu KM, Phillips TJ (1986) Coherent fluctutions of extrtropicl geopotentil height nd tropicl convection in intrsesonl time scles. J Atmos Sci 43: Li T, Wng B (1994) The influence of se surfce temperture on the tropicl intrsesonl oscilltion: numericl study. Mon We Rev 122: Liebmnn B, Hrtmnn DL (1984) An observtionl study of tropicl-midltitude interction on intrsesonl time scles during winter. J Atmos Sci 41: Lim H, Chng CP (1981) A theory for midltitude forcing of tropicl motions during winter monsoons. J Atmos Sci 38: Lin JWB, Neelin JD, Zeng N (2000) Mintennce of tropicl intrsesonl vribility: impct of evportion-wind feedbck nd midltitude storms. J Atmos Sci 57: Mdden RA (1986) Sesonl vritions of the dy oscilltion in the tropics. J Atmos Sci 43: Mdden RA, Julin PR (1971) Detection of dy oscilltion in the zonl wind in the tropicl Pcific. J Atmos Sci 28: Mdden RA, Julin PR (1972) Description of globl-scle circultion cells in the tropics with dy period. J Atmos Sci 29: Mdden RA, Julin PR (1994) Observtion of the dy tropicl oscilltion A review. Mon We Rev 122: Mtthews AJ (2004) Intrsesonl vribility over tropicl Afric during northern summer. J Climte 17:

14 388 L.-L. Pn nd T. Li: Interctions between the tropicl ISO nd midltitude low-frequency flow Meehl GA, Kildis GN, Weickmnn KM, Wheeler M, Gutzler DS, Compo GP (1996) Modultion of equtoril subsesonl convective episodes by tropicl-extrtropicl interction in the Indin nd Pcific Ocen regions. J Geophys Res 101: Nvrr A (1993) A new set of orthonorml modes for linerized meteorologicl problems. J Atmos Sci 50: Nogues-Pegle J, Lee BC, Kousky VE (1989) Observed modl chrcteristics of the intrsesonl oscilltion. J Climte 2: Nogues-Pegle J, Byerle LA, Mo KC (2000) Intrsesonl modultion of South Americn summer precipittion. Mon We Rev 128: Pn LL (2003) A study of dynmic mechnisms of Annulr Modes. Ph.D. disserttion, University of Hwii, 194 pp Pn LL, Jin FF (2005) Sesonlity of synoptic eddy feedbck nd the AO/NAO. Geophys Res Lett 32:L doi: / 2005GL Pn LL, Jin FF, Wtnbe M (2006) Dynmics of synoptic eddy nd low-frequency flow (SELF) interction. Prt III: Broclinic model results. J Atmos Sci 63: Plumb RA (1985) On the three-dimensionl propgtion of sttionry wves. J Atmos Sci 42: Schubert SD (1985) A sttisticl dynmicl study of empiriclly determined modes of tmospheric vribility. J Atmos Sci 42:3 17 Schubert SD, Prk CK (1991) Low-frequency intrsesonl tropicl extrtropicl interctions. J Atmos Sci 48: Simmons AJ, Wllce JM, Brnsttor GW (1983) Brotropic wve propgtion nd instbility nd tmospheric teleconnection ptterns. J Atmos Sci 40: Strus DM, Lindzen RS (2000) Plnetry-scle broclinic instbility nd the MJO. J Atmos Sci 57: Wng B, Li T (1993) A simple tropicl tmospheric model of relevnce to short-term climte vrition. J Atmos Sci 50: Wng B, Li T (1994) Convective interction with boundry-lyer dynmics in the development of tropicl intrsesonl system. J Atmos Sci 51: Wng B, Rui H (1990) Synoptic climtology of trnsient tropicl intrsesonl convection nomlies. Meteor Atmos Phys 44:43 61 Wng B, Xie X (1996) Low-frequency equtoril wves in verticlly sher flow. Prt I: Stble wves. J Atmos Sci 53: Weickmnn KM (1983) Intrsesonl circultion nd outgoing longwve rdition modes during Northern Hemisphere winter. Mon We Rev 111: Weickmnn KM, Lussky GR, Kutzbch JE (1985) Intrsesonl (30 60 dy) fluctutions of outgoing longwve rdition nd 250 mb stremfunction during northern winter. Mon We Rev 113: Wheeler M, Kildis GN (1999) Convectively coupled equtoril wves: nlysis of clouds nd temperture in the wvenumberfrequency domin. J Atmos Sci 56: Wheeler M, Kildis GN, Webster PJ (2000) Lrge-scle dynmicl fields ssocited with convectively coupled equtoril wves. J Atmos Sci 57: Zhng C (2005) Mdden Julin oscilltion. Rev Geophys 43:1 36

Journal of the Meteorological Society of Japan, Vol. 75, No. 6, pp ,

Journal of the Meteorological Society of Japan, Vol. 75, No. 6, pp , Journl of the Meteorologicl Society of Jpn, Vol. 75, No. 6, pp. 1109-1123, 1997 1109 Internnul nd Interdecdl Vritions of the Western North Pcific Monsoon nd Biu Rinfll nd their Reltionship to the ENSO

More information

Vorticity. curvature: shear: fluid elements moving in a straight line but at different speeds. t 1 t 2. ATM60, Shu-Hua Chen

Vorticity. curvature: shear: fluid elements moving in a straight line but at different speeds. t 1 t 2. ATM60, Shu-Hua Chen Vorticity We hve previously discussed the ngulr velocity s mesure of rottion of body. This is suitble quntity for body tht retins its shpe but fluid cn distort nd we must consider two components to rottion:

More information

ESCI 343 Atmospheric Dynamics II Lesson 14 Inertial/slantwise Instability

ESCI 343 Atmospheric Dynamics II Lesson 14 Inertial/slantwise Instability ESCI 343 Atmospheric Dynmics II Lesson 14 Inertil/slntwise Instbility Reference: An Introduction to Dynmic Meteorology (3 rd edition), J.R. Holton Atmosphere-Ocen Dynmics, A.E. Gill Mesoscle Meteorology

More information

SEASONAL VARIATI0,NS OF THE RELATIONSHIP BETWEEN SOME ENSO PARAMETERS AND INDIAN RAINFALL

SEASONAL VARIATI0,NS OF THE RELATIONSHIP BETWEEN SOME ENSO PARAMETERS AND INDIAN RAINFALL INTERNATIONAL JOURNAL OF CLIMATOLOGY, VOL. 16, 923-933 (1996) 551.521.1 l(4) SEASONAL VARIATI0,NS OF THE RELATIONSHIP BETWEEN SOME ENSO PARAMETERS AND INDIAN RAINFALL K. D. PRASAD nd S. V SINGH' Indin

More information

Factors affecting the phonation threshold pressure and frequency

Factors affecting the phonation threshold pressure and frequency 3SC Fctors ffecting the phontion threshold pressure nd frequency Zhoyn Zhng School of Medicine, University of Cliforni Los Angeles, CA, USA My, 9 57 th ASA Meeting, Portlnd, Oregon Acknowledgment: Reserch

More information

This document is downloaded from DR-NTU, Nanyang Technological University Library, Singapore.

This document is downloaded from DR-NTU, Nanyang Technological University Library, Singapore. This document is downloded from DR-NTU, Nnyng Technologicl University Librry, ingpore. Title Isentropic zonl verge formlism nd the ner-surfce circultion( Conference proceedings ) Author(s) Koh, Tieh Yong;

More information

Fig. 1. Open-Loop and Closed-Loop Systems with Plant Variations

Fig. 1. Open-Loop and Closed-Loop Systems with Plant Variations ME 3600 Control ystems Chrcteristics of Open-Loop nd Closed-Loop ystems Importnt Control ystem Chrcteristics o ensitivity of system response to prmetric vritions cn be reduced o rnsient nd stedy-stte responses

More information

SUPPLEMENTARY INFORMATION

SUPPLEMENTARY INFORMATION doi:10.1038/nture11097 Supplementl Text Supplementry Figure 8 shows the zonl nnul men ensemle men temperture trends for the CAM individul forcing experiments. Both lck cron (BC) nd tropospheric ozone (TO3)

More information

DECAMETER RADIO EMISSION OF THE SUN: RECENT OBSERVATIONS

DECAMETER RADIO EMISSION OF THE SUN: RECENT OBSERVATIONS DECAMETER RADIO EMISSION OF THE SUN: RECENT OBSERVATIONS V. N. Melnik *,H.O.Rucker, A. A. Konovlenko, V. V. Dorovskyy, E. P. Abrnin, nd A. Leccheux Abstrct We present n overview of the recent results in

More information

New Expansion and Infinite Series

New Expansion and Infinite Series Interntionl Mthemticl Forum, Vol. 9, 204, no. 22, 06-073 HIKARI Ltd, www.m-hikri.com http://dx.doi.org/0.2988/imf.204.4502 New Expnsion nd Infinite Series Diyun Zhng College of Computer Nnjing University

More information

Computation and Modeling of the Air-Sea Heat and Momentum Fluxes. By Dr. Nasser H. Zaker

Computation and Modeling of the Air-Sea Heat and Momentum Fluxes. By Dr. Nasser H. Zaker Computtion nd Modeling of the Air-e et nd Momentum Fluxes By Dr. Nsser. Zker ICTP June 00 1 Introduction The ocen receives energy through the ir-se interfce by exchnge of momentum nd het. The turbulent

More information

Daily atmospheric variability in the South American monsoon system

Daily atmospheric variability in the South American monsoon system Clim Dyn DOI 10.1007/s00382-010-0881-4 Dily tmospheric vriility in the South Americn monsoon system V. Krishnmurthy Vsundhu Misr Received: 21 Jnury 2010 / Accepted: 6 July 2010 Ó Springer-Verlg 2010 Astrct

More information

Estimation of Global Solar Radiation at Onitsha with Regression Analysis and Artificial Neural Network Models

Estimation of Global Solar Radiation at Onitsha with Regression Analysis and Artificial Neural Network Models eserch Journl of ecent Sciences ISSN 77-5 es.j.ecent Sci. Estimtion of Globl Solr dition t Onitsh with egression Anlysis nd Artificil Neurl Network Models Abstrct Agbo G.A., Ibeh G.F. *nd Ekpe J.E. Fculty

More information

Impact of tropical SST variations on the linear predictability of the atmospheric circulation. in the Atlantic/European region, and

Impact of tropical SST variations on the linear predictability of the atmospheric circulation. in the Atlantic/European region, and ANNALS OF GEOPHYSICS, VOL. 46, N. 1, Ferury 2003 Impct of tropicl SST vritions on the liner predictility of the tmospheric circultion in the Atlntic/Europen region Henrik Feddersen Climte Reserch Division,

More information

Monte Carlo method in solving numerical integration and differential equation

Monte Carlo method in solving numerical integration and differential equation Monte Crlo method in solving numericl integrtion nd differentil eqution Ye Jin Chemistry Deprtment Duke University yj66@duke.edu Abstrct: Monte Crlo method is commonly used in rel physics problem. The

More information

Title of file for HTML: Supplementary Information Description: Supplementary Figures. Title of file for HTML: Peer Review File Description:

Title of file for HTML: Supplementary Information Description: Supplementary Figures. Title of file for HTML: Peer Review File Description: Title of file for HTML: Supplementry Informtion Description: Supplementry Figures Title of file for HTML: Peer Review File Description: WTP SST IPO PDO WTP leds IPO PDO Supplementry Figure 1 IPO (or PDO)

More information

Synoptic Meteorology I: Finite Differences September Partial Derivatives (or, Why Do We Care About Finite Differences?

Synoptic Meteorology I: Finite Differences September Partial Derivatives (or, Why Do We Care About Finite Differences? Synoptic Meteorology I: Finite Differences 16-18 September 2014 Prtil Derivtives (or, Why Do We Cre About Finite Differences?) With the exception of the idel gs lw, the equtions tht govern the evolution

More information

Isentropic zonal average formalism and the near-surface circulation

Isentropic zonal average formalism and the near-surface circulation Isentropic zonl verge formlism nd the ner-surfce circultion By T.-Y. KOH Λ nd R. A. PLUMB Msschusetts Institute of Technology, USA ( 17 My 2004 ) SUMMARY The isentropic zonl verge formlism is extended

More information

On the Linear Stability of Compound Capillary Jets

On the Linear Stability of Compound Capillary Jets ILASS Americs, th Annul Conference on Liquid Atomiztion nd Spry Systems, Chicgo, IL, My 7 On the Liner Stbility of Compound Cpillry Jets Mksud (Mx) Ismilov, Stephen D Heister School of Aeronutics nd Astronutics,

More information

The Active Universe. 1 Active Motion

The Active Universe. 1 Active Motion The Active Universe Alexnder Glück, Helmuth Hüffel, Sš Ilijić, Gerld Kelnhofer Fculty of Physics, University of Vienn helmuth.hueffel@univie.c.t Deprtment of Physics, FER, University of Zgreb ss.ilijic@fer.hr

More information

Minimum Energy State of Plasmas with an Internal Transport Barrier

Minimum Energy State of Plasmas with an Internal Transport Barrier Minimum Energy Stte of Plsms with n Internl Trnsport Brrier T. Tmno ), I. Ktnum ), Y. Skmoto ) ) Formerly, Plsm Reserch Center, University of Tsukub, Tsukub, Ibrki, Jpn ) Plsm Reserch Center, University

More information

Linear and Non-linear Feedback Control Strategies for a 4D Hyperchaotic System

Linear and Non-linear Feedback Control Strategies for a 4D Hyperchaotic System Pure nd Applied Mthemtics Journl 017; 6(1): 5-13 http://www.sciencepublishinggroup.com/j/pmj doi: 10.11648/j.pmj.0170601.1 ISSN: 36-9790 (Print); ISSN: 36-981 (Online) Liner nd Non-liner Feedbck Control

More information

Entropy ISSN

Entropy ISSN Entropy 006, 8[], 50-6 50 Entropy ISSN 099-4300 www.mdpi.org/entropy/ ENTROPY GENERATION IN PRESSURE GRADIENT ASSISTED COUETTE FLOW WITH DIFFERENT THERMAL BOUNDARY CONDITIONS Abdul Aziz Deprtment of Mechnicl

More information

Data Assimilation. Alan O Neill Data Assimilation Research Centre University of Reading

Data Assimilation. Alan O Neill Data Assimilation Research Centre University of Reading Dt Assimiltion Aln O Neill Dt Assimiltion Reserch Centre University of Reding Contents Motivtion Univrite sclr dt ssimiltion Multivrite vector dt ssimiltion Optiml Interpoltion BLUE 3d-Vritionl Method

More information

EVALUATION OF FRESHWATER FLUX OVER THE OCEAN

EVALUATION OF FRESHWATER FLUX OVER THE OCEAN Interntionl Archives of the Photogrmmetry, Remote Sensing nd Sptil Informtion Science, Volume XXXVIII, Prt 8, Kyoto Jpn 2 EVALUATION OF FRESHWATER FLUX OVER THE OCEAN M. Kubot, T. Wtbe, S. Iwski School

More information

A027 Uncertainties in Local Anisotropy Estimation from Multi-offset VSP Data

A027 Uncertainties in Local Anisotropy Estimation from Multi-offset VSP Data A07 Uncertinties in Locl Anisotropy Estimtion from Multi-offset VSP Dt M. Asghrzdeh* (Curtin University), A. Bon (Curtin University), R. Pevzner (Curtin University), M. Urosevic (Curtin University) & B.

More information

State space systems analysis (continued) Stability. A. Definitions A system is said to be Asymptotically Stable (AS) when it satisfies

State space systems analysis (continued) Stability. A. Definitions A system is said to be Asymptotically Stable (AS) when it satisfies Stte spce systems nlysis (continued) Stbility A. Definitions A system is sid to be Asymptoticlly Stble (AS) when it stisfies ut () = 0, t > 0 lim xt () 0. t A system is AS if nd only if the impulse response

More information

Predict Global Earth Temperature using Linier Regression

Predict Global Earth Temperature using Linier Regression Predict Globl Erth Temperture using Linier Regression Edwin Swndi Sijbt (23516012) Progrm Studi Mgister Informtik Sekolh Teknik Elektro dn Informtik ITB Jl. Gnesh 10 Bndung 40132, Indonesi 23516012@std.stei.itb.c.id

More information

A New Statistic Feature of the Short-Time Amplitude Spectrum Values for Human s Unvoiced Pronunciation

A New Statistic Feature of the Short-Time Amplitude Spectrum Values for Human s Unvoiced Pronunciation Xiodong Zhung A ew Sttistic Feture of the Short-Time Amplitude Spectrum Vlues for Humn s Unvoiced Pronuncition IAODOG ZHUAG 1 1. Qingdo University, Electronics & Informtion College, Qingdo, 6671 CHIA Abstrct:

More information

CBE 291b - Computation And Optimization For Engineers

CBE 291b - Computation And Optimization For Engineers The University of Western Ontrio Fculty of Engineering Science Deprtment of Chemicl nd Biochemicl Engineering CBE 9b - Computtion And Optimiztion For Engineers Mtlb Project Introduction Prof. A. Jutn Jn

More information

Chapter 4 Contravariance, Covariance, and Spacetime Diagrams

Chapter 4 Contravariance, Covariance, and Spacetime Diagrams Chpter 4 Contrvrince, Covrince, nd Spcetime Digrms 4. The Components of Vector in Skewed Coordintes We hve seen in Chpter 3; figure 3.9, tht in order to show inertil motion tht is consistent with the Lorentz

More information

Review of Calculus, cont d

Review of Calculus, cont d Jim Lmbers MAT 460 Fll Semester 2009-10 Lecture 3 Notes These notes correspond to Section 1.1 in the text. Review of Clculus, cont d Riemnn Sums nd the Definite Integrl There re mny cses in which some

More information

Probability Distributions for Gradient Directions in Uncertain 3D Scalar Fields

Probability Distributions for Gradient Directions in Uncertain 3D Scalar Fields Technicl Report 7.8. Technische Universität München Probbility Distributions for Grdient Directions in Uncertin 3D Sclr Fields Tobis Pfffelmoser, Mihel Mihi, nd Rüdiger Westermnn Computer Grphics nd Visuliztion

More information

Flutter frequency based on bending - torsion coupling theory

Flutter frequency based on bending - torsion coupling theory Flutter frequency bsed on bending - torsion coupling theory *ZHENG Xin ¹, LIU Yu-Bin¹, CHEN Pu, SHEN Feng 3,ZHANG Sheng-Jun 3,nd FU Xing-Rong ¹ 1 College of Wter Conservncy nd Civil Engineering, Chin Agriculturl

More information

Module 6: LINEAR TRANSFORMATIONS

Module 6: LINEAR TRANSFORMATIONS Module 6: LINEAR TRANSFORMATIONS. Trnsformtions nd mtrices Trnsformtions re generliztions of functions. A vector x in some set S n is mpped into m nother vector y T( x). A trnsformtion is liner if, for

More information

A Brief Review on Akkar, Sandikkaya and Bommer (ASB13) GMPE

A Brief Review on Akkar, Sandikkaya and Bommer (ASB13) GMPE Southwestern U.S. Ground Motion Chrcteriztion Senior Seismic Hzrd Anlysis Committee Level 3 Workshop #2 October 22-24, 2013 A Brief Review on Akkr, Sndikky nd Bommer (ASB13 GMPE Sinn Akkr Deprtment of

More information

Properties of Integrals, Indefinite Integrals. Goals: Definition of the Definite Integral Integral Calculations using Antiderivatives

Properties of Integrals, Indefinite Integrals. Goals: Definition of the Definite Integral Integral Calculations using Antiderivatives Block #6: Properties of Integrls, Indefinite Integrls Gols: Definition of the Definite Integrl Integrl Clcultions using Antiderivtives Properties of Integrls The Indefinite Integrl 1 Riemnn Sums - 1 Riemnn

More information

Asian monsoon simulations by Community Climate Models CAM4 and CCSM4

Asian monsoon simulations by Community Climate Models CAM4 and CCSM4 Clim Dyn (2013) 41:2617 2642 DOI 10.1007/s00382-013-1752-6 Asin monsoon simultions y Community Climte Models CAM4 nd CCSM4 Sirj ul Islm Youmin Tng Peter L. Jckson Received: 21 July 2012 / Accepted: 25

More information

Vadose Zone Hydrology

Vadose Zone Hydrology Objectives Vdose Zone Hydrology 1. Review bsic concepts nd terminology of soil physics. 2. Understnd the role of wter-tble dynmics in GW-SW interction. Drcy s lw is useful in region A. Some knowledge of

More information

Consequently, the temperature must be the same at each point in the cross section at x. Let:

Consequently, the temperature must be the same at each point in the cross section at x. Let: HW 2 Comments: L1-3. Derive the het eqution for n inhomogeneous rod where the therml coefficients used in the derivtion of the het eqution for homogeneous rod now become functions of position x in the

More information

... Coupled ocean±atmosphere dynamics in the Indian Ocean during 1997±98

... Coupled ocean±atmosphere dynamics in the Indian Ocean during 1997±98 optimlly doped cse (solid line). It is interesting to note tht the pek in the underdoped cse is slightly reduced in height re ecting reduction in T c. It is lso shifted to lower energies. Some experiments

More information

Ordinary differential equations

Ordinary differential equations Ordinry differentil equtions Introduction to Synthetic Biology E Nvrro A Montgud P Fernndez de Cordob JF Urchueguí Overview Introduction-Modelling Bsic concepts to understnd n ODE. Description nd properties

More information

Fully Kinetic Simulations of Ion Beam Neutralization

Fully Kinetic Simulations of Ion Beam Neutralization Fully Kinetic Simultions of Ion Bem Neutrliztion Joseph Wng University of Southern Cliforni Hideyuki Usui Kyoto University E-mil: josephjw@usc.edu; usui@rish.kyoto-u.c.jp 1. Introduction Ion em emission/neutrliztion

More information

Tests for the Ratio of Two Poisson Rates

Tests for the Ratio of Two Poisson Rates Chpter 437 Tests for the Rtio of Two Poisson Rtes Introduction The Poisson probbility lw gives the probbility distribution of the number of events occurring in specified intervl of time or spce. The Poisson

More information

Driving Cycle Construction of City Road for Hybrid Bus Based on Markov Process Deng Pan1, a, Fengchun Sun1,b*, Hongwen He1, c, Jiankun Peng1, d

Driving Cycle Construction of City Road for Hybrid Bus Based on Markov Process Deng Pan1, a, Fengchun Sun1,b*, Hongwen He1, c, Jiankun Peng1, d Interntionl Industril Informtics nd Computer Engineering Conference (IIICEC 15) Driving Cycle Construction of City Rod for Hybrid Bus Bsed on Mrkov Process Deng Pn1,, Fengchun Sun1,b*, Hongwen He1, c,

More information

Section 14.3 Arc Length and Curvature

Section 14.3 Arc Length and Curvature Section 4.3 Arc Length nd Curvture Clculus on Curves in Spce In this section, we ly the foundtions for describing the movement of n object in spce.. Vector Function Bsics In Clc, formul for rc length in

More information

5.3 Nonlinear stability of Rayleigh-Bénard convection

5.3 Nonlinear stability of Rayleigh-Bénard convection 118 5.3 Nonliner stbility of Ryleigh-Bénrd convection In Chpter 1, we sw tht liner stbility only tells us whether system is stble or unstble to infinitesimlly-smll perturbtions, nd tht there re cses in

More information

A comparative study of parameterized and full thermal-convection models in the interpretation of heat flow from cratons and mobile belts

A comparative study of parameterized and full thermal-convection models in the interpretation of heat flow from cratons and mobile belts Geophys. J. Int. (1993) ll3,747-751 A comprtive study of prmeterized nd full therml-convection models in the interprettion of het flow from crtons nd mobile belts Andrew A. Nyblde" nd Henry N. Pollck Deprtment

More information

1. Static Stability. (ρ V ) d2 z (1) d 2 z. = g (2) = g (3) T T = g T (4)

1. Static Stability. (ρ V ) d2 z (1) d 2 z. = g (2) = g (3) T T = g T (4) 1. Sttic Stbility 1. Sttic Stbility of Unsturted Air If n ir prcel of volume V nd density ρ is displced from its initil position (z, p) where there is no net force on it, to (z + z, p p). From Newton s

More information

THE INTERVAL LATTICE BOLTZMANN METHOD FOR TRANSIENT HEAT TRANSFER IN A SILICON THIN FILM

THE INTERVAL LATTICE BOLTZMANN METHOD FOR TRANSIENT HEAT TRANSFER IN A SILICON THIN FILM ROMAI J., v.9, no.2(2013), 173 179 THE INTERVAL LATTICE BOLTZMANN METHOD FOR TRANSIENT HEAT TRANSFER IN A SILICON THIN FILM Alicj Piseck-Belkhyt, Ann Korczk Institute of Computtionl Mechnics nd Engineering,

More information

and the Western North Pacific National Research Institute for Earth Science and Disaster Prevention, Tsukuba, Ibaraki, Japan and Takio Murakami

and the Western North Pacific National Research Institute for Earth Science and Disaster Prevention, Tsukuba, Ibaraki, Japan and Takio Murakami Journl of the Meteorologicl Society of Jpn, Vol. 76, No. 4, pp. 619-639, 1998 619 Biu ner Jpn nd Its Reltion to Summer Monsoons over Southest Asi nd the Western North Pcific By Ryuichi Kwmurl Ntionl Reserch

More information

P5.25 NUMERICAL SIMULATIONS OF HEAVY RAINFALL DURING THE MESOSCALE ALPINE PROGRAM (MAP)

P5.25 NUMERICAL SIMULATIONS OF HEAVY RAINFALL DURING THE MESOSCALE ALPINE PROGRAM (MAP) P5.25 NUMERICAL SIMULATIONS OF HEAVY RAINFALL DURING THE MESOSCALE ALPINE PROGRAM (MAP) Jmes A. Thurmn, Y.-L Lin*, nd J.J Chrney North Crolin Stte University, Rleigh, North Crolin 1. Introduction To ssess

More information

TANDEM QUEUE WITH THREE MULTISERVER UNITS AND BULK SERVICE WITH ACCESSIBLE AND NON ACCESSBLE BATCH IN UNIT III WITH VACATION

TANDEM QUEUE WITH THREE MULTISERVER UNITS AND BULK SERVICE WITH ACCESSIBLE AND NON ACCESSBLE BATCH IN UNIT III WITH VACATION Indin Journl of Mthemtics nd Mthemticl Sciences Vol. 7, No., (June ) : 9-38 TANDEM QUEUE WITH THREE MULTISERVER UNITS AND BULK SERVICE WITH ACCESSIBLE AND NON ACCESSBLE BATCH IN UNIT III WITH VACATION

More information

Gravity wave activity in the troposphere and lower stratosphere: An observational study of seasonal and interannual variations

Gravity wave activity in the troposphere and lower stratosphere: An observational study of seasonal and interannual variations JOURNAL OF GEOPHYSICAL RESEARCH: ATMOSPHERES, VOL. 118, 11,352 11,359, doi:10.1002/jgrd.50844, 2013 Grvity wve ctivity in the troposphere nd lower strtosphere: An oservtionl study of sesonl nd internnul

More information

CONTRIBUTION TO THE EXTENDED DYNAMIC PLANE SOURCE METHOD

CONTRIBUTION TO THE EXTENDED DYNAMIC PLANE SOURCE METHOD CONTRIBUTION TO THE EXTENDED DYNAMIC PLANE SOURCE METHOD Svetozár Mlinrič Deprtment of Physics, Fculty of Nturl Sciences, Constntine the Philosopher University, Tr. A. Hlinku, SK-949 74 Nitr, Slovki Emil:

More information

CHM Physical Chemistry I Chapter 1 - Supplementary Material

CHM Physical Chemistry I Chapter 1 - Supplementary Material CHM 3410 - Physicl Chemistry I Chpter 1 - Supplementry Mteril For review of some bsic concepts in mth, see Atkins "Mthemticl Bckground 1 (pp 59-6), nd "Mthemticl Bckground " (pp 109-111). 1. Derivtion

More information

SOLUTION OF QUADRATIC NONLINEAR PROBLEMS WITH MULTIPLE SCALES LINDSTEDT-POINCARE METHOD. Mehmet Pakdemirli and Gözde Sarı

SOLUTION OF QUADRATIC NONLINEAR PROBLEMS WITH MULTIPLE SCALES LINDSTEDT-POINCARE METHOD. Mehmet Pakdemirli and Gözde Sarı Mthemticl nd Computtionl Applictions, Vol., No., pp. 37-5, 5 http://dx.doi.org/.99/mc-5- SOLUTION OF QUADRATIC NONLINEAR PROBLEMS WITH MULTIPLE SCALES LINDSTEDT-POINCARE METHOD Mehmet Pkdemirli nd Gözde

More information

The heat budget of the atmosphere and the greenhouse effect

The heat budget of the atmosphere and the greenhouse effect The het budget of the tmosphere nd the greenhouse effect 1. Solr rdition 1.1 Solr constnt The rdition coming from the sun is clled solr rdition (shortwve rdition). Most of the solr rdition is visible light

More information

REGULARITY OF NONLOCAL MINIMAL CONES IN DIMENSION 2

REGULARITY OF NONLOCAL MINIMAL CONES IN DIMENSION 2 EGULAITY OF NONLOCAL MINIMAL CONES IN DIMENSION 2 OVIDIU SAVIN AND ENICO VALDINOCI Abstrct. We show tht the only nonlocl s-miniml cones in 2 re the trivil ones for ll s 0, 1). As consequence we obtin tht

More information

Math 6395: Hyperbolic Conservation Laws and Numerical Methods. Hyperbolic Conservation Laws are a type of PDEs arise from physics: fluid/gas dynamics.

Math 6395: Hyperbolic Conservation Laws and Numerical Methods. Hyperbolic Conservation Laws are a type of PDEs arise from physics: fluid/gas dynamics. Mth 6395: Hyperbolic Conservtion Lws nd Numericl Methods Course structure Hyperbolic Conservtion Lws re type of PDEs rise from physics: fluid/gs dynmics. Distintive solution structures Other types of PDEs

More information

Partial Derivatives. Limits. For a single variable function f (x), the limit lim

Partial Derivatives. Limits. For a single variable function f (x), the limit lim Limits Prtil Derivtives For single vrible function f (x), the limit lim x f (x) exists only if the right-hnd side limit equls to the left-hnd side limit, i.e., lim f (x) = lim f (x). x x + For two vribles

More information

+ x 2 dω 2 = c 2 dt 2 +a(t) [ 2 dr 2 + S 1 κx 2 /R0

+ x 2 dω 2 = c 2 dt 2 +a(t) [ 2 dr 2 + S 1 κx 2 /R0 Notes for Cosmology course, fll 2005 Cosmic Dynmics Prelude [ ds 2 = c 2 dt 2 +(t) 2 dx 2 ] + x 2 dω 2 = c 2 dt 2 +(t) [ 2 dr 2 + S 1 κx 2 /R0 2 κ (r) 2 dω 2] nd x = S κ (r) = r, R 0 sin(r/r 0 ), R 0 sinh(r/r

More information

Physics 202H - Introductory Quantum Physics I Homework #08 - Solutions Fall 2004 Due 5:01 PM, Monday 2004/11/15

Physics 202H - Introductory Quantum Physics I Homework #08 - Solutions Fall 2004 Due 5:01 PM, Monday 2004/11/15 Physics H - Introductory Quntum Physics I Homework #8 - Solutions Fll 4 Due 5:1 PM, Mondy 4/11/15 [55 points totl] Journl questions. Briefly shre your thoughts on the following questions: Of the mteril

More information

A REVIEW OF CALCULUS CONCEPTS FOR JDEP 384H. Thomas Shores Department of Mathematics University of Nebraska Spring 2007

A REVIEW OF CALCULUS CONCEPTS FOR JDEP 384H. Thomas Shores Department of Mathematics University of Nebraska Spring 2007 A REVIEW OF CALCULUS CONCEPTS FOR JDEP 384H Thoms Shores Deprtment of Mthemtics University of Nebrsk Spring 2007 Contents Rtes of Chnge nd Derivtives 1 Dierentils 4 Are nd Integrls 5 Multivrite Clculus

More information

MAC-solutions of the nonexistent solutions of mathematical physics

MAC-solutions of the nonexistent solutions of mathematical physics Proceedings of the 4th WSEAS Interntionl Conference on Finite Differences - Finite Elements - Finite Volumes - Boundry Elements MAC-solutions of the nonexistent solutions of mthemticl physics IGO NEYGEBAUE

More information

Improved Results on Stability of Time-delay Systems using Wirtinger-based Inequality

Improved Results on Stability of Time-delay Systems using Wirtinger-based Inequality Preprints of the 9th World Congress he Interntionl Federtion of Automtic Control Improved Results on Stbility of ime-dely Systems using Wirtinger-bsed Inequlity e H. Lee Ju H. Prk H.Y. Jung O.M. Kwon S.M.

More information

P 3 (x) = f(0) + f (0)x + f (0) 2. x 2 + f (0) . In the problem set, you are asked to show, in general, the n th order term is a n = f (n) (0)

P 3 (x) = f(0) + f (0)x + f (0) 2. x 2 + f (0) . In the problem set, you are asked to show, in general, the n th order term is a n = f (n) (0) 1 Tylor polynomils In Section 3.5, we discussed how to pproximte function f(x) round point in terms of its first derivtive f (x) evluted t, tht is using the liner pproximtion f() + f ()(x ). We clled this

More information

WHY IS THE OCEAN SURFACE SLIGHTLY WARMER THAN THE ATMOSPHERE?

WHY IS THE OCEAN SURFACE SLIGHTLY WARMER THAN THE ATMOSPHERE? WHY IS HE OCEAN SURFACE SLIGHLY WARMER HAN HE AMOSPHERE? Lkshik Girihgm 1 nd Doron Nof 1 Geophysicl Fluid Dynmics Institute, he Florid Stte University, llhssee, FL, United 1, Sttes of Americ Deprtment

More information

M344 - ADVANCED ENGINEERING MATHEMATICS

M344 - ADVANCED ENGINEERING MATHEMATICS M3 - ADVANCED ENGINEERING MATHEMATICS Lecture 18: Lplce s Eqution, Anltic nd Numericl Solution Our emple of n elliptic prtil differentil eqution is Lplce s eqution, lso clled the Diffusion Eqution. If

More information

DISTRIBUTION OF SUB AND SUPER HARMONIC SOLUTION OF MATHIEU EQUATION WITHIN STABLE ZONES

DISTRIBUTION OF SUB AND SUPER HARMONIC SOLUTION OF MATHIEU EQUATION WITHIN STABLE ZONES Fifth ASME Interntionl Conference on Multibody Systems, Nonliner Dynmics nd Control Symposium on Dynmics nd Control of Time-Vrying nd Time-Dely Systems nd Structures September 2-2, 05, Long Bech, Cliforni,

More information

On the application of explicit spatial filtering to the variables or fluxes of linear equations

On the application of explicit spatial filtering to the variables or fluxes of linear equations Journl of Computtionl Physics 225 (27) 2 27 www.elsevier.com/locte/jcp Short Note On the ppliction of explicit sptil filtering to the vriles or fluxes of liner equtions Christophe Bogey *, Christophe Billy

More information

Incorporating Ensemble Covariance in the Gridpoint Statistical Interpolation Variational Minimization: A Mathematical Framework

Incorporating Ensemble Covariance in the Gridpoint Statistical Interpolation Variational Minimization: A Mathematical Framework 2990 M O N T H L Y W E A T H E R R E V I E W VOLUME 38 Incorporting Ensemble Covrince in the Gridpoint Sttisticl Interpoltion Vritionl Minimiztion: A Mthemticl Frmework XUGUANG WANG School of Meteorology,

More information

221B Lecture Notes WKB Method

221B Lecture Notes WKB Method Clssicl Limit B Lecture Notes WKB Method Hmilton Jcobi Eqution We strt from the Schrödinger eqution for single prticle in potentil i h t ψ x, t = [ ] h m + V x ψ x, t. We cn rewrite this eqution by using

More information

Physics 201 Lab 3: Measurement of Earth s local gravitational field I Data Acquisition and Preliminary Analysis Dr. Timothy C. Black Summer I, 2018

Physics 201 Lab 3: Measurement of Earth s local gravitational field I Data Acquisition and Preliminary Analysis Dr. Timothy C. Black Summer I, 2018 Physics 201 Lb 3: Mesurement of Erth s locl grvittionl field I Dt Acquisition nd Preliminry Anlysis Dr. Timothy C. Blck Summer I, 2018 Theoreticl Discussion Grvity is one of the four known fundmentl forces.

More information

Lecture 13 - Linking E, ϕ, and ρ

Lecture 13 - Linking E, ϕ, and ρ Lecture 13 - Linking E, ϕ, nd ρ A Puzzle... Inner-Surfce Chrge Density A positive point chrge q is locted off-center inside neutrl conducting sphericl shell. We know from Guss s lw tht the totl chrge on

More information

Electron Correlation Methods

Electron Correlation Methods Electron Correltion Methods HF method: electron-electron interction is replced by n verge interction E HF c E 0 E HF E 0 exct ground stte energy E HF HF energy for given bsis set HF Ec 0 - represents mesure

More information

P14.6 THE DIURNAL CYCLE OF PRECIPITATION IN RADAR OBSERVATIONS, MODEL FORECASTS AND MAPLE NOWCASTS

P14.6 THE DIURNAL CYCLE OF PRECIPITATION IN RADAR OBSERVATIONS, MODEL FORECASTS AND MAPLE NOWCASTS P14.6 THE DIURNAL CYCLE OF PRECIPITATION IN RADAR OBSERVATIONS, MODEL FORECASTS AND MAPLE NOWCASTS Mdlin Surcel 1*, Mrc Berenguer 1, Isztr Zwdzki 1, Ming Xue 2,3 nd Fnyou Kong 3 (1) Deprtment of Atmospheric

More information

Energy (kcal mol -1 ) Force (kcal mol -1 Å -1 ) Pore axis (Å) Mixed Mo-only S-only Graphene

Energy (kcal mol -1 ) Force (kcal mol -1 Å -1 ) Pore axis (Å) Mixed Mo-only S-only Graphene Force (kcl mol -1 Å -1 ) Energy (kcl mol -1 ) 3 1-1 - -3 Mixed Mo-only S-only Grphene 6 5 3 1 Mixed Mo-only S-only Grphene - -1-1 1 Pore xis (Å) -1 1 Pore xis (Å) Supplementry Figure 1 Energy Brriers.

More information

Probabilistic Investigation of Sensitivities of Advanced Test- Analysis Model Correlation Methods

Probabilistic Investigation of Sensitivities of Advanced Test- Analysis Model Correlation Methods Probbilistic Investigtion of Sensitivities of Advnced Test- Anlysis Model Correltion Methods Liz Bergmn, Mtthew S. Allen, nd Dniel C. Kmmer Dept. of Engineering Physics University of Wisconsin-Mdison Rndll

More information

SUPPLEMENTARY INFORMATION

SUPPLEMENTARY INFORMATION DOI:.38/NMAT343 Hybrid Elstic olids Yun Li, Ying Wu, Ping heng, Zho-Qing Zhng* Deprtment of Physics, Hong Kong University of cience nd Technology Cler Wter By, Kowloon, Hong Kong, Chin E-mil: phzzhng@ust.hk

More information

Week 10: Line Integrals

Week 10: Line Integrals Week 10: Line Integrls Introduction In this finl week we return to prmetrised curves nd consider integrtion long such curves. We lredy sw this in Week 2 when we integrted long curve to find its length.

More information

ADVANCEMENT OF THE CLOSELY COUPLED PROBES POTENTIAL DROP TECHNIQUE FOR NDE OF SURFACE CRACKS

ADVANCEMENT OF THE CLOSELY COUPLED PROBES POTENTIAL DROP TECHNIQUE FOR NDE OF SURFACE CRACKS ADVANCEMENT OF THE CLOSELY COUPLED PROBES POTENTIAL DROP TECHNIQUE FOR NDE OF SURFACE CRACKS F. Tkeo 1 nd M. Sk 1 Hchinohe Ntionl College of Technology, Hchinohe, Jpn; Tohoku University, Sendi, Jpn Abstrct:

More information

Generalizations of the Basic Functional

Generalizations of the Basic Functional 3 Generliztions of the Bsic Functionl 3 1 Chpter 3: GENERALIZATIONS OF THE BASIC FUNCTIONAL TABLE OF CONTENTS Pge 3.1 Functionls with Higher Order Derivtives.......... 3 3 3.2 Severl Dependent Vribles...............

More information

Math 8 Winter 2015 Applications of Integration

Math 8 Winter 2015 Applications of Integration Mth 8 Winter 205 Applictions of Integrtion Here re few importnt pplictions of integrtion. The pplictions you my see on n exm in this course include only the Net Chnge Theorem (which is relly just the Fundmentl

More information

The skill of atmospheric linear inverse models in hindcasting the Madden Julian Oscillation

The skill of atmospheric linear inverse models in hindcasting the Madden Julian Oscillation Clim Dyn (5) :97 96 DOI.7/s---x The skill of tmospheric liner inverse models in hindcsting the Mdden Julin Oscilltion Nichols R. Cvnugh Teddy Allen Aneesh Surmnin Brin Mpes Hyode Seo Arthur J. Miller Received:

More information

INVESTIGATION OF BURSA, ESKIKARAAGAC USING VERTICAL ELECTRICAL SOUNDING METHOD

INVESTIGATION OF BURSA, ESKIKARAAGAC USING VERTICAL ELECTRICAL SOUNDING METHOD INVESTIGATION OF BURSA, ESKIKARAAGAC USING VERTICAL ELECTRICAL SOUNDING METHOD Gökçen ERYILMAZ TÜRKKAN, Serdr KORKMAZ Uludg University, Civil Engineering Deprtment, Burs, Turkey geryilmz@uludg.edu.tr,

More information

Shear and torsion interaction of hollow core slabs

Shear and torsion interaction of hollow core slabs Competitive nd Sustinble Growth Contrct Nº G6RD-CT--6 Sher nd torsion interction of hollow core slbs HOLCOTORS Technicl Report, Rev. Anlyses of hollow core floors December The content of the present publiction

More information

ESCI 342 Atmospheric Dynamics I Lesson 6 Scale Analysis

ESCI 342 Atmospheric Dynamics I Lesson 6 Scale Analysis ESCI 34 Atmospheric Dynmics I Lesson 6 Scle Anlysis SCALE ANALYSIS OF THE MOMENTUM EQUATIONS Not ll of the terms in the momentum equtions re sinificnt. If term is much smller thn the others then it is

More information

1 Which of the following summarises the change in wave characteristics on going from infra-red to ultraviolet in the electromagnetic spectrum?

1 Which of the following summarises the change in wave characteristics on going from infra-red to ultraviolet in the electromagnetic spectrum? Which of the following summrises the chnge in wve chrcteristics on going from infr-red to ultrviolet in the electromgnetic spectrum? frequency speed (in vcuum) decreses decreses decreses remins constnt

More information

The impact of wind on air temperature distribution in Athens and in Santorini

The impact of wind on air temperature distribution in Athens and in Santorini Interntionl Conference Pssive nd Low Energy Cooling 133 The impct of wind on ir temperture distribution in Athens nd in Sntorini I. Livd, K. Nichou nd M. Sntmouris Lbortory of Meteorology, Section of Applied

More information

- 5 - TEST 2. This test is on the final sections of this session's syllabus and. should be attempted by all students.

- 5 - TEST 2. This test is on the final sections of this session's syllabus and. should be attempted by all students. - 5 - TEST 2 This test is on the finl sections of this session's syllbus nd should be ttempted by ll students. Anything written here will not be mrked. - 6 - QUESTION 1 [Mrks 22] A thin non-conducting

More information

1 Bending of a beam with a rectangular section

1 Bending of a beam with a rectangular section 1 Bending of bem with rectngulr section x3 Episseur b M x 2 x x 1 2h M Figure 1 : Geometry of the bem nd pplied lod The bem in figure 1 hs rectngur section (thickness 2h, width b. The pplied lod is pure

More information

1 2-D Second Order Equations: Separation of Variables

1 2-D Second Order Equations: Separation of Variables Chpter 12 PDEs in Rectngles 1 2-D Second Order Equtions: Seprtion of Vribles 1. A second order liner prtil differentil eqution in two vribles x nd y is A 2 u x + B 2 u 2 x y + C 2 u y + D u 2 x + E u +

More information

Chapter 3 The Schrödinger Equation and a Particle in a Box

Chapter 3 The Schrödinger Equation and a Particle in a Box Chpter 3 The Schrödinger Eqution nd Prticle in Bo Bckground: We re finlly ble to introduce the Schrödinger eqution nd the first quntum mechnicl model prticle in bo. This eqution is the bsis of quntum mechnics

More information

The Moving Center of Mass of a Leaking Bob

The Moving Center of Mass of a Leaking Bob The Moving Center of Mss of Leking Bob rxiv:1002.956v1 [physics.pop-ph] 21 Feb 2010 P. Arun Deprtment of Electronics, S.G.T.B. Khls College University of Delhi, Delhi 110 007, Indi. Februry 2, 2010 Abstrct

More information

A5682: Introduction to Cosmology Course Notes. 4. Cosmic Dynamics: The Friedmann Equation. = GM s

A5682: Introduction to Cosmology Course Notes. 4. Cosmic Dynamics: The Friedmann Equation. = GM s 4. Cosmic Dynmics: The Friedmnn Eqution Reding: Chpter 4 Newtonin Derivtion of the Friedmnn Eqution Consider n isolted sphere of rdius R s nd mss M s, in uniform, isotropic expnsion (Hubble flow). The

More information

Supplementary Material for Wave-pinning and cell polarity from a bistable reaction-diffusion system

Supplementary Material for Wave-pinning and cell polarity from a bistable reaction-diffusion system Supplementry Mteril for Wve-pinning nd cell polrity from bistble rection-diffusion system Yoichiro Mori, Alendr Jilkine nd Leh Edelstein-Keshet Model Comprisons We concentrte here the three systems to

More information

A Modified ADM for Solving Systems of Linear Fredholm Integral Equations of the Second Kind

A Modified ADM for Solving Systems of Linear Fredholm Integral Equations of the Second Kind Applied Mthemticl Sciences, Vol. 6, 2012, no. 26, 1267-1273 A Modified ADM for Solving Systems of Liner Fredholm Integrl Equtions of the Second Kind A. R. Vhidi nd T. Dmercheli Deprtment of Mthemtics,

More information

221A Lecture Notes WKB Method

221A Lecture Notes WKB Method A Lecture Notes WKB Method Hmilton Jcobi Eqution We strt from the Schrödinger eqution for single prticle in potentil i h t ψ x, t = [ ] h m + V x ψ x, t. We cn rewrite this eqution by using ψ x, t = e

More information

Energy Consideration

Energy Consideration Energy Considertion It hs been noted tht the most common brkes employ friction to trnsform the brked system's mechnicl energy, irreversibly into het which is then trnsferred to the surrounding environment

More information