CAPITAL MOBILITY, REAL EXCHANGE RATE APRECIATION AND ASSET PRICE BUBBLES IN EMERGING ECONOMIES

Size: px
Start display at page:

Download "CAPITAL MOBILITY, REAL EXCHANGE RATE APRECIATION AND ASSET PRICE BUBBLES IN EMERGING ECONOMIES"

Transcription

1 CAPITAL MOBILITY, REAL EXCHANGE RATE APRECIATION AND ASSET PRICE BUBBLES IN EMERGING ECONOMIES A post kynsan macoconomc modl fo a small opn conomy José Luís Oo Abstact: Th objctv of ths pap s to show that opn conoms that () hav (shot-tm) captal moblty and () a low dg of oganzaton n fnancal makts may hav bubbls n asst pcs f th s an xognous shock to ths conoms that poducs a al xchang at appcaton. In od to do that, w wll psnt a post kynsan macoconomc modl fo small opn conoms basd n Taylo (98) and Taylo and O Connll (985). Ou modl dffs fom modls dvlopd by ths authos n sval aspcts. Fst of all, w wll consd a boad lst of assts ( 9 assts). Scond, w wll consd th fulfllmnt of Mashall-Ln condton, so that a al xchang appcaton wll poduc a ducton n nt xpots. Thd, w wll suppos, contay to Taylo and O Connll, that pofts a xpctd to ncas f cunt at of ntst s bgg than nomal o saf at of ntst. Fnally, w wll suppos that th s mpfct captal moblty n th sns of Mundll and Flmng so that ntst at dfncal s a majo facto dtmnng captal nflows to mgng counts. Ky-Wods: Asst Pc Bubbls, captal moblty and Mashall-Ln Condton Rsumo: O objtvo do psnt atgo é mosta qu conomas abtas caactzadas po () mobldad d captas d cuto tmo () baxo nívl d oganzação dos mcados fnancos podm xb bolhas nos pços dos atvos fnancos s oco um choqu xógno à ssas conomas qu poduza uma apcação da taxa d câmbo al. Paa dmonsta a valdad dss ponto, mos apsnta um modlo macoconômco pós-kynsano paa uma pquna conoma abta basado m Taylo (98) Taylo O Connll (985). O modlo apsntado nst atgo df dos modlos dsnvolvdos po sss autos m váos aspctos. Em pmo luga, consda-s uma lsta mas ampla d atvos ( 9 atvos). Em sgundo luga, mos supo qu a condção d Mashall-Ln é atndda d foma qu uma apcação da taxa d câmbo á poduz uma dução das xpotaçõs líqudas. Fnalmnt, mos supo a xstênca d mobldad d captas mpfta a la Mundll-Flmng d foma qu o dfncal d taxa d juos é um dtmnant fundamntal dos fluxos d captas d cuto pazo paa os paíss mgnts. Palavas Chav: Bolhas d pços d atvos, mobldad d captas, condção d Mahall- Ln. Códgo do JEL: F4 ÁREA DA ANPEC : ÁREA 0 Ths atcl s a modfd vson of th pap dlvd at VI Intnatonal Wokshop n Post Kynsan Economcs hld at Unvsty of Tnnss, Knoxvll, fom to 8 of Jun, 000.

2 . Intoducton On of th most fa-achng conomc dvlopmnt of th lat dcads s th xplosv gowth of ntnatonal fnancal tansactons and captal flows. Powful focs hav dvn th apd gowth of ntnatonal captal flows, lk volutonay changs n nfomaton and communcatons tchnologs n fnancal svcs ndusty wold-wd and th tnd n both ndustal and dvlopng counts towad conomc lbalzaton and th globalzaton of tad. Th lbalzaton of captal account has contbutd to hgh nvstmnt n many counts and ncass th volum and volatlty of ntnatonal captal flows. So fnancal lbalzaton has bn assocatd wth costly fnancal css n sval counts. Th agumnts about potntal sk of opn captal makts asng fom poblms of ncomplt nfomaton and oth dstotons. Thy pont out that th a nfomaton gaps n fnancal makts. Such mpfctons gv s to sval poblms that hav potntal to lad to nffcnt and unstabl fnancal makts. Ctcs of th ffcnt makts vw agu that btwn sval poblms affct fnancal makts on of th most mpotant s hdng bhavo. Hdng can mak sns whn th pvat tun of adoptng a patcula cous of acton s an ncasng functon n th numb of agnts that adopt th sam cous of acton. Agnts may ty to follow th lad of somon thy blv to b btt nfomd (cf. Banj, 99) o hdng can occu whn nvsto lack nfomaton about th qualty of thos who manag th funds (cf. Shafstn & Stn, 990). It s not dffcult to s that n th psnc of asymmtc o ncomplt nfomaton, nvsto wll qut atonally tak actons that can amplfy pc movmnts and pcptat suddn css. In oth wods, hdng bhavo can lad to shap nvsto actons, and bubbls n fnancal makts. Fnancal lbalzaton and hdng bhavo can pomot bubbls n captal makts, and vn fnancal css wth potntally damagng consquncs. A consqunc of ths statmnt s that fnancal lbalzaton unambguously mpovs th ffcncy of souc whn t s not accompand by polcs to lmt nffcnt and unstablty of captal makts, spcally hdng bhavo. Ths suggsts that th thotcal psumpton n favo of th lbalzaton of captal account, lk popos th classc cas fo captal moblty, s not coct by th psnc of ncomplt nfomaton. Dvlopng counts hav adoptd polcs to ncas ntnatonal captal flows. In patcula, stctons on captal account tansactons bgan to dcln n Latn Amca at th nd of th 980s whn hghly ndbtd counts put th wost aspct of th dbt css bhnd thm and th ndustal counts vncd a nwd wllngnss to undtak Phd n Economcs at Fdal Unvsty of Ro d Jano (UFRJ) and Assocat Pofsso n Economcs at Mstado m Economa Empsaal (UCAM). E-mal : joo@canddomnds.b. Echngn t al (998) xamns sval aspcts of captal account lbalzaton.

3 lndng to dvlopng counts. Nvthlss, pxstng nffcncs ld to th mgnc of fnancal nstablty unlatd to fundamntals. Fnancal makts of ths counts, howv, hav som patcula fatus that mak thn mo susctbl to th ocunc of bubbls n asst pcs than fnancal makts n dvlopd counts n th fac of fnancal lbalzaton. In fact, fnancal makts n mgng counts lk Bazl o South Coa hav a low dg of oganzaton whch poducs a gat volatlty n asst pcs whn compad to th fluctuatons n asst pcs obsvd n th fnancal makts of dvlopd counts. Th low dg of oganzaton that pvals n fnancal makts of mgng counts tnds to ncas th possblty of ocunc of hdng bhavou, makng assts dmand mo snsbl (mo lastc) to changs n cunt condtons. Ths ncasd snsblty n assts dmand sults n gat volatlty of asst pcs. Th objctv of ths pap s to show that opn conoms that () hav (shot-tm) captal moblty and () a low dg of oganzaton n fnancal makts may hav bubbls n asst pcs whch a dfnd by Dymsk (998) as cumulatv ncas n quty pcs n laton to supply pc of captal goods - f th s an xognous shock to ths conoms that poducs a al xchang at appcaton. In fact, almost all mgng counts hav xpncd a a al xchang at appcaton n th 990 s (cf. Mshkn, 999, p.). Ths suggsts that xchang at appcaton can b th tggng vnt of asst pc bubbls obsvd n som of ths counts n th last dcad pap s to show that opn conoms that () hav (shot-tm) captal moblty and () a low dg of oganzaton n fnancal makts may hav bubbls n asst pcs f th s an xognous shock to ths conoms that poducs a al xchang at appcaton In od to do that, w wll psnt a post kynsan macoconomc modl fo opn conoms basd n Taylo (98) and Taylo and O Connll (985). Ou modl dffs fom modls dvlopd by ths authos n sval aspcts. Fst of all, w wll consd a boad lst of assts ( 9 assts). Scond, w wll consd th fulfllmnt of Mashall-Ln condton, so a al xchang appcaton wll poduc a ducton n nt xpots. Thd, w wll suppos, contay to Taylo and O Connll, that pofts a xpctd to ncas f cunt at of ntst s bgg than nomal o saf at of ntst. Fnally, w wll suppos that th s mpfct captal moblty n th sns of Mundll and Flmng so that nts at dfncal s a majo facto dtmnng captal nflows to mgng counts. Th psnt atcl s oganzd n 6 sctons. Scton, psnts th basc stuctu of th conomy und dscusson. Scton shows th bhavo of th conomy n th shot un,. n th ntval of (logcal) tm wh asst stocks and xpctatons a hld constant. Scton 4 psnts th bhavo of ou modl conomy n th long un, showng th xstnc of a saddl-path tajctoy to th stady-stat poston of th modl. Scton 5, dscusss th spons of th conomy to a patcula xognous shock : a al xchang S Echngn t al (998).

4 at appcaton. As a sult of ths shock, a bubbl n asst pcs may occu. Scton 6 psnts th conclusons of th atcl. - Th Basc Buldng Blocks Lt us consd a small opn conomy that poducs a sngl good wth th assstanc of labou and an mpotd nput. Th tchnology mployd by fms of ths conomy s lontff typ, that s tchncal cofcnts of poducton. labou-output ato and mpots-output ato a constant. W wll also suppos that pc of th sngl good poducd n ths conomy s dtmnd by a fxd mak-up ov unt costs. In ths cas, pc dtmnaton can b psntd by th followng quaton : p ( + τ )[ wb + p 0a0 ] () Wh : p s th mony pc of th sngl domstc good, w s th mony wag at, s th nomnal xchag at, p 0 s th pc of th mpotd nput n fogn cuncy, b s th labou-output ato and a 0 s th mpot nput-output ato. Snc th mak-up s constant thn all vaatons n th at of poft com fom vaatons n th dg of capacty utlzaton. Th at of poft can b xpssd by th followng quaton : τ u () + τ In th dmand sd of th conomy, w wll suppos, lk Kalck, that woks spnd all th ncom n consumpton goods and that captalsts sav a constant facton of pofts. In ths cas, th consumpton n nomnal tms can b xpssd by th followng quaton : pc wbx + ( s) pk () Wh : C s th al consumpton xpndtu, X s th quantty of output poducd n th conomy, s s th popnsty to sav out of pofts, K s th captal stock n al tms. mt: Th goods makt wll b n qulbum f and only f th followng condton s pc + pi + p (G-T) + p E p X (4) wh : I s th al nvstmnt spndng, G-T s th al fscal dfct and E s th al nt xpots. Usng () n (4) w found aft all algbcal manpulatons that :

5 4 g s + γ + ε φτ wh : I& G T g ; γ ; K K 0 ε E K ; (5) φ p a wb + p a 0 In quaton (5), g s th gowth at of th captal stock dsd by ntpnus, γ s th fscal dfct as a popoton of th conomy s captal stock, ε s th nt xpots as a popoton of th captal stock and φ s th facton of mpotd nput costs n unt costs. In od to dtmn th qulbum loc of th goods makt, w wll suppos fst that th at of gowth of th captal stock whch s dsd by th ntpnus s gvn by th followng quaton : g g + h( + ) (6) 0 Wh : s th xpctd futu at of poft and s th cunt at of ntst. Equaton (6) stablshs that gowth at of captal stock s a functon of th dffnc btwn xpctd at of poft () and th cunt at of ntst (). Ths s a smpl fomalzaton of th thoy of nvstmnt bhavo that Kyns psntd n chapt lvn of th Gnal Thoy. Th stat of long tm spctatons whch, accodng to Kyns, s a majo dtmnant of nvstmnt spndng, s psntd by n quaton (6). Th cunt at of poft ( ) s also addd to th nvstmnt quaton n od to psnt th nflunc of changs n th lvl of capacty utlzaton on nvstmnt dmand. Mo pcsly, w a supposng that an ncas n th dg of capacty utlzaton, cots pabus, wll ncas nvstmnt spndng. W wll also consd that ε s dtmnd by th followng quaton : ε ε + ε q (7) 0 p wh : q p In quaton (7), nt xpots as a facton of conomy s captal stock s a postv functon of al xchang-at (q). In oth wods, w a supposng that Mashall-Ln condton s bng fulflld. Th nomnal xchang-at () s fxd, that s, montay authots th Cntal Bank mploy th stock of fogn svs to sustan a fxd paty wth fogn cuncs. In ths sttng, all vaatons n al xchang at com fom changs n domstc pc lvl o n fogn pcs. Usng (6) and (7) n (5), w obtan th loc of combnatons btwn th cunt at of poft and th cunt at of ntst fo whch th goods makt s n qulbum,. agggat dmand s qual to agggat supply. So w hav th followng quaton : 4

6 5 g + ε ε q + γ + h( ) s + φτ h (8) In od to dtmn th slop of th loc of goods makt qulbum whch wll b lablld as GG loc lt us tak th total dvatv of (8). Aft all mathmatcal manpulatons w hav : h (8a) s + φτ h Equaton (8 a ) shows that n od to th GG loc to b downwad slopng s ncssay that ( s +φτ - h) b postv, that s th sum of popnsty to sav out of pofts and popnsty to mpot b bgg than th popnsty to nvst. Ths condton s, n gnal, assumd by all macoconomc modls, so th s no loss of gnalty f t s also assumd by th psnt modl. Th GG loc s shown n fgu. GG Th nxt stp s to consd th asst makts and th fnancal scto of ths conomy. W wll suppos that th s 9 dffnt assts n th conomy : fogn svs (R), domstc bonds (B), fogn bonds (B ), quts (P E), loans (L), bank svs (H), dmand dposts (D), captal goods (P k K) and scuts (F). Ths assts a hold by fou dffnt agnts : Cntal Bank, comcal banks, fms and nts. Equatons (9)-() dscb th balanc shts of all agnts of ths conomy : F + R H (9) H + L D (0) Fgu 5

7 6 P k K L + P E + N () D + B + B + P E W () Wh : P k s th dmand pc of captal goods, P s th pc of quts, N s fm s nt woth, W s nts s total walth. Fo smplcty, w wll assum that comcal banks a focd by law o convnton to hold a constant facton of dmand dposts n th fom of bank svs, that s : H θ D ; 0 < θ < () W wll also suppos that nts dcd about what popoton of th fnancal walth that wll b hold n dmand dposts, domstc and fogn bonds and quts. Ths assts a supposd to b mpfct substtuts so that dmand fo ach asst s nfluncd not only by ts own at of tun but also by th at of tun of oth assts. Th sam assumpton s also mployd by Tobn (969) and Taylo and O Connll (985). In ths sttng, nts s potfolo dcson s dscbd by th followng systm of quatons : µ (, + d, + ) W D (4) β (, β (, ε (, + d + d + d, + ) W, + ) W, + ) W B B P E (5) (6) (7) W D + B + B + P E (8) Equatons (4)-(7) dscb th dmand of ach knd of asst by nts. As w can s, th facton of walth that nts wsh to hold n ach of th fou possbl assts s a functon of th vaabls : domstc ntst at, fogn ntst at plus xpctd dvaluaton of domstc cuncy and cunt at of poft plus xpctd at of poft. Th fst vaabl can b thought as th at of tun on domstc bonds whl th scond s claly th at of tun on fogn bonds calculatd n tms of domstc cuncy. Fnally, th thd vaabl s a (poo) poxy fo th at of tun on quts. Equaton (8) s th (stock) budgt constant of nts. It shows that total dmand of assts cannot b lag than total walth. But t s ncssay to obsv that, whl total walth s a datum n almost all IS-LM typ macoconomc modls, n th psnt modl total walth s an ndognous vaabl (cf. Taylo and O Connll, 985, p.87). In fact, total walth s a postv functon of quty pcs whch, n tun, a ndognously dtmnd. In fact, usng (4), (5) and (7) n (8) t can b shown that : 6

8 7 W B µ (.) β (.) ε(.) (9) Equaton (9) dtmns th valu of total walth as a functon of () th stock of fogn bonds valuatd n tms of domstc cuncy, () th domstc at of ntst; () th fogn at of ntst plus th xpctd at of dpcaton n domstc cuncy and (v) th cunt and xpctd at of poft. Usng () and (9) n (4), t can also b shown that : µ (, + d, + ) θ µ (, + d, + ) β (, + d, + ) ε(, + d, + ) ( ) (0) Equaton (0) can b thought as th qulbum loc of fnancal makts. Such loc wll b lablld as loc FF. In od to dtmn th slop of FF loc, t s ncssay to mad som assumptons about th sgn of patal dvatvs n th systm pstd by quatons (4)-(7). Mo spcfcally, w wll suppos that : µ < 0, µ < 0, µ > 0 (a) ε < 0, ε β > 0, β < 0, β < 0, ε < 0 (b) > 0 (c) Gvn th condtons statd n ( a ) to (c), w can b shown that : ( + ) µ + β + ε () ; θ ( + ) µ + β + ε In quaton (), both numato and dnomnato hav ambguous sgn. In od to solv ths ambguty, t s ncssay to mpos adtonal stctons to th paamts of (). Fo such, w wll fst calculat th ffct of an ncas n ntnatonal at of ntst ov domstc at of ntst. It s a stlyzd fact about macoconomc pfomanc of small opn conoms und fxd xchang-at gm that an ncas n fogn at of ntst wll poduc a shap ncas n domstc ats. So w can analys what stctons should b mposd to th paamts of th modl n od to poduc ths stlyzd fact. Thus w obtan th followng xpsson : ( + ) µ + β + ε () + d ) ( + ) µ + β + ε ( In od to th sgn of () b postv, dnomnato must hav a postv sgn. But th dnomnato n () s qual to th dnomnato n (), so ths on has also a postv sgn. But what about th sgn of numato n ()? In od to dtmn t s sgn, w hav to mpos adtonal stctons to th laton btwn µ, β and ε. It s a stlyzd fact about fnancal makts n mgng conoms lk Bazl o South Coa that stock makts hav a low dg of oganzaton,. thy hav low lqudty and show wd 7

9 fluctuatons n quty pcs. Ths spcal fatus of stock makts n mgng conoms mpls that dmand lastcty of quts n laton to ts own at of tun s vy hgh. On th oth hand, t can b asly dmonstatd that a hgh lastcty of dmand fo quts can sult fom a postv sgn n th numato of () 4. Und ths assumptons, th FF loc wll b downwad slopng (s fgu ). 8 FF Fgu Shot Run Equlbum and Compaatv Statcs W a now abl to analys th shot un qulbum of ths conomy, that s th smultanous qulbum of all makts whn asst stocks and xpctatons about futu poftablty of captal goods a kpt constant. Fom (8) and (0), w know that : (, q, γ, ) ; < 0, > 0, > 0, (, d,, ) ; < 0, > 0, 4 > 0, 4 > 0 > 0 (4) (5) Equatons (4) and (5) a smpl psntatons of th GG and FF loc, spctvly. Cavalho (99) dfns an oganzd makt as on n (...) whch avods xcssv potntally dsuptv fluctuatons n th pc of assts, avodng thby solvncy css that could b thatn th pfomanc of that makt. To contan th fluctuatons n asst pcs s th functon of makt maks (...) sdual buys o slls that absob xcss suppls o dmands whn thy xcd som accptabl magm (p.87). 4 S apndx fo a fomal poof of ths statmnt. 8

10 Gnal qulbum of goods and fnancal makts qus a pa of valus fo and such that quatons (4) and (5) a solvd smultanously. Ths wll happn n th pont wh GG cuv ntcpt FF cuv, as shown by fgus a and b. 9 GG FF FF GG Fgu a Fgu b Fgus a and b show two possbl shot un qulbum confguatons. In th fst on shown by fgu a FF cuv s lss nclnd than GG cuv. In th scond psntd by fgu b GG cuv s lss nclnd than FF cuv. Fo shot un analyss w wll not consd th ssu of qulbum stablty; n oth wods, w wll suppos that th conomy s always n shot un qulbum. In ths cas, th latv nclnatons of GG and FF cuvs s mpotant only fo compaatv statcs. 9

11 0 0 Fo analyss of compaatv statcs, w wll suppos that GG s stp than FF cuv. So, usng (5) n (4) and takng total dvatv of th sultng quaton, w can asly dmonstat that : Expssons (6) and (7) sumazs th ffcts of changs n () xpctd dvaluaton of domstc cuncy, () xpctd at of poft, () al xhang at, (v) fscal dfct as a facton of conomy s captal stock and (v) ato of bank svs and fogn bonds valuatd n tms of domstc cuncy ov qulbum lvls of cunt ats of ntst and poft. Ths sults allow us to wt th followng quatons : 4 Long Run Equlbum and Dynamcs Now w must tun ou attnton to th bhavo of th systm n th long un. As alady bn told, n th long un asst stocks and xpctatons wll b changng as a sult of th ndognous opaton of th conomy. In patcula, montay bas whch, n th psnt modl, s qual to bank svs may chang as a sult of balanc of paymnts dfcts o suplusus, and xpctd at of poft may chang as a sult of changs n th cunt stuaton of th conomy. Takng th fst dvatv of n laton to tm, w obtan th followng xpsson : Equaton (0) shows that at of gowth of th ato btwn montay bas and fogn bonds s qual to th dffnc btwn th at of gowth of montay bas and th at of gowth of th stock of fogn bonds. Fo smplcty, w wll assum that stock of fogn bonds s kpt constant though tm, so all changs n coms fom changs n montay bas. In th absnc of stlzaton, changs n th stock of hgh powd mony wll b qual to changs n fogn svs (cf. McCallun, 996, p.8). Snc th s a fxd xchang at gm, all vaatons n th stock of fogn svs com fom suplusus o dfcts n th balanc of paymnts. ( ) (7) 0 0 0; 0; 0; (6) 0 0; 0; ; 0 0; 4 4 < > + < < + + > + > > < > + < q d q d γ γ (9) ),,,, ( (8) ),,,, ( γ γ q d q d (0) ˆ B B H H & & &

12 W wll suppos that balanc of paymnts dfcts o suplusus a dtmnd by th followng quaton : BPA ε + ε q φτ K + ϕ d K ;0 < ϕ < ( [ ] ( ) ) 0 Th fst tm n () s th cunt account suplus whch s a postv functon of al xhang at. Mashall-Ln condton s satsfd and a ngatv functon of cunt at of poft. Th scond tm s th captal account suplus whch s a postv funton of th dffnc btwn domstc at of ntst and ntnatonal at of ntst plus xpctd at of dvaluaton n domstc cuncy. Th cofcnt ϕ psnts th snsblty of captal account suplusus to th dfnc btwn domstc and ntnatonal at of ntst. Snc ϕ <, ths conomy s not und a systm of pfct captal moblty. Mo pcsly, w a supposng, lk Mundll (96, 96) and Flmng (96), that th s mpfct captal moblty btwn counts (cf. McCallun, 996, p.45). Ths mpfcton on moblty of captal can, n tun, b th sult of govnmntal stctons on captal movmnts, lk thos that pvald n most counts dung th post wa pod. Dvdng both sds of () by K, and mmbng that BPA s qual to tm dvatv of montay bas, w obtan th followng xpsson : H& H h [ ε 0 + εq φτ + ϕ( d )] ; h () H K ˆ h Usng () n (0), w hav th followng dffncal quaton : [ ε + ε q φτ (, ) + ϕ( (, ) d )] () 0 Fom () w can obtan th loc of all combnatons n and fo whch th ato btwn montay bas and th stock of fogn bonds s kpt constant though tm. Th slop of ths loc s gvn by : φτ ϕ > 0 (4) ϕ φτ wh : ; ; ; Now w must tun ou attnton to th voluton of xpctd at of poft though tm. W wll suppos, lk Taylo and O Connll (985), that : & ψ (, ) ; ψ > 0 (5) wh : s ( ) th " saf" at of nt st Equaton (5) stablshs that f cunt at of ntst s bgg than saf at of ntst than th wll b a contnous ncas n xpctd at of poft. Th aconal fo ths assumpton s that, n ths cas, ntpnus wll xpct a futu ducton n th

13 domstc at of ntst and thus a futu ncas n agggat dmand and n th dg of capacty utlzaton 5. Fom (5) w can obtan th loc of all combnatons n and fo whch xpctd at of poft s constant though tm. Th slop of ths loc s gvn by : > 0 (6) Ths conomy wll b n stady-stat whn valus of and a such that () and (4) a both st qual to zo. Gafcally, ths wll occu n th pont wh cuv 0 ntcpts th cuv 0. A possbl stady-stat confguaton of ths conomy s psntd n Fgu Fgu 4 Wh : and a th stady-stat valus of and. Now w hav to analys th stablty of stady-stat qulbum. In od to do that, s ncssay to calculat th matx M of patal dvatvs of th dynamc systm composd by quatons () and (5) [ cf. Lma, 999, p. 644]. Th lmnts of ths matx a gvn by : 5 In Taylo and O Connll (985), xpctd pofts a supposd to fall whn cunt at of ntst s bgg than saf o nomal at of ntst. Howv, th atonal fo ths assumpton s not cla. If cunt at of ntst s bgg than nomal at of ntst than s asonabl to assum that ntpnus wll xpct a futu dducton n th at of ntst. Snc agggat dmand and th dg of capacty utlzaton wll ncas f ntst at falls, so ntpnus should xpct a futu ncas n at of poft. In ths cas, th s no cla ason to assum that xpctd at of poft wll fall.

14 M M M M ψ ψ φτ φτ p + ϕ + ϕ p (6a) (6b) (6c) (6d) Th stady-stat qulbum of ths conomy wll b unstabl f and only f th tac of Matx M s ngatv (cf. Takayama, 99, p. 408). Ths wll occu, n tun, f th followng condton s satsfd : φτ c ϕ < ϕ (7) Expsson (7) stats that stady-stat qulbum wll b unstabl f ϕ s lss than a ctcal valu ϕ c. In oth wods, fo stady-stat qulbum b unstabl, captal moblty cannot b vy hgh. Ths conomy wll hav a saddl-path f and only f th dtmnant of matx M s also ngatv (Ibd, p. 408). Ths wll occu f and only f th followng condton s satsfd : > (8) It can b asly dmonstatd that (8) mpls that 0 cuv s stp than 0 cuv, as t s shown n fgu 4. 5 Ral xchang at apcaton and dynamcs of gowth and quty pcs : booms and bubbls. Now, w wll tun ou attnton to th ffcts of al xchang at appcaton ov a st of vaabls, n patcula : () th cunt at of poft, () th cunt at of ntst and () quty pcs. In th famwok dvlopd n sctons -4, w wll b abl to show that a al xchang at appcaton may caus an tmpoay ncs n gowth at of captal stock and a bubbl n quty pcs,. a cumulatv ncas n quty pcs dung a fnt lnght of tm. Fst of all, w wll analys th ffct of al xchang at appcaton ov 0 cuv. Sttng (5) qual to zo, and takng th total dvatv of th sultng quaton, w obtan th followng xpsson : q < 0 (9) q Expsson (9) stats that a ducton n al xchang-at. a al xchang at appcaton wll poduc an ncas n xpctd at of poft. Gafcally, ths ffct s psntd by a ghwad shft n 0 cuv, as t s shown n fgu 5.

15 4 0 0 Fgu 5 In od to dtmn th ffct of a al xchang at appcaton ov 0 cuv, w hav to st () qual to zo and tak total dvatv of th sultng quaton. Aft all ncssay algbcal manpulatons, w av at th followng xpsson : ξ φτ q φτ q + ϕ ϕ q (40) Expsson (40) has an ambguous sgn bcaus t s not possbl to dtmn th sgn of numato. Claly, ambguty s causd by th psnc of ξ. th snsvty of nt xpots as a facton of conomy s captal stock to changs n al xchang at. Howv, t s a stlyzd fact about sm-ndustalzd conoms that nt xpots a not vy snstv to changs n al xhang ats. So, w can assum that ξ s na zo. In ths cas, th sgn of (9) wll b ngatv, manng that al xchang at appcaton wll poduc an ncas n xpctd at of poft. Ths ffct s psntd gafcally by a ghtwad shft n 0 cuv, as shown n fgu 6. 4

16 5 0 0 Fgu 6 Th fnal ffct of a al xchang at appcaton ov stady-stat valus of and wll dpnd on th latv shft of both cuvs. If th ghtwad shft n 0 cuv s sufcnt stong, so th wll b a a ducton n stady-stat valu of and an ncas n stady-stat valu of (s Fgu 7). Snc qulbum at of poft s a postv functon of and a ngatv functon of, than cunt at of poft wll ctanly ncas. On th oth hand, qulbum at of ntst s a ngatv funton of and a postv funton of, so th wll b a cla ducton n th at of ntst. An ncas n qulbum at of poft and a ducton n qulbum at of ntst wll nduc nts to substtut domstc bonds fo quts n th potfolos. Thus th wll b a shap ncas n dmand fo quts whch wll poduc an ncas n quty pcs

17 6 0 Fgu 7 Tabl I sumazs th ffcts of a al xchang at appcaton ov stady-stat valus of,,, and P. Tabl I R P Ral xchang at apcaton So fa w hav only analysd th ffcts of al xchang at appcaton ov stady-stat valus of and. Howv, out of stady-stat dynamcs s much mo ntstnng. In fact, lt us consd th stuaton dsplayd n Fgu 8. Pont A psnts th ntal stady-stat poston of th conomy,. bfo th occunc of a shock ov al nchang-at. Aft th appcaton n al xchang-at, conomy stats to mov n DD path. As w can s, fom pont A to pont B th s () a contnuous ducton n th valu of ; and () a contnuous ncas n. Fom pont B on, xpctd at of poft contnu to ncas, but th ato btwn bank svs and fogn bonds bgns to s. A B DD 6

18 7 Fgu 8 Th bhavou of and fom A to B poducs th followng ffcts :. Fst of all, snc s a postv funton of and a ngatv functon of th wll b a cumulatv ncas n th cunt at of poft. Ths ncas s accompand by a contnuous ducton n th at of ntst, snc t s a ngatv functon of and a postv functon of. Th combnd ffct of () ncas n cunt and xpctd at of poft; and () ducton n th at of ntst wll sult n a ncas n th dsd at of captal accumulaton,. an ncas n th at of gowth of captal stock.. Snc conomy s und a fxd (nomnal) xchang-at gm, a contnuous ducton n th ato btwn bank svs and fogn bonds s followd, und no-stlzaton assumpton, by a contnuous ducton n th stock of fogn svs.. As a sult of () a contnuous ncas n cunt and xpctd ats of poft; and () a contnuous ducton n th at of ntst, th s a cumulatv ncas n pc of quts as soon as nts substtut domstc bonds fo quts n th potfolos. In oth wods, a bubbl n quty pcs dfnd as a cumulatv ncas n asst pcs latv to pcs of captal goods - s poducd as a sult of th dynamc path of and. 4. Snc th dg of capacty utlzaton s ncasng ov tm, and domstc at of ntst s bng ducd; th wll b a contnuous ncas n mpots of aw matals and a outflow of captal. In oth wods, ths conomy wll hav a cunt account and a captal account dfcts, whch wll b fnancd by a contnuous loss of fogn svs. Fom pont B on, th bhavou of man macoconomc vaabls s ambguous. Fo xampl, f th contnuous ncas n th xpctd at of poft has th ffct of ncasng cunt at of poft; th contnuous ncas n th ato btwn bank svs and stock of fogn bonds wll hav just th oppost ffct. Snc th bhavou of s undtmnd, w can t say anythng about th bhavo of quty pcs and th at of gowth of captal stock. Th only statamnt that can b mad s about th bhavou of fogn svs. >Fom pont B on, th s a cla ncas n bank svs and, und nostlzaton assumpton, n th stock of fogn svs. Th tm path of cunt at of poft, cunt at of ntst, stock of fogn svs and quty pcs a dsplayd n fgu 9. 7

19 8 P R T 0 (A) T (B) Tm Fgu 9 6 Concluson Though out ths atcl, w hav shown that a asst pc bubbl dfnd as a cumulatv ncas n asst pcs latv to pcs of captal goods can sult fom a al xchang at appcaton n conoms that hav () (mpfct) captal moblty and () a low dg of oganzaton n fnancal makts. Ths a common fatus of mgng counts lk Bazl o South Coa, so that th possblty of ocunc of asst pc bubbls n ths conoms s not small. Apndx : Th Slop of FF locus and dmand lastcty of quts. If th numato n () s postv thn : 8

20 9 ( + ) β > µ ε ( A) Multplyng both sds of (A) by [ (+)/εw], w hav : β ( + ) ( + ) µ ( + ) ε ( + ) > ( A) εw εw εw But th last tm n (A) s th lastcty of quts dmand n laton to th xpctd at of poft, whch w wll dfn as η ε, +. It s asy to show that : β + µ η β, + > η m, + ηε, + ( A) ε ε Wh : η β, + s th dmand lastcty of domstc bonds n laton to xpctd at of poft and η µ, + s th dmand lastcty of mony n laton to xpctd at of poft. Manpulatng (A) w av at th followng xpsson : β + η ε, + > ηβ, + p + η µ, + η ε, ( A4) ε + Expsson (A4) shows that numato n () wll b postv f and only f dmand lastcty of quts n laton to xpctd at of poft s bgg than som ctcal valu η ε, +. Rfncs Avy, C. and Zmsky, P. (998), Multdmnsonal Unctanty and Hd Bhavo n Fnancal Makts, Th Amcan Economc Rvw, vol. 88, n 4, Sptmb: Banj, A (99). A Smpl Modl of Hd Bhavou. Th Quatly Jounal of Economcs, Vol. CVII, N.. Calvo, G. (998), Vats of Captal Makt Css, n G.A. Calvo and M. Kng (dtos), Th Dbt Budn and ts Consquncs fo Montay Polcy, Chapt 7; London: Macmllan Pss Ltd. Calvo, G. (999), Contagon n Emgng Makts: whn Wall Stt s a ca, Unvsty of Mayland, ( Calvo, G. and Rnhat, C. (999), Whn Captal Inflows Com to a Suddn Stop: Consquncs and Polcy Optons, Unvsty of Mayland Cavalho, F.C (99). M. Kyns and th Post Kynsans. Edwad Elga : Aldshot. Dymsk, G (998). Bubbl Economy and Fnancal Css n East Asa and Calfona : a spatalzd Mnsky Pspctv. Unvsty of Calfona at Rvsd. 9

21 Echngn, B., Mussa, M., Dll Acca G., Dtagach, E., Mls-Ftt G., and Twd, A. (998), Captal Account Lbalzaton: Thotcal and Pactcal Aspcts, Occasonal Pap N 7, IMF, Washngton DC Flmng, J.M. (96). Domstc Fnancal Polcs und Fxd and und Flxbl Exchang Rats. Intnatonal Monatay Fund Staff Paps, 9. Lma, G. T (999). Makt Stuctu and Tchnologcal Chang n a Non Lna Macodynamcs of Gowth and Dstbuton. Paps and Pocdngs of XXVII Natonal Mtng of th Bazlan Economc Assocaton (ANPEC), Blém do Paá. McCallun, B. (996). Intnatonal Montay Economcs. Oxfod Unvsty Pss, Oxfod. Mnshkn, F. (999). Global Fnancal Instablty : Famwok, Evnts, Issus Jounal of Economc Pspctvs, Vol., N.4. Mundll, R. (96). Th Appopat Us of Montay and Fscal Polcy fo Intnal and Extnal Stablty. Intnatonal Montay Fund Staff Papps, (96). Captal Moblty and Stlzaton Polcy und Fxd and Flxbl Exchang Rats. Canadan Jounal of Economcs and Poltcal Scnc, 9. Schafstn, D; Stn, J. (990). Hd Bhavou and Invstmnt. Th Amcan Economc Rvw, Jun. Takayama, A (99). Analytcal Mthods n Economcs. Th unvsty of Mchgan Pss : Mchgan. Taylo, L (98). Stuctualst Macoconomcs. Nova Ioqu : Basc Books. Taylo, L; O Connll, S. (985). A Mnsky Css. Quatly Jounal of Economcs, Vol. 00. Tobn, J. (969). A Gnal Equlbum Appoach to Montay Thoy n Essays n Economcs. Cambdg : MIT Pss. 0 0

5- Scattering Stationary States

5- Scattering Stationary States Lctu 19 Pyscs Dpatmnt Yamou Unvsty 1163 Ibd Jodan Pys. 441: Nucla Pyscs 1 Pobablty Cunts D. Ndal Esadat ttp://ctaps.yu.du.jo/pyscs/couss/pys641/lc5-3 5- Scattng Statonay Stats Rfnc: Paagaps B and C Quantum

More information

CIVL 7/ D Boundary Value Problems - Axisymmetric Elements 1/8

CIVL 7/ D Boundary Value Problems - Axisymmetric Elements 1/8 CIVL 7/8 -D Bounday Valu Poblms - xsymmtc Elmnts /8 xsymmtc poblms a somtms fd to as adally symmtc poblms. hy a gomtcally th-dmnsonal but mathmatcally only two-dmnsonal n th physcs of th poblm. In oth

More information

(, ) which is a positively sloping curve showing (Y,r) for which the money market is in equilibrium. The P = (1.4)

(, ) which is a positively sloping curve showing (Y,r) for which the money market is in equilibrium. The P = (1.4) ots lctu Th IS/LM modl fo an opn conomy is basd on a fixd pic lvl (vy sticky pics) and consists of a goods makt and a mony makt. Th goods makt is Y C+ I + G+ X εq (.) E SEK wh ε = is th al xchang at, E

More information

Homework: Due

Homework: Due hw-.nb: //::9:5: omwok: Du -- Ths st (#7) s du on Wdnsday, //. Th soluton fom Poblm fom th xam s found n th mdtm solutons. ü Sakua Chap : 7,,,, 5. Mbach.. BJ 6. ü Mbach. Th bass stats of angula momntum

More information

12 The Open Economy Revisited

12 The Open Economy Revisited CHPTER 12 Th Opn Economy Rvisitd Qustions fo Rviw 1. In th Mundll Flming modl, an incas in taxs shifts th IS cuv to th lft. If th xchang at floats fly, thn th LM cuv is unaffctd. s shown in Figu 12 1,

More information

Load Equations. So let s look at a single machine connected to an infinite bus, as illustrated in Fig. 1 below.

Load Equations. So let s look at a single machine connected to an infinite bus, as illustrated in Fig. 1 below. oa Euatons Thoughout all of chapt 4, ou focus s on th machn tslf, thfo w wll only pfom a y smpl tatmnt of th ntwok n o to s a complt mol. W o that h, but alz that w wll tun to ths ssu n Chapt 9. So lt

More information

Diffraction. Diffraction: general Fresnel vs. Fraunhofer diffraction Several coherent oscillators Single-slit diffraction. Phys 322 Lecture 28

Diffraction. Diffraction: general Fresnel vs. Fraunhofer diffraction Several coherent oscillators Single-slit diffraction. Phys 322 Lecture 28 Chapt 10 Phys 3 Lctu 8 Dffacton Dffacton: gnal Fsnl vs. Faunhof dffacton Sval cohnt oscllatos Sngl-slt dffacton Dffacton Gmald, 1600s: dffacto, dvaton of lght fom lna popagaton Dffacton s a consqunc of

More information

Economics 600: August, 2007 Dynamic Part: Problem Set 5. Problems on Differential Equations and Continuous Time Optimization

Economics 600: August, 2007 Dynamic Part: Problem Set 5. Problems on Differential Equations and Continuous Time Optimization THE UNIVERSITY OF MARYLAND COLLEGE PARK, MARYLAND Economcs 600: August, 007 Dynamc Part: Problm St 5 Problms on Dffrntal Equatons and Contnuous Tm Optmzaton Quston Solv th followng two dffrntal quatons.

More information

Diffraction. Diffraction: general Fresnel vs. Fraunhofer diffraction Several coherent oscillators Single-slit diffraction. Phys 322 Lecture 28

Diffraction. Diffraction: general Fresnel vs. Fraunhofer diffraction Several coherent oscillators Single-slit diffraction. Phys 322 Lecture 28 Chapt 10 Phys 3 Lctu 8 Dffacton Dffacton: gnal Fsnl vs. Faunhof dffacton Sval cohnt oscllatos Sngl-slt dffacton Dffacton Gmald, 1600s: dffacto, dvaton of lght fom lna popagaton Dffacton s a consqunc of

More information

CERTAIN RESULTS ON TIGHTENED-NORMAL-TIGHTENED REPETITIVE DEFERRED SAMPLING SCHEME (TNTRDSS) INDEXED THROUGH BASIC QUALITY LEVELS

CERTAIN RESULTS ON TIGHTENED-NORMAL-TIGHTENED REPETITIVE DEFERRED SAMPLING SCHEME (TNTRDSS) INDEXED THROUGH BASIC QUALITY LEVELS Intnatonal Rsach Jounal of Engnng and Tchnology (IRJET) -ISSN: 2395-0056 Volum: 03 Issu: 02 Fb-2016 www.jt.nt p-issn: 2395-0072 CERTAIN RESULTS ON TIGHTENED-NORMAL-TIGHTENED REPETITIVE DEFERRED SAMPLING

More information

CHAPTER 5: THE UNITED STATES IN THE GLOBAL ECONOMY

CHAPTER 5: THE UNITED STATES IN THE GLOBAL ECONOMY CHAPTER 5: THE UNITED STATES IN THE GLOBAL ECONOMY Intoducton Globalzaton has damatcally changd makts, as poducs and consums aound th wold a ncasngly ntconnctd though makts. Chapt 5 ntoducs th global conomy

More information

The Random Phase Approximation:

The Random Phase Approximation: Th Random Phas Appoxmaton: Elctolyts, Polym Solutons and Polylctolyts I. Why chagd systms a so mpotant: thy a wat solubl. A. bology B. nvonmntally-fndly polym pocssng II. Elctolyt solutons standad dvaton

More information

Period vs. Length of a Pendulum

Period vs. Length of a Pendulum Gaphcal Mtho n Phc Gaph Intptaton an Lnazaton Pat 1: Gaphng Tchnqu In Phc w u a vat of tool nclung wo, quaton, an gaph to mak mol of th moton of objct an th ntacton btwn objct n a tm. Gaph a on of th bt

More information

Analysis of a M/G/1/K Queue with Vacations Systems with Exhaustive Service, Multiple or Single Vacations

Analysis of a M/G/1/K Queue with Vacations Systems with Exhaustive Service, Multiple or Single Vacations Analyss of a M/G// uu wth aatons Systms wth Ehaustv Sv, Multpl o Sngl aatons W onsd h th fnt apaty M/G// uu wth th vaaton that th sv gos fo vaatons whn t s dl. Ths sv modl s fd to as on povdng haustv sv,

More information

Massachusetts Institute of Technology Introduction to Plasma Physics

Massachusetts Institute of Technology Introduction to Plasma Physics Massachustts Insttut of Tchnology Intoducton to Plasma Physcs NAME 6.65J,8.63J,.6J R. Pak Dcmb 5 Fnal Eam :3-4:3 PM NOTES: Th a 8 pags to th am, plus on fomula sht. Mak su that you copy s complt. Each

More information

( V ) 0 in the above equation, but retained to keep the complete vector identity for V in equation.

( V ) 0 in the above equation, but retained to keep the complete vector identity for V in equation. Cuvlna Coodnats Outln:. Otogonal cuvlna coodnat systms. Dffntal opatos n otogonal cuvlna coodnat systms. Dvatvs of t unt vctos n otogonal cuvlna coodnat systms 4. Incompssbl N-S quatons n otogonal cuvlna

More information

Auctions for Infrastructure Concessions with Demand Uncertainty and Unknown Costs

Auctions for Infrastructure Concessions with Demand Uncertainty and Unknown Costs MRA Munch sonal REc Achv Auctons fo nfastuctu oncssons wth Dmand Unctanty and Unknown osts Gustavo ombla and Gns d Rus Economcs of nfastuctu and anspot, Unvsty of Las almas 00 Onln at http://mpa.ub.un-munchn.d/03/

More information

Physics 111. Lecture 38 (Walker: ) Phase Change Latent Heat. May 6, The Three Basic Phases of Matter. Solid Liquid Gas

Physics 111. Lecture 38 (Walker: ) Phase Change Latent Heat. May 6, The Three Basic Phases of Matter. Solid Liquid Gas Physics 111 Lctu 38 (Walk: 17.4-5) Phas Chang May 6, 2009 Lctu 38 1/26 Th Th Basic Phass of Matt Solid Liquid Gas Squnc of incasing molcul motion (and ngy) Lctu 38 2/26 If a liquid is put into a sald contain

More information

E F. and H v. or A r and F r are dual of each other.

E F. and H v. or A r and F r are dual of each other. A Duality Thom: Consid th following quations as an xampl = A = F μ ε H A E A = jωa j ωμε A + β A = μ J μ A x y, z = J, y, z 4π E F ( A = jω F j ( F j β H F ωμε F + β F = ε M jβ ε F x, y, z = M, y, z 4π

More information

Extinction Ratio and Power Penalty

Extinction Ratio and Power Penalty Application Not: HFAN-.. Rv.; 4/8 Extinction Ratio and ow nalty AVALABLE Backgound Extinction atio is an impotant paamt includd in th spcifications of most fib-optic tanscivs. h pupos of this application

More information

If there are k binding constraints at x then re-label these constraints so that they are the first k constraints.

If there are k binding constraints at x then re-label these constraints so that they are the first k constraints. Mathematcal Foundatons -1- Constaned Optmzaton Constaned Optmzaton Ma{ f ( ) X} whee X {, h ( ), 1,, m} Necessay condtons fo to be a soluton to ths mamzaton poblem Mathematcally, f ag Ma{ f ( ) X}, then

More information

Chapter-10. Ab initio methods I (Hartree-Fock Methods)

Chapter-10. Ab initio methods I (Hartree-Fock Methods) Chapt- Ab nto mthods I (Hat-Fock Mthods) Ky wods: Ab nto mthods, quantum chmsty, Schodng quaton, atomc obtals, wll bhavd functons, poduct wavfunctons, dtmnantal wavfunctons, Hat mthod, Hat Fock Mthod,

More information

Multi-linear Systems and Invariant Theory. in the Context of Computer Vision and Graphics. Class 4: Mutli-View 3D-from-2D. CS329 Stanford University

Multi-linear Systems and Invariant Theory. in the Context of Computer Vision and Graphics. Class 4: Mutli-View 3D-from-2D. CS329 Stanford University Mult-lna Sytm and Invaant hoy n th Contxt of Comut Von and Gahc Cla 4: Mutl-Vw 3D-fom-D CS39 Stanfod Unvty Amnon Shahua Cla 4 Matal W Wll Cov oday Eola Gomty and Fundamntal Matx h lan+aallax modl and latv

More information

Certainty and Uncertainty in Cap and Trade System or in Carbon Tax. to Decrease Greenhouse gas Emissions. Haradhan Kumar Mohajan ABSTRACT

Certainty and Uncertainty in Cap and Trade System or in Carbon Tax. to Decrease Greenhouse gas Emissions. Haradhan Kumar Mohajan ABSTRACT Indus Jounal of Managmnt & Socal Scncs ():8- (Fall ) das.pc.og/s/h/ounl.html Ctanty and Unctanty n Cap and ad Systm o n Cabon ax fo Gn Accountng to Dcas Gnhous gas mssons Haadhan Kuma Mohaan ABSRAC hs

More information

Fakultät III Univ.-Prof. Dr. Jan Franke-Viebach

Fakultät III Univ.-Prof. Dr. Jan Franke-Viebach Unv.Prof. r. J. FrankVbach WS 067: Intrnatonal Economcs ( st xam prod) Unvrstät Sgn Fakultät III Unv.Prof. r. Jan FrankVbach Exam Intrnatonal Economcs Wntr Smstr 067 ( st Exam Prod) Avalabl tm: 60 mnuts

More information

Grand Canonical Ensemble

Grand Canonical Ensemble Th nsmbl of systms mmrsd n a partcl-hat rsrvor at constant tmpratur T, prssur P, and chmcal potntal. Consdr an nsmbl of M dntcal systms (M =,, 3,...M).. Thy ar mutually sharng th total numbr of partcls

More information

The angle between L and the z-axis is found from

The angle between L and the z-axis is found from Poblm 6 This is not a ifficult poblm but it is a al pain to tansf it fom pap into Mathca I won't giv it to you on th quiz, but know how to o it fo th xam Poblm 6 S Figu 6 Th magnitu of L is L an th z-componnt

More information

Diploma Macro Paper 2

Diploma Macro Paper 2 Diploma Macro Papr 2 Montary Macroconomics Lctur 6 Aggrgat supply and putting AD and AS togthr Mark Hays 1 Exognous: M, G, T, i*, π Goods markt KX and IS (Y, C, I) Mony markt (LM) (i, Y) Labour markt (P,

More information

Advanced Macroeconomics

Advanced Macroeconomics Advancd Macroconomcs Chaptr 18 INFLATION, UNEMPLOYMENT AND AGGREGATE SUPPLY Thms of th chaptr Nomnal rgdts, xpctatonal rrors and mploymnt fluctuatons. Th short-run trad-off btwn nflaton and unmploymnt.

More information

CHARACTERISTICS OF MAGNETICALLY ENHANCED CAPACITIVELY COUPLED DISCHARGES*

CHARACTERISTICS OF MAGNETICALLY ENHANCED CAPACITIVELY COUPLED DISCHARGES* CHARACTERISTICS OF MAGNETICALLY ENHANCED CAPACITIVELY COUPLED DISCHARGES* Alx V. Vasnkov and Mak J. Kushn Unvsty of Illnos 1406 W. Gn St. Ubana, IL 61801 vasnkov@uuc.du k@uuc.du http://uglz.c.uuc.du Octob

More information

Theoretical Electron Impact Ionization, Recombination, and Photon Emissivity Coefficient for Tungsten Ions

Theoretical Electron Impact Ionization, Recombination, and Photon Emissivity Coefficient for Tungsten Ions TM on Unctanty ssssmnt and Bnchmak Expmnts fo &M Data fo Fuson pplcatons Thotcal Elcton Impact Ionzaton, Rcombnaton, and Photon Emssvty Coffcnt fo Tungstn Ions D.-H. Kwon, Koa tomc Engy Rsach Insttut 2016.

More information

PF nce. Conferen. is, FRANC. ectronics Pari. ber 6-10, 2. ustrial Ele. Novemb. EEE Indu

PF nce. Conferen. is, FRANC. ectronics Pari. ber 6-10, 2. ustrial Ele. Novemb. EEE Indu Confn nc s, FRANC CE ctoncs 006 Pa ustal El b 6-0, EEE Indu Nomb 3 nd I Spd and Poston Estmaton fo PM Synchonous Moto usng Slf-Compnsatd t d Back-EMF k Obss Maco TURSINI, Robto PETRELLA, Alssa SCAFATI

More information

The Hyperelastic material is examined in this section.

The Hyperelastic material is examined in this section. 4. Hyprlastcty h Hyprlastc matral s xad n ths scton. 4..1 Consttutv Equatons h rat of chang of ntrnal nrgy W pr unt rfrnc volum s gvn by th strss powr, whch can b xprssd n a numbr of dffrnt ways (s 3.7.6):

More information

GAUSS PLANETARY EQUATIONS IN A NON-SINGULAR GRAVITATIONAL POTENTIAL

GAUSS PLANETARY EQUATIONS IN A NON-SINGULAR GRAVITATIONAL POTENTIAL GAUSS PLANETARY EQUATIONS IN A NON-SINGULAR GRAVITATIONAL POTENTIAL Ioannis Iaklis Haanas * and Michal Hany# * Dpatmnt of Physics and Astonomy, Yok Univsity 34 A Pti Scinc Building Noth Yok, Ontaio, M3J-P3,

More information

A Velocity Extraction Method in Molecular Dynamic Simulation of Low Speed Nanoscale Flows

A Velocity Extraction Method in Molecular Dynamic Simulation of Low Speed Nanoscale Flows Int. J. Mol. Sc. 006, 7, 405-416 Intnatonal Jounal of Molcula Scncs ISSN 14-0067 006 by MDPI www.mdp.og/ms/ A Vlocty Extacton Mthod n Molcula Dynamc Smulaton of Low Spd Nanoscal Flows Wnf Zhang School

More information

A New Bargaining Game Model for Measuring Performance of Two-Stage Network Structures

A New Bargaining Game Model for Measuring Performance of Two-Stage Network Structures Int. J. Rsach n Inustal Engnng, pp. 7-39 Volu, Nub, 0 Intnatonal Jounal of Rsach n Inustal Engnng ounal hopag: www.nvlscnc.co/nx.php/ A Nw Baganng Ga Mol fo Masung Pfoanc of Two-tag Ntwok tuctus F. Hossnzah

More information

A Note on Estimability in Linear Models

A Note on Estimability in Linear Models Intrnatonal Journal of Statstcs and Applcatons 2014, 4(4): 212-216 DOI: 10.5923/j.statstcs.20140404.06 A Not on Estmablty n Lnar Modls S. O. Adymo 1,*, F. N. Nwob 2 1 Dpartmnt of Mathmatcs and Statstcs,

More information

Optimal Ordering Policy in a Two-Level Supply Chain with Budget Constraint

Optimal Ordering Policy in a Two-Level Supply Chain with Budget Constraint Optmal Ordrng Polcy n a Two-Lvl Supply Chan wth Budgt Constrant Rasoul aj Alrza aj Babak aj ABSTRACT Ths papr consdrs a two- lvl supply chan whch consst of a vndor and svral rtalrs. Unsatsfd dmands n rtalrs

More information

Unit 3: Transistor at Low Frequencies

Unit 3: Transistor at Low Frequencies Unt 3: Tansst at Lw Fquncs JT Tansst Mdlng mdl s an qualnt ccut that psnts th chaactstcs f th tansst. mdl uss ccut lmnts that appxmat th ha f th tansst. Th a tw mdls cmmnly usd n small sgnal analyss f

More information

Fakultät III Wirtschaftswissenschaften Univ.-Prof. Dr. Jan Franke-Viebach

Fakultät III Wirtschaftswissenschaften Univ.-Prof. Dr. Jan Franke-Viebach Unvrstät Sgn Fakultät III Wrtschaftswssnschaftn Unv.-rof. Dr. Jan Frank-Vbach Exam Intrnatonal Fnancal Markts Summr Smstr 206 (2 nd Exam rod) Avalabl tm: 45 mnuts Soluton For your attnton:. las do not

More information

dr Bartłomiej Rokicki Chair of Macroeconomics and International Trade Theory Faculty of Economic Sciences, University of Warsaw

dr Bartłomiej Rokicki Chair of Macroeconomics and International Trade Theory Faculty of Economic Sciences, University of Warsaw dr Bartłomij Rokicki Chair of Macroconomics and Intrnational Trad Thory Faculty of Economic Scincs, Univrsity of Warsaw dr Bartłomij Rokicki Opn Economy Macroconomics Small opn conomy. Main assumptions

More information

Physics 11b Lecture #2. Electric Field Electric Flux Gauss s Law

Physics 11b Lecture #2. Electric Field Electric Flux Gauss s Law Physcs 11b Lectue # Electc Feld Electc Flux Gauss s Law What We Dd Last Tme Electc chage = How object esponds to electc foce Comes n postve and negatve flavos Conseved Electc foce Coulomb s Law F Same

More information

( ) + is the distance from the point of interest to the location of the charge q i

( ) + is the distance from the point of interest to the location of the charge q i Elctcal Engy and apactanc 57. Bcaus lctc ocs a consvatv, th kntc ngy gand s qual to th dcas n lctcal potntal ngy, o + + 4 4 KE PE q( ).. so th coct choc s (a).. Fom consvaton o ngy, KE + PE KE + PE, o

More information

(8) Gain Stage and Simple Output Stage

(8) Gain Stage and Simple Output Stage EEEB23 Electoncs Analyss & Desgn (8) Gan Stage and Smple Output Stage Leanng Outcome Able to: Analyze an example of a gan stage and output stage of a multstage amplfe. efeence: Neamen, Chapte 11 8.0) ntoducton

More information

COMPLEX NUMBER PAIRWISE COMPARISON AND COMPLEX NUMBER AHP

COMPLEX NUMBER PAIRWISE COMPARISON AND COMPLEX NUMBER AHP ISAHP 00, Bal, Indonsa, August -9, 00 COMPLEX NUMBER PAIRWISE COMPARISON AND COMPLEX NUMBER AHP Chkako MIYAKE, Kkch OHSAWA, Masahro KITO, and Masaak SHINOHARA Dpartmnt of Mathmatcal Informaton Engnrng

More information

Equilibrium income and monetary policy strategy: teaching macroeconomics with the MP curve

Equilibrium income and monetary policy strategy: teaching macroeconomics with the MP curve MPRA Munch Prsonal RPEc Archv Equlbrum ncom and montary polcy stratgy: tachng macroconomcs wth th MP curv Rosara Rta Canal Dpartmnto d Stud Economc, Unvrstà d Napol Parthnop 18. Dcmbr 2008 Onln at http://mpra.ub.un-munchn.d/12255/

More information

Study on the Classification and Stability of Industry-University- Research Symbiosis Phenomenon: Based on the Logistic Model

Study on the Classification and Stability of Industry-University- Research Symbiosis Phenomenon: Based on the Logistic Model Jounal of Emging Tnds in Economics and Managmnt Scincs (JETEMS 3 (1: 116-1 Scholalink sach Institut Jounals, 1 (ISS: 141-74 Jounal jtms.scholalinksach.og of Emging Tnds Economics and Managmnt Scincs (JETEMS

More information

Mid Year Examination F.4 Mathematics Module 1 (Calculus & Statistics) Suggested Solutions

Mid Year Examination F.4 Mathematics Module 1 (Calculus & Statistics) Suggested Solutions Mid Ya Eamination 3 F. Matmatics Modul (Calculus & Statistics) Suggstd Solutions Ma pp-: 3 maks - Ma pp- fo ac qustion: mak. - Sam typ of pp- would not b countd twic fom wol pap. - In any cas, no pp maks

More information

From Structural Analysis to FEM. Dhiman Basu

From Structural Analysis to FEM. Dhiman Basu From Structural Analyss to FEM Dhman Basu Acknowldgmnt Followng txt books wr consultd whl prparng ths lctur nots: Znkwcz, OC O.C. andtaylor Taylor, R.L. (000). Th FntElmnt Mthod, Vol. : Th Bass, Ffth dton,

More information

SUNWAY UNIVERSITY BUSINESS SCHOOL SAMPLE FINAL EXAMINATION FOR FIN 3024 INVESTMENT MANAGEMENT

SUNWAY UNIVERSITY BUSINESS SCHOOL SAMPLE FINAL EXAMINATION FOR FIN 3024 INVESTMENT MANAGEMENT UNWA UNIVRIT BUIN HOOL AMPL FINAL AMINATION FOR FIN 34 INVTMNT MANAGMNT TION A A ALL qto th cto. Qto tha kg facg fo a ca. Th local bak ha ag to gv hm a loa fo 9% of th cot of th ca h ll pay th t cah a

More information

Folding of Regular CW-Complexes

Folding of Regular CW-Complexes Ald Mathmatcal Scncs, Vol. 6,, no. 83, 437-446 Foldng of Rgular CW-Comlxs E. M. El-Kholy and S N. Daoud,3. Dartmnt of Mathmatcs, Faculty of Scnc Tanta Unvrsty,Tanta,Egyt. Dartmnt of Mathmatcs, Faculty

More information

Chapter 13 Aggregate Supply

Chapter 13 Aggregate Supply Chaptr 13 Aggrgat Supply 0 1 Larning Objctivs thr modls of aggrgat supply in which output dpnds positivly on th pric lvl in th short run th short-run tradoff btwn inflation and unmploymnt known as th Phillips

More information

multipath channel Li Wei, Youyun Xu, Yueming Cai and Xin Xu

multipath channel Li Wei, Youyun Xu, Yueming Cai and Xin Xu Robust quncy ost stmato o OFDM ov ast vayng multpath channl L W, Youyun Xu, Yumng Ca and Xn Xu Ths pap psnts a obust ca quncy ost(cfo stmaton algothm sutabl o ast vayng multpath channls. Th poposd algothm

More information

3.46 PHOTONIC MATERIALS AND DEVICES Lecture 10: LEDs and Optical Amplifiers

3.46 PHOTONIC MATERIALS AND DEVICES Lecture 10: LEDs and Optical Amplifiers 3.46 PHOTONIC MATERIALS AND DEVICES Lctu 0: LEDs and Optical Amplifis Lctu Rfncs:. Salh, M. Tich, Photonics, (John-Wily, Chapts 5-6. This lctu will viw how lctons and hols combin in smiconductos and nat

More information

CDS 101/110: Lecture 7.1 Loop Analysis of Feedback Systems

CDS 101/110: Lecture 7.1 Loop Analysis of Feedback Systems CDS 11/11: Lctu 7.1 Loop Analysis of Fdback Systms Novmb 7 216 Goals: Intoduc concpt of loop analysis Show how to comput closd loop stability fom opn loop poptis Dscib th Nyquist stability cition fo stability

More information

BASIC IS-LM by John Eckalbar

BASIC IS-LM by John Eckalbar BASIC IS-LM by John Eckalba Th ida h is to gt som flavo fo th way M woks in an IS-LM modl. W a going to look at th simplst possibl cas: Th a 3 itms gtting tadd: mony, final goods, and bonds. Th a 3 sctos:

More information

Algorithmic Superactivation of Asymptotic Quantum Capacity of Zero-Capacity Quantum Channels

Algorithmic Superactivation of Asymptotic Quantum Capacity of Zero-Capacity Quantum Channels Algothmc Supactvaton of Asymptotc Quantum Capacty of Zo-Capacty Quantum Channls Laszlo Gyongyos, Sando Im Dpatmnt of Tlcommuncatons Budapst Unvsty of Tchnology and Economcs - Budapst, Magya tudoso t, ungay

More information

The Open Economy in the Short Run

The Open Economy in the Short Run Economics 442 Mnzi D. Chinn Spring 208 Social Scincs 748 Univrsity of Wisconsin-Madison Th Opn Economy in th Short Run This st of nots outlins th IS-LM modl of th opn conomy. First, it covrs an accounting

More information

8 Baire Category Theorem and Uniform Boundedness

8 Baire Category Theorem and Uniform Boundedness 8 Bae Categoy Theoem and Unfom Boundedness Pncple 8.1 Bae s Categoy Theoem Valdty of many esults n analyss depends on the completeness popety. Ths popety addesses the nadequacy of the system of atonal

More information

Anouncements. Conjugate Gradients. Steepest Descent. Outline. Steepest Descent. Steepest Descent

Anouncements. Conjugate Gradients. Steepest Descent. Outline. Steepest Descent. Steepest Descent oucms Couga Gas Mchal Kazha (6.657) Ifomao abou h Sma (6.757) hav b pos ol: hp://www.cs.hu.u/~msha Tch Spcs: o M o Tusay afoo. o Two paps scuss ach w. o Vos fo w s caa paps u by Thusay vg. Oul Rvw of Sps

More information

Grid Transformations for CFD Calculations

Grid Transformations for CFD Calculations Coll of Ennn an Comput Scnc Mchancal Ennn Dpatmnt ME 69 Computatonal lu Dnamcs Spn Tct: 5754 Instuct: La Catto Intoucton G Tansfmatons f CD Calculatons W want to ca out ou CD analss n altnatv conat sstms.

More information

NEW ATTACKS ON TAKAGI CRYPTOSYSTEM

NEW ATTACKS ON TAKAGI CRYPTOSYSTEM Jounal of Algba umb Thoy: Advancs and Alcatons Volum 8 umb - 7 Pags 5-59 Avalabl at htt://scntfcadvancscon DOI: htt://dxdoog/86/antaa_785 EW ATTACKS O TAKAGI CRYPTOSYSTEM MUHAMMAD REAL KAMEL ARIFFI SADIQ

More information

Chapter 3 Binary Image Analysis. Comunicação Visual Interactiva

Chapter 3 Binary Image Analysis. Comunicação Visual Interactiva Chapt 3 Bnay Iag Analyss Counação Vsual Intatva Most oon nghbohoods Pxls and Nghbohoods Nghbohood Vznhança N 4 Nghbohood N 8 Us of ass Exapl: ogn nput output CVI - Bnay Iag Analyss Exapl 0 0 0 0 0 output

More information

Chapter 14 Aggregate Supply and the Short-run Tradeoff Between Inflation and Unemployment

Chapter 14 Aggregate Supply and the Short-run Tradeoff Between Inflation and Unemployment Chaptr 14 Aggrgat Supply and th Short-run Tradoff Btwn Inflation and Unmploymnt Modifid by Yun Wang Eco 3203 Intrmdiat Macroconomics Florida Intrnational Univrsity Summr 2017 2016 Worth Publishrs, all

More information

Ερωτήσεις και ασκησεις Κεφ. 10 (για μόρια) ΠΑΡΑΔΟΣΗ 29/11/2016. (d)

Ερωτήσεις και ασκησεις Κεφ. 10 (για μόρια) ΠΑΡΑΔΟΣΗ 29/11/2016. (d) Ερωτήσεις και ασκησεις Κεφ 0 (για μόρια ΠΑΡΑΔΟΣΗ 9//06 Th coffcnt A of th van r Waals ntracton s: (a A r r / ( r r ( (c a a a a A r r / ( r r ( a a a a A r r / ( r r a a a a A r r / ( r r 4 a a a a 0 Th

More information

(ΔM s ) > (Δ M D ) PARITY CONDITIONS IN INTERNATIONAL FINANCE AND CURRENCY FORECASTING INFLATION ARBITRAGE AND THE LAW OF ONE PRICE

(ΔM s ) > (Δ M D ) PARITY CONDITIONS IN INTERNATIONAL FINANCE AND CURRENCY FORECASTING INFLATION ARBITRAGE AND THE LAW OF ONE PRICE PARITY CONDITIONS IN INTERNATIONAL FINANCE AND CURRENCY FORECASTING Fv Pay Condons Rsul Fom Abag Acvs 1. Pucasng Pow Pay (PPP). T Fs Ec (FE) 3. T Innaonal Fs Ec (IFE) 4. Ins Ra Pay (IRP) 5. Unbasd Fowad

More information

School of Electrical Engineering. Lecture 2: Wire Antennas

School of Electrical Engineering. Lecture 2: Wire Antennas School of lctical ngining Lctu : Wi Antnnas Wi antnna It is an antnna which mak us of mtallic wis to poduc a adiation. KT School of lctical ngining www..kth.s Dipol λ/ Th most common adiato: λ Dipol 3λ/

More information

STATISTICAL MECHANICS OF DIATOMIC GASES

STATISTICAL MECHANICS OF DIATOMIC GASES Pof. D. I. ass Phys54 7 -Ma-8 Diatomic_Gas (Ashly H. Cat chapt 5) SAISICAL MECHAICS OF DIAOMIC GASES - Fo monatomic gas whos molculs hav th dgs of fdom of tanslatoy motion th intnal u 3 ngy and th spcific

More information

te Finance (4th Edition), July 2017.

te Finance (4th Edition), July 2017. Appndx Chaptr. Tchncal Background Gnral Mathmatcal and Statstcal Background Fndng a bas: 3 2 = 9 3 = 9 1 /2 x a = b x = b 1/a A powr of 1 / 2 s also quvalnt to th squar root opraton. Fndng an xponnt: 3

More information

Lecture 3.2: Cosets. Matthew Macauley. Department of Mathematical Sciences Clemson University

Lecture 3.2: Cosets. Matthew Macauley. Department of Mathematical Sciences Clemson University Lctu 3.2: Costs Matthw Macauly Dpatmnt o Mathmatical Scincs Clmson Univsity http://www.math.clmson.du/~macaul/ Math 4120, Modn Algba M. Macauly (Clmson) Lctu 3.2: Costs Math 4120, Modn Algba 1 / 11 Ovviw

More information

Overview. 1 Recall: continuous-time Markov chains. 2 Transient distribution. 3 Uniformization. 4 Strong and weak bisimulation

Overview. 1 Recall: continuous-time Markov chains. 2 Transient distribution. 3 Uniformization. 4 Strong and weak bisimulation Rcall: continuous-tim Makov chains Modling and Vification of Pobabilistic Systms Joost-Pit Katon Lhstuhl fü Infomatik 2 Softwa Modling and Vification Goup http://movs.wth-aachn.d/taching/ws-89/movp8/ Dcmb

More information

Aggregate demand. Aggregate Demand and supply. Graphical Derivation of AD. Shifts of AD. Remarks ( )

Aggregate demand. Aggregate Demand and supply. Graphical Derivation of AD. Shifts of AD. Remarks ( ) Aggrgat dmand Aggrgat Dmand and suppl Th ntrscton of th IS- curvs shows th valus of and such that th mon markt clars and actual and plannd xpndturs ar qual for gvn valu of,, G and T. To s how th IS- curvs

More information

Set of square-integrable function 2 L : function space F

Set of square-integrable function 2 L : function space F Set of squae-ntegable functon L : functon space F Motvaton: In ou pevous dscussons we have seen that fo fee patcles wave equatons (Helmholt o Schödnge) can be expessed n tems of egenvalue equatons. H E,

More information

Bethe-Salpeter Equation Green s Function and the Bethe-Salpeter Equation for Effective Interaction in the Ladder Approximation

Bethe-Salpeter Equation Green s Function and the Bethe-Salpeter Equation for Effective Interaction in the Ladder Approximation Bh-Salp Equaon n s Funcon and h Bh-Salp Equaon fo Effcv Inacon n h Ladd Appoxmaon Csa A. Z. Vasconcllos Insuo d Físca-UFRS - upo: Físca d Hadons Sngl-Pacl Popagao. Dagam xpanson of popagao. W consd as

More information

OPTIMAL TIMING FOR SOFTWARE FUNCTIONALITY ADDITIONS BY INTERNET PORTALS

OPTIMAL TIMING FOR SOFTWARE FUNCTIONALITY ADDITIONS BY INTERNET PORTALS OPTIM TIMING OR SOTWRE UNCTIONITY DDITIONS Y INTERNET PORTS Robt J. Kauffman Dcto, MIS Rsach Cnt, and Pofsso and Cha kauffman@csom.umn.du Png Wu Doctoal Pogam pwu1@csom.umn.du Infomaton and Dcson Scnc

More information

GMm. 10a-0. Satellite Motion. GMm U (r) - U (r ) how high does it go? Escape velocity. Kepler s 2nd Law ::= Areas Angular Mom. Conservation!!!!

GMm. 10a-0. Satellite Motion. GMm U (r) - U (r ) how high does it go? Escape velocity. Kepler s 2nd Law ::= Areas Angular Mom. Conservation!!!! F Satllt Moton 10a-0 U () - U ( ) 0 f ow g dos t go? scap locty Kpl s nd Law ::= Aas Angula Mo. Consaton!!!! Nwton s Unsal Law of Gaty 10a-1 M F F 1) F acts along t ln connctng t cnts of objcts Cntal Foc

More information

Outline. Motivation. Motivation. Theoretical method. Main results. Summary. Motivation. Theoretical method. Main results. Summary.

Outline. Motivation. Motivation. Theoretical method. Main results. Summary. Motivation. Theoretical method. Main results. Summary. Outln Thotcal Study on Elcton Impact Exctaton and Dlctonc Rcombnaton of Hghly Chagd Tungstn Ions Thotcal mthod, Zhongwn Wu, and Chnzhong Dong Ky Lab of Atomc and Molcula Physcs & Functonal Matals of Gansu,

More information

Dynamic Modelling and Simulation of Five Phase Induction Motor

Dynamic Modelling and Simulation of Five Phase Induction Motor ISSN (Pnt : 30 3765 ISSN (Onln: 78 8875 Intnatonal Jounal of Advancd Rsach n Elctcal, Elctoncs and Instuntaton Engnng (An ISO 397: 007 Ctfd Oganzaton ol. 4, Issu 4, Apl 05 Dynac Modllng and Sulaton of

More information

A Random Graph Model for Power Law Graphs

A Random Graph Model for Power Law Graphs A Random Gaph Modl fo Pow Law Gaphs Wllam Allo, Fan Chung, and Lnyuan Lu CONTNTS. Intoducton. A Random Gaph Modl 3. Th Connctd Componnts 4. Th Szs of Connctd Componnts n Ctan Rangs fo 5. On th Sz of th

More information

Inflation and Unemployment

Inflation and Unemployment C H A P T E R 13 Aggrgat Supply and th Short-run Tradoff Btwn Inflation and Unmploymnt MACROECONOMICS SIXTH EDITION N. GREGORY MANKIW PowrPoint Slids by Ron Cronovich 2008 Worth Publishrs, all rights rsrvd

More information

Hydrogen atom. Energy levels and wave functions Orbital momentum, electron spin and nuclear spin Fine and hyperfine interaction Hydrogen orbitals

Hydrogen atom. Energy levels and wave functions Orbital momentum, electron spin and nuclear spin Fine and hyperfine interaction Hydrogen orbitals Hydogn atom Engy lvls and wav functions Obital momntum, lcton spin and nucla spin Fin and hypfin intaction Hydogn obitals Hydogn atom A finmnt of th Rydbg constant: R ~ 109 737.3156841 cm -1 A hydogn mas

More information

Homework 1: Solutions

Homework 1: Solutions Howo : Solutos No-a Fals supposto tst but passs scal tst lthouh -f th ta as slowss [S /V] vs t th appaac of laty alty th path alo whch slowss s to b tat to obta tavl ts ps o th ol paat S o V as a cosquc

More information

Dynamics of social ties and local public good provision

Dynamics of social ties and local public good provision Jounal of Publc Economcs 64 (1997) 323 341 Dynamcs of socal ts and local publc ood povson * Fans van Dk, Fans van Wndn CREED, Faculty of Economcs and Economtcs, Unvsty of Amstdam, 1018 WB Amstdam T Ntlands

More information

COMPSCI 230 Discrete Math Trees March 21, / 22

COMPSCI 230 Discrete Math Trees March 21, / 22 COMPSCI 230 Dict Math Mach 21, 2017 COMPSCI 230 Dict Math Mach 21, 2017 1 / 22 Ovviw 1 A Simpl Splling Chck Nomnclatu 2 aval Od Dpth-it aval Od Badth-it aval Od COMPSCI 230 Dict Math Mach 21, 2017 2 /

More information

CHAPTER 33: PARTICLE PHYSICS

CHAPTER 33: PARTICLE PHYSICS Collg Physcs Studnt s Manual Chaptr 33 CHAPTER 33: PARTICLE PHYSICS 33. THE FOUR BASIC FORCES 4. (a) Fnd th rato of th strngths of th wak and lctromagntc forcs undr ordnary crcumstancs. (b) What dos that

More information

Tian Zheng Department of Statistics Columbia University

Tian Zheng Department of Statistics Columbia University Haplotype Tansmsson Assocaton (HTA) An "Impotance" Measue fo Selectng Genetc Makes Tan Zheng Depatment of Statstcs Columba Unvesty Ths s a jont wok wth Pofesso Shaw-Hwa Lo n the Depatment of Statstcs at

More information

Fourier transforms (Chapter 15) Fourier integrals are generalizations of Fourier series. The series representation

Fourier transforms (Chapter 15) Fourier integrals are generalizations of Fourier series. The series representation Pof. D. I. Nass Phys57 (T-3) Sptmb 8, 03 Foui_Tansf_phys57_T3 Foui tansfoms (Chapt 5) Foui intgals a gnalizations of Foui sis. Th sis psntation a0 nπx nπx f ( x) = + [ an cos + bn sin ] n = of a function

More information

Electromagnetics: The Smith Chart (9-6)

Electromagnetics: The Smith Chart (9-6) Elctomagntcs: Th Smth Chat (9-6 Yoonchan Jong School of Elctcal Engnng, Soul Natonal Unvsty Tl: 8 (0 880 63, Fax: 8 (0 873 9953 Emal: yoonchan@snu.ac.k A Confomal Mappng ( Mappng btwn complx-valud vaabls:

More information

What Makes Production System Design Hard?

What Makes Production System Design Hard? What Maks Poduction Systm Dsign Had? 1. Things not always wh you want thm whn you want thm wh tanspot and location logistics whn invntoy schduling and poduction planning 2. Rsoucs a lumpy minimum ffctiv

More information

Journal of Theoretical and Applied Information Technology 10 th January Vol. 47 No JATIT & LLS. All rights reserved.

Journal of Theoretical and Applied Information Technology 10 th January Vol. 47 No JATIT & LLS. All rights reserved. Journal o Thortcal and Appld Inormaton Tchnology th January 3. Vol. 47 No. 5-3 JATIT & LLS. All rghts rsrvd. ISSN: 99-8645 www.att.org E-ISSN: 87-395 RESEARCH ON PROPERTIES OF E-PARTIAL DERIVATIVE OF LOGIC

More information

International Journal of Advanced Scientific Research and Management, Volume 3 Issue 11, Nov

International Journal of Advanced Scientific Research and Management, Volume 3 Issue 11, Nov 199 Algothm ad Matlab Pogam fo Softwa Rlablty Gowth Modl Basd o Wbull Od Statstcs Dstbuto Akladswa Svasa Vswaatha 1 ad Saavth Rama 2 1 Mathmatcs, Saaatha Collg of Egg, Tchy, Taml Nadu, Ida Abstact I ths

More information

Analyzing Frequencies

Analyzing Frequencies Frquncy (# ndvduals) Frquncy (# ndvduals) /3/16 H o : No dffrnc n obsrvd sz frquncs and that prdctd by growth modl How would you analyz ths data? 15 Obsrvd Numbr 15 Expctd Numbr from growth modl 1 1 5

More information

217Plus TM Integrated Circuit Failure Rate Models

217Plus TM Integrated Circuit Failure Rate Models T h I AC 27Plu s T M i n t g at d c i c u i t a n d i n d u c to Fa i lu at M o d l s David Nicholls, IAC (Quantion Solutions Incoatd) In a pvious issu o th IAC Jounal [nc ], w povidd a highlvl intoduction

More information

Rectification and Depth Computation

Rectification and Depth Computation Dpatmnt of Comput Engnng Unvst of Cafona at Santa Cuz Rctfcaton an Dpth Computaton CMPE 64: mag Anass an Comput Vson Spng 0 Ha ao 4/6/0 mag cosponncs Dpatmnt of Comput Engnng Unvst of Cafona at Santa Cuz

More information

SIMULTANEOUS METHODS FOR FINDING ALL ZEROS OF A POLYNOMIAL

SIMULTANEOUS METHODS FOR FINDING ALL ZEROS OF A POLYNOMIAL Joual of athmatcal Sccs: Advacs ad Applcatos Volum, 05, ags 5-8 SIULTANEUS ETHDS FR FINDING ALL ZERS F A LYNIAL JUN-SE SNG ollg of dc Yos Uvsty Soul Rpublc of Koa -mal: usopsog@yos.ac. Abstact Th pupos

More information

Heisenberg Model. Sayed Mohammad Mahdi Sadrnezhaad. Supervisor: Prof. Abdollah Langari

Heisenberg Model. Sayed Mohammad Mahdi Sadrnezhaad. Supervisor: Prof. Abdollah Langari snbrg Modl Sad Mohammad Mahd Sadrnhaad Survsor: Prof. bdollah Langar bstract: n ths rsarch w tr to calculat analtcall gnvalus and gnvctors of fnt chan wth ½-sn artcls snbrg modl. W drov gnfuctons for closd

More information

EXST Regression Techniques Page 1

EXST Regression Techniques Page 1 EXST704 - Rgrssion Tchniqus Pag 1 Masurmnt rrors in X W hav assumd that all variation is in Y. Masurmnt rror in this variabl will not ffct th rsults, as long as thy ar uncorrlatd and unbiasd, sinc thy

More information

SØK/ECON 535 Imperfect Competition and Strategic Interaction. In the absence of entry barriers firms cannot make supernormal profits.

SØK/ECON 535 Imperfect Competition and Strategic Interaction. In the absence of entry barriers firms cannot make supernormal profits. SØK/ECON 535 Imprfct Comptton and Stratgc Intracton ENTRY AND EXIT Lctur nots 09.10.0 Introducton In th absnc of ntry barrrs frms cannot mak suprnormal profts. Barrrs to ntry govrnmnt rgulatons tchnologcal

More information

10/7/14. Mixture Models. Comp 135 Introduction to Machine Learning and Data Mining. Maximum likelihood estimation. Mixture of Normals in 1D

10/7/14. Mixture Models. Comp 135 Introduction to Machine Learning and Data Mining. Maximum likelihood estimation. Mixture of Normals in 1D Comp 35 Introducton to Machn Larnng and Data Mnng Fall 204 rofssor: Ron Khardon Mxtur Modls Motvatd by soft k-mans w dvlopd a gnratv modl for clustrng. Assum thr ar k clustrs Clustrs ar not rqurd to hav

More information

Review - Probabilistic Classification

Review - Probabilistic Classification Mmoral Unvrsty of wfoundland Pattrn Rcognton Lctur 8 May 5, 6 http://www.ngr.mun.ca/~charlsr Offc Hours: Tusdays Thursdays 8:3-9:3 PM E- (untl furthr notc) Gvn lablld sampls { ɛc,,,..., } {. Estmat Rvw

More information