VOLUME 13, ARTICLE 3, PAGES PUBLISHED 19 AUGUST DOI: /DemRes

Size: px
Start display at page:

Download "VOLUME 13, ARTICLE 3, PAGES PUBLISHED 19 AUGUST DOI: /DemRes"

Transcription

1 Dmogrhi Rsrh fr xdid onlin journl of r-rviwd rsrh nd ommnry in h oulion sins ublishd by h Mx Plnk Insiu for Dmogrhi Rsrh Konrd-Zus Sr. 1 D Rosok GERMANY DEMOGRAPHIC RESEARCH VOLUME 13 ARTICLE 3 PAGES 63-8 PUBLISHED 19 AUGUST 005 h:// DOI: /DmRs Rsrh Aril Ag-sifi onribuions o hngs in h riod nd ohor lif xny Vldimir Cnuds-Romo Robr Shon 005 Mx-Plnk-Gsllshf.

2 Tbl of Conns 1 Inroduion 64 Priod nd ohor lif xny 64 3 Priod nd ohor lif xny g-domosiion 66 4 Chngs in riod nd ohor lif xny Priod nd ohor modls of morliy Trnds gs nd lgs involving riod nd ohor lif xnis Ag-sifi onribuions o hngs in riod nd ohor lif xny 7 5 Exmining riod nd ohor morliy in Swdn 76 6 Conlusions 79 7 Aknowldgmns 79 Rfrns 80

3 Dmogrhi Rsrh: Volum 13 Aril 3 rsrh ril Ag-sifi onribuions o hngs in h riod nd ohor lif xny Vldimir Cnuds-Romo Robr Shon Absr Priod lif xny hs inrsd mor slowly hn is ohor ounrr. This r xlors h diffrns bwn lif xnis givn im h g nd h im rquird for riod lif xny o rh h urrn lvl of ohor lif xny h lg. Addiionlly o undrsnd h disriy bwn h wo lif xnis w idnify nd omr g-sifi onribuions o hng in lif xny. Using morliy modls nd hisoril d for Swdn w xmin h ff of morliy hngs ovr im. Our rsuls indi h h widning of h g bwn h wo lif xnis is rimrily onsqun of h drmi morliy dlin oldr gs h ourrd during h wnih nury. Ths rsuls imly h h divrgn bwn h wo msurs is likly o bom vn grr in h fuur s rduions in dhs r onnrd oldr gs. h:// 63

4 Cnuds-Romo & Shon: Ag-sifi onribuions o hngs in h riod nd ohor lif xny 1. Inroduion Cohor lif bls follow h morliy of givn birh ohor ovr is lif ours. Som indusrilizd ounris hv uninrrud d snning svrl nuris h llow suh nlyss. Priod lif bls whih rquir d from only on yr n di h imliions of rn rs. Priod lif xnis hv bn usd for omrisons ovr im nd ross oulions s mr of d ri. Howvr Bongrs nd Fny 00 suggsd h h onvnionl riod lif xny is n inur msur for ounris wih low morliy. Rgrding h indusrilizd world subsnil gs nd lgs bwn riod nd ohor lif xnis hv bn shown by Goldsin nd Whr 005 whih simuld inrs in h subj. As dfind by hs uhors g lls how muh riod lif xny givn im is lss hn h lif xny of h ohor born in h yr. Th lg or forwrd lg is h im rquird for riod lif xny o rh h urrn lvl of ohor lif xny. In ninnh nury Swdn h wo lif xnis hd similr vlus bu ovr im h disriy bwn hm grw s inrss in ohor lif xnis ousrid inrss in riod lif xnis. Rognizing h mhnisms h rl riod nd ohor rsivs on h vrg lngh of lif onribus o h nlysis of s urrn nd fuur rnds in morliy. In his r w rsn som siml rlions bwn h gs nd lgs rising from h disin lvls of riod nd ohor lif xnis. W hn us domosiion hniqus o sudy h g-sifi onribuions o hngs in lif xny h driv ggrg rnds. In h nx sion w bring dfiniions rlvn o our sudy of morliy followd wih n xminion of hngs ovr im in lif xnis. Thn g-sifi onribuions o riod nd ohor lif xnis r luld nd omrd using n g-domosiion of lif xny. Morliy modls r usd o simlify h rlions bwn gs nd lgs in lif xnis nd o dmonsr how riod nd ohor lif xnis hng undr diffrn morliy rns. Finlly liions o h morliy xrin of ninnh nd wnih nury Swdn r rovidd.. Priod nd ohor lif xny Th mos ommonly known msurs of morliy r h riod nd ohor lif xny. In h lif bl onx riod lif xny g nd im is luld s h rson-yrs livd bov g dividd by h numbr surviving o g. For xml h riod lif xny birh im n b xrssd s 64 h://

5 Dmogrhi Rsrh: Volum 13 Aril 3 ω l d 0 0 = 1 l 0 whr l is h riod lif bl survivorshi funion o g undr h rs im nd ϖ is h highs g ind. If h rdix of h bl is on i.. l 0 = 1 hn l is h riod lif bl robbiliy of surviving from birh o g. A im his robbiliy is funion of h for of morliy from g 0 o g x. Dnoing h for of morliy g nd im by µ w n wri h lif bl robbiliy of surviving from birh o g s l = x µ x dx. 0 Th subindx in quions 1 nd dnos h hs r riod msurs. In h rs of h x subsri will b usd o idnify ohor msurs. For xml l is h lif bl robbiliy of surviving from birh o g for h ohor born im - i.. l = x µ x + x dx. b 0 nd 0 is h ohor s lif xny. Hr i should b nod h x g nd im h riod nd ohor for of morliy r qul hrfor µ dos no hv subsri. Howvr his is no h s wih h rs of h riod nd ohor msurs. In onmorry low morliy ounris hr is lrg diffrn bwn riod nd ohor lif xnis. For xml Goldsin nd Whr 005 show h in h indusrilizd world h riod lif xny yr is roximly qul o h ohor lif xny for rsons born hlf nury go or Sifi mhods o nlyz hng in lif xny ovr im hv bn dvlod by vrious dmogrhrs. Unid Nions 198 Pollrd Arrig 1984 Prss 1985 nd Andrv 198; Andrv l. 00 fousd on disr diffrns in lif xny bwn wo riods of im. Kyfiz onsidrd oninuous hng nd drivd formul for h im-driviv of lif xny. Mir 1978 Dmrius 1979 Goldmn nd Lord 1986 Vul 1986 Hokkr 1987 Hill 1993 nd Vul nd Cnuds-Romo 003 furhr dvlod his roh. h:// 65

6 Cnuds-Romo & Shon: Ag-sifi onribuions o hngs in h riod nd ohor lif xny Svrl of hs domosiion mhods lso offr h ossibiliy of luling g-sifi onribuions o h hng in lif xny. Thus n inrsing qusion o xmin is how hng in morliy givn g nd im onribus o hng in boh riod nd ohor lif xnis. This lds o sudying hngs in lif xnis whn h disribuion nd lvl of morliy r hnging ovr im. To ursu hs nlyss w follow som of h rodurs dvlod in Vul nd Cnuds-Romo Priod nd ohor lif xny g-domosiion W nd o inrodu wo msurs usd in h dvlomns h follow. L h riod robbiliy dnsiy funion dsribing h disribuion of dhs i.. lifsns in h lif bl oulion g nd im + b dnod s f + = µ + l + nd is ohor ounrr born yrs rlir s f = µ + l. Anohr msur ndd in h drivions o follow is h r of rogrss in rduing dh rs dfind s h driviv of h ln µ + logrihm of h for of morliy ρ + =. In h rs of h x do ovr vribl is usd o dno h ril driviv wih rs o im of & µ + h vribl.g. ρ + =. µ + Vul nd Cnuds-Romo 003 show h n g-sifi onribuion o h hng in lif xny is qul o h rodu of hr omonns. Ths omonns r h r of morliy imrovmn h g h rmining lif xny h g nd h morliy dnsiy funion h g. For h riod lif xny birh im + h g-sifi onribuion of g dnod s & 0 is hn + & 0 + = ρ + + f. 3 + Adding hos onribuions ovr g givs h ol hng in riod lif xny birh & 0 +. Prllling quion 3 i is ossibl o dfin n g-sifi onribuion o h hng in ohor lif xny. Th rio of riod o 66 h://

7 Dmogrhi Rsrh: Volum 13 Aril 3 h:// 67 ohor g-sifi onribuions 0 0 & & + hn llows us o s whih gs morliy hngs ff ohor mor hn riod lif xny. Bus h r of morliy imrovmn + ρ is h sm in h riod nd ohor rsiv h rio simlifis o 0 0 f f f f + + = = + ρ ρ & &. Using h robbiliy dnsiy funions dsribing h disribuion of dhs bing f + = µ l for h ohor nd f + + = + µ l for h riod w obin 0 0 l l & & + + = +. 4 As shown in quion 4 his rio n lso b xrssd in rms of h rio of h riod ovr h ohor rmining lif xny ims h rio of riod o ohor survivl funion o h g. Th xrssion on h righ of quion 4 is surrising rsul bus h omrison dos no onin our xlii msur of hng + ρ. To gin n riion of how h riod nd ohor g-onribuions diffr h following sion rsns oninuous modl whr morliy hngs ovr g nd im onsn rs. 4. Chngs in riod nd ohor lif xny 4.1 Priod nd ohor modls of morliy Modl oulions rovid usful wy o xmin g-sifi onribuions o hngs in riod nd ohor lif xny. Th formulion usd hr is n xnsion of h Gomrz modl of morliy whr hr is n infn morliy omonn nd oninuous r of dlin ovr im. This modl is ombinion of h modl

8 Cnuds-Romo & Shon: Ag-sifi onribuions o hngs in h riod nd ohor lif xny roosd by Silr 1979 nd h oninuous r of dlin modl disussd by Vul 1986 nd Shon l Th for of morliy g nd im is dfind s µ = A x[ B1 C1] + A x[ B C] + A3 x[ C 1 ] 5 whr hr r hr onsn rms whih rfl h vlu of µ 00 = A 1 + A + A3 ; rmrs B 1 nd B h r fixd rs of morliy dlin nd inrs ovr g rsivly whih oun for infn nd snsn morliy; nd rmrs C 1 nd C h r onsn rs of morliy drs ovr im. Prmrs As nd Bs om from h Silr modl whil h Cs r usd in Gomrz modls wih oninuous r of dlin Vul 1986 nd Shon l In h rmining x w rfr o quion 5 s h Silr morliy hng modl. In h modl w bgin wih firly high infn morliy 03 r housnd rsuling from h vlus of A 1 = 0. A = nd A = Th rly dlin ovr g rods of B = 1 1 wih n ovrll inrs wih g r of B = Ths vlus for rmrs A nd B hv bn dd from omrison of h Silr modl wih h diffrn modl lif bls lbord by Col nd Dmny Gg nd Dyk A im 0 riod lif xny is Ths vlus roh hos obsrvd in oulions wih hisoril d. For xml in Swdn in h yr 1800 infn morliy ws 7 r housnd nd lif xny 3.19 yrs. For h of morliy imrovmn w hv hosn C = nd C = Ths vlus orrsond o 1.5% dlin youngr gs nd morliy imrovmn of on rn oldr gs. Th dlin youngr gs in svrl Euron ounris ourrd n vn fsr r Woods l nd 1989 nd h r of on rn is blow h urrn vrg morliy dlin in h Ws. 68 h://

9 Dmogrhi Rsrh: Volum 13 Aril 3 4. Trnds gs nd lgs involving riod nd ohor lif xnis Figur 1 shows h riod nd ohor lif xnis for h Silr morliy hng modl in quion 5 ovr 600 yrs. Figur 1: Priod nd ohor lif xny in Silr morliy hng modl wih rs of dlin ovr im of C1=0.015 nd C= LE Cohor Priod Tim / birh ohor A im zro h riod nd ohor lif xnis r 38.5 nd 4.4 rsivly. Ovr im boh msurs inrs n iniilly rid bu sdy dlining r of inrs. Th iniil fs of inrs is rld o infn morliy imrovmns. Th n b sn from Silr morliy hng modl wih no snsn morliy imrovmn C = 0 no shown hr whih rodus similr rnd in boh lif xnis. As infn morliy flls o low lvls is im dlins owrd zro. In Figur 1 fr 00 yrs h Silr morliy hng modl boms Gomrz modl s hngs in infn morliy r lmos ngligibl. Th inrs in lif xny boms vry los o h slos drmind by rmrs B nd C. For riod lif xny h slo is los o C / B. For h ohor LE i is bou h:// 69

10 Cnuds-Romo & Shon: Ag-sifi onribuions o hngs in h riod nd ohor lif xny C /[ ] B C so ovr im h hng in h ohor msur is grr hn is riod ounrr Shon nd Cnuds-Romo 004. Goldsin nd Whr 005 sudid gs nd lgs bwn h riod nd ohor lif xnis in modl h llowd hngs ovr im o vry ll gs. Hr w fous on simlr modl h imlis nrly linr im rjoris for h riod nd ohor lif xnis. Th g indis h numbr of yrs givn im bwn riod nd ohor lif xny. For xml in our Figur 1 im 100 h g is bou 6 yrs whil im 450 i is bou 10.1 yrs. In onrs h im lg indis h numbr of yrs bwn h im h ohor LE rhs givn lvl nd h riod LE ins h lvl. As shown in Digrm 1 from h simd slos for h riod nd ohor LE nd h g vlus i is ossibl o obin good sims for h lgs. Digrm 1: Rlionshi of h gs nd lgs bwn riod nd ohor lif xny Cohor LE 0 + h g+h Priod LE g lg θ θ 0 = 0 h h Digrm 1 shows h h g bwn ohor LE nd riod LE im is lso qul o h diffrn bwn h riod LE im nd im +h. Th slo of h riod lif xny is qul o h ngn of h ngl rd bwn h LE urv 70 h://

11 Dmogrhi Rsrh: Volum 13 Aril 3 C nd horizonl lin h lvl of h riod LE n θ =. This is lso h B dfiniion of h driviv wih rs o im of his linr riod lif xny C & 0 = n θ =. Two idnil ringls r formd bwn h vril B lins im nd +h h horizonl lins h lvls of h riod nd ohor lif xnis im nd h urv of h riod LE. Th ngn of h ngl n lso b xrssd in rms of h sids of h ringls s h g ovr h lg g n θ =. Thrfor h lg bwn ohor LE im nd riod LE lg im +h is qul o B [ ] = = 1 lg g C & 0 In Figur 1 im 450 h g is 10.1 nd h lg is 101 yrs whih is xly h rsul from lying quion 6 wih our vlus of C = nd B = A similr rodur n b rrid ou o find h g im +h using h slo of h ohor LE nd h rvious lg C g + h = lg. 7 B C For xml h vlu of h ohor lif xny im 450 orrsonds o h riod lif xny im 551 lg of 101 yrs. A im 551 h obsrvd g bwn h ohor nd riod lif xny is 11. = whih lso is h rsul rovidd by quion 7. From quions 6 nd 7 nd for our vlus of C = nd B = 0. 1 h lg im will b 10 ims h g obsrvd h im whil h g im +h will b on-ninh of h lg. Furhrmor i is ossibl o rl gs diffrn oins in im by going bkwrds subsiuing h im h rlions in quions 7 nd 6. For xml h g im n b xrssd in rms of h rvious lg lg h1 s shown in 7 nd his lg n b subsiud by h rvious g s shown in quion 6 h:// 71

12 Cnuds-Romo & Shon: Ag-sifi onribuions o hngs in h riod nd ohor lif xny B C g = g h 1 = g h1 C B C B B C For our rvious xml h g im 551 is 11. whih is 1.11 ims h rvious g im 450 of Ths ss n b rd o rl ny wo gs. For xml if wo gs r srd by n known lgs w hv h following rlion n B g g Ln B C = 8 whr L n is h ddiion of h n lgs h sr h wo gs. This ol lg is found s h ddiion of h individul h lgs L n = h1 + h hn. Similr lulions n b don o rl wo lgs bsd on known gs. To furhr nlyz h disriy bwn h riod nd ohor lif xny h nx sion rsns h xminion of g-sifi onribuion o hngs in hs msurs Ag-sifi onribuions o hngs in riod nd ohor lif xny Figurs b show h Lxis surfs of h g-sifi onribuions o h hng in riod nd ohor lif xny in Silr morliy hng modl. Th riod nd ohor rns in Figur b r vry similr. Iniilly hngs rly gs hv gr im on ovrll lif xny bu h diminishs ovr im. As shown in Figur 1 his is lso h im whn boh lif xnis inrs h fss. On h infn onribuion hs vnishd h g-sifi onribuions inrs ovr g o mximum round h gs whr mos of h dhs r onnrd. For xml yr 400 whn h riod lif xny is 96.5 his mximum ours bwn gs 90 nd 130. Finlly h vry high gs hr is ronound dlin in im. Th k of h disribuion of g-onribuions in lif xny inrss ovr im s h dh disribuion movs o oldr gs. During his sond hs of h modl whr minly snsn morliy is king l inrmns in lif xny r slowr. 7 h://

13 Dmogrhi Rsrh: Volum 13 Aril 3 Figur : Ag-onribuions o h hng in h riod lif xny nd in h ohor lif xny b r housnds Silr morliy hng modl wih wo rs C1=0.015 nd C=0.01 b h:// 73

14 Cnuds-Romo & Shon: Ag-sifi onribuions o hngs in h riod nd ohor lif xny Figur 3 dis h Lxis surf for h rio of i h g-sifi onribuions o h hng in riod lif xny ovr ii h orrsonding g-sifi onribuions o h hng in ohor lif xny. Figur 3: Rio of g-sifi onribuions o h hng in h riod ovr hng in h ohor lif xny Silr morliy hng modl wih rs of dlin ovr im C1=0.015 nd C=0.01 Figur 3 shows h sdy inrs ovr im in h g whih h rio is 1. In h rly yrs h rio is bov 1 mos gs. Th indis h mos gs mk grr g-onribuions o h riod LE s infn morliy lys lrgr rol. A im 600 mos of h rios r blow 1 showing h ohors bnfi mor ovr wid rng of gs. Howvr yr 600 riod LE is nd i is dvnd gs whr mos of h imrovmns in morliy r ourring. This inrs in h g whih h rio is on rllls h inrs of lif xnis in Figur 1 wih n lrd h bginning nd slowr lr. To furhr nlyz h g rn of his rio w r-xmin quion 4. Th rio of g-onribuions n b srd ino wo rms rfling s nd fuur riod nd ohor xrin i.. 74 h://

15 Dmogrhi Rsrh: Volum 13 Aril 3 & & = l + +. l Highr morliy in h s uss fwr ohor survivors o g l hn in h orrsonding riod l + imlying numbrs lwys bov 1 for his msur of h s. Conrry o his is h rio of rmining lif xny whr ohor vlus r highr hn riod indiing rio lwys blow 1 for his msur of h fuur. Figur 3 shows h ny givn im h rio inrss wih g. For youngr gs i is blow on indiing h hngs hos gs hv mor im on ohor hn riod lif xny. Wih morliy dlining ovr im young ohors im will xrin dh rs oldr gs lowr hn hos xrind by oldr rsons im whil diffrns in survivorshi rmin mods. Thrfor in quion 4 h rio of riod o ohor LE domins h rio of riod o ohor survivorshi. Th invrs ross ours oldr gs whr h vlus of h rio r bov on. Th ohors h rh dvnd gs im hv xrind dh rs rlir gs grr hn hos sn in h riod whil h riod o ohor LE rio is mods. Unil now w hv disussd rsuls of hngs in morliy ourring ovr riods. Howvr h rlions found hr lso hold in h s of hngs ourring ovr ohors s vrifid by nlyss of modl oulions no shown. Furhrmor similr rsuls r obind if insd of h snsn morliy rm in quion 5 w inlud logisi modl s hos sudid by Bongrs 005. h:// 75

16 Cnuds-Romo & Shon: Ag-sifi onribuions o hngs in h riod nd ohor lif xny 5. Exmining riod nd ohor morliy in Swdn To ssss g-sifi onribuions o riod nd ohor lif xny in Swdn w us d drivd from h Humn Morliy Dbs 004. To lul h gsifi onribuions o ohor lif xny for ohors h r no xin w hv xrold fuur morliy. Th ws don using oninully dlining morliy modl similr o h in quion 5 wih onsn of dlin of C=0.01. For xml if h ls yr wih vilbl d is 00 hn h g-sifi dh rs for h yr µ 00 r h bs vlus for h modl. For g nd yr > 00 h for of morliy is C 00 µ = µ Figur 4 rsns h riod nd ohor lif xnis in Swdn wih xrold ohor vlus for h yrs 191 o 00 using h dh rs givn by quion 9. Figur 4: Cohor nd riod lif xny wih ohors omld wih oninuous dlining in morliy of C=0.01 Swdn Lif xny Cohor LE Priod LE Esimd CLE Yr 76 h://

17 Dmogrhi Rsrh: Volum 13 Aril 3 During h ls yrs of h wnih nury h fluuions obsrvd in h riod msur hv lrgly disrd. Th simd vlus of h ohor lif xny wih h sld dlin ovr im orrsond o g of round 7 yrs bwn h wo lif xnis for Bfor 1900 howvr h g ws muh smllr nd mor rri. Th g obsrvd bwn riod nd ohor lif xnis bgins h middl of h ninnh nury in Swdn. This is lso h riod of gr imrovmn in infn morliy whih onribus o h inrs in boh lif xnis bu mor mrkd for h ohor msur. From bou 1880 on h rn in Figur 4 rsmbls h in Figur 1. Equions 6-8 show h rlions bwn gs nd lgs in siml morliy modl. Ths quions n b usd for Swdn ssuming h lif xny movs linrly wih onsn slo. This linr ssumion hs bn shown o b rlisi in dvlod ounris ovr h ls hlf of h 0h nury Whi 00. For Swdn in 1911 h ls yr wih full informion on ohors h riod nd ohor lif xnis wr 58.0 nd 65. rsivly. Th g bwn riod nd ohor lif xnis ws hus 7. yrs. Cluling h driviv s h vrg of ll nnulizd hngs in riod lif xny from 1911 o h yr from 191 hrough 1950 w obin n vrg slo of Alying quion 6 lg of 4 yrs is found. Comring h ohor lif xny of 65.3 in 1911 wih 64.9 h riod LE in yr 1935 givs disrny of only 0.4 yrs. Priod lif xny in h indusrilizd world hs followd linr rnd during h sond hlf of h wnih nury so quion 6 should giv good roximion of h lgs imlid by h obsrvd gs Goldsin nd Whr 005. For xml in 1950 ohor lif xny ws 79.5 yrs wih riod lif xny 8.4 yrs lowr. For h yr 1999 riod lif xny is 79.5 rhing h ohor vlu of 49 yrs rlir. Wih h slo of riod lif xny luld s 0.18 quion 6 givs lg of 46.7 yrs whih is.3 yrs blow h ul lg of 49 yrs. Howvr h riod lif xny for 1997 h simd yr ws 79.3 giving n rror in h lg of only 0. yrs. For Swdn bwn 1900 nd 00 Figur 5 shows h Lxis surf for h rio of h g-sifi onribuions o riod rliv o ohor lif xnis s luld from quion 4. h:// 77

18 Cnuds-Romo & Shon: Ag-sifi onribuions o hngs in h riod nd ohor lif xny Figur 5: Rio of h riod ovr h ohor g-onribuion Swdn Cohors omld wih of dlin ovr im C=0.01 Rsuls similr o h Silr morliy hng modl of Figur 3 n b sn in Figur 5 silly fr Th young gs mk grr onribuions o ohor LE whil oldr gs h riod LE gins mor. Thr is lso lr uwrd im rnd in h rossovr vlu of 1. A h bginning of h wnih nury h vlu of on is found g 0 bu h riss o g 60 h nd of h nury. Thr is n inrruion of h rn during h Snish flu ndmi in Th shr ris in morliy during h yr imd h riod muh mor hn ny ohor nd ld o grr ohor gins in LE u ino high gs. 78 h://

19 Dmogrhi Rsrh: Volum 13 Aril 3 6. Conlusions Th disriy bwn riod nd ohor lif xny n b msurd givn im or ovr h numbr of yrs i ks for riod LE o in h ohor lvl. For our oninuously dlining morliy modl hs wo msurs r linkd by siml rlionshi. For h indusrilizd world whr ounris hv xrind linr rnds in lif xny in h ls hlf nury similr hough roxim rlionshi xiss. Whil h ohor-riod g is firly smll nd grows slowly ovr im h lg is sizbl nd grows muh mor ridly. To furhr nlyz h dynmis of h wo lif xnis w xmin h gsifi onribuion of hngs in dh rs o riod nd ohor lif xny. Cohor lif xny gins mor from hngs youngr gs whil h riod msur gins mor oldr gs. Th rio of h onribuions o riod ovr ohor lif xny n b sn s h rodu of wo rms ouning for s nd fuur hngs in morliy. A h g whn s morliy xrin is blnd by fuur hngs h rio is on. As infn morliy flls o low lvls imrovmns r onnrd oldr gs nd h blning g riss. Th rsn rn of morliy hng suggss widning ohor-riod gs nd silly lgs s xrin mor nd mor gs onribus mor o ohor LE hn o riod LE. 7. Aknowldgmns Th firs uhor grfully knowldgs suor from h DWi Wll osdoorl fllowshi wrdd by h Poulion Counil. Th uhors hnk h wo nonymous rfrs for hir hlful ommns. h:// 79

20 Cnuds-Romo & Shon: Ag-sifi onribuions o hngs in h riod nd ohor lif xny Rfrns Andrv Evguni M Mhod Komonn v Anliz Prodoljilnosy Zjizni. [Th Mhod of Comonns in h Anlysis of Lngh of Lif]. Vsnik Sisiki 9:4-47. Andrv Evguni M. Vldimir Shkolnikov nd Alxndr Z. Bgun. 00. Algorihm for Domosiion of Diffrns Bwn Aggrg Dmogrhi Msurs nd is Aliion o Lif Exnis Gini Coffiins Hlh Exnis Priy-Progrssion Rios nd Tol Friliy Rs. Dmogrhi Rsrh 7: Arrig Edurdo E Msuring nd Exlining h Chng in Lif Exnis. Dmogrhy 1: Bongrs John nd Griffih Fny. 00. How Long Do W Liv? Poulion nd Dvlomn Rviw 81:13-9. Bongrs John Long-Rng Trnds in Adul Morliy: Modls nd Projion Mhods. Dmogrhy 41:3-49. Dmrius Lloyd Rlions Bwn Dmogrhi Prmrs. Dmogrhy 16: Gg Timohy nd Bnn Dyk Prmrizing Abridgd Morliy Tbls: Th Silr Thr-Comonn Hzrd Modl. Humn Biology 58: Goldmn Norn nd Grhm Lord A Nw Look Enroy nd h Lifbl. Dmogrhy 3:75-8. Goldsin Joshu R. nd Knnh W. Whr Gs nd Lgs: Rlionshis Bwn Priod nd Cohor Lif Exny. Unublishd Mnusri Prinon Univrsiy nd Univrsiy of Cliforni Brkly. Hill Grry Th Enroy of h Survivl Curv: An Alrniv Msur. Cndin Sudis in Poulion 0: Hokkr Rlh Lifbl Trnsformions nd Inquliy Msurs: Som Noworhy Forml Rlions. Dmogrhy 4: Humn Morliy Dbs. Univrsiy of Cliforni Brkly USA nd Mx Plnk Insiu for Dmogrhi Rsrh Grmny. Avilbl or d downlodd on [5/1/04]. 80 h://

21 Dmogrhi Rsrh: Volum 13 Aril 3 Kyfiz Nhn Wh Diffrn Dos i Mk if Cnr Wr Erdid? An Exminion of h Tubr Prdox. Dmogrhy 14: Alid Mhmil Dmogrhy. nd d. Nw York: Sringr. Mir S A Shor No on h Tubr Prdox. Dmogrhy 15: Pollrd J. H Th Exion of Lif nd is Rlionshi o Morliy. Journl of h Insiu of Auris 109: On h Domosiion of Chngs in Exion of Lif nd Diffrnils in Lif Exny. Dmogrhy 5: Prss Rolnd Conribuion ds érs d Morlié r Ag l Différn ds Vis Moynns. Poulion 4-5: Prson Smul H. Prik Huvlin nd Mihl Guillo Dmogrhy: Msuring nd Modling Poulion Prosss. Oxford: Blkwll Publishrs. Shon Robr nd Vldimir Cnuds-Romo Chnging Morliy nd Avrg Cohor Lif Exny. Pr rsnd h worksho on Tmo Effs on Morliy Novmbr Nw York. Shon Robr Sfn H. Jonsson nd Pul Tufis A Poulion wih Coninully Dlining Morliy. Working Pr Poulion Rsrh Insiu Pnnsylvni S Univrsiy Univrsiy Prk PA. Silr Willim A Coming-Risk Modl for Animl Morliy. Eology 604: Unid Nions Lvls nd Trnds of Morliy Sin 1950 Sudy 74. Nw York: Unid Nions; D. of Inrnionl Eonomi nd Soil Affirs. Vul Jms W How Chng in Ag-Sifi Morliy Affs Lif Exny. Poulion Sudis 40: Vul Jms W. nd Vldimir Cnuds-Romo Domosing Chng in Lif Exny: A Bouqu of Formuls in Honor of Nhn Kyfiz's 90 h Birhdy. Dmogrhy 40: Whi KM. 00. Longviy Advns in High-Inom Counris Poulion nd Dvlomn Rviw 81: Woods RI PA Wrson nd JH Woodwrd Th Cus of Rid Infn Morliy Dlin in Englnd nd Wls Pr II Poulion Sudis 431: h:// 81

22 Cnuds-Romo & Shon: Ag-sifi onribuions o hngs in h riod nd ohor lif xny Woods RI PA Wrson nd JH Woodwrd Th Cus of Rid Infn Morliy Dlin in Englnd nd Wls Pr I. Poulion Sudis 43: h://

A Study of the Solutions of the Lotka Volterra. Prey Predator System Using Perturbation. Technique

A Study of the Solutions of the Lotka Volterra. Prey Predator System Using Perturbation. Technique Inrnionl hmil orum no. 667-67 Sud of h Soluions of h o Volrr r rdor Ssm Using rurion Thniqu D.Vnu ol Ro * D. of lid hmis IT Collg of Sin IT Univrsi Vishnm.. Indi Y... Thorni D. of lid hmis IT Collg of

More information

Single Correct Type. cos z + k, then the value of k equals. dx = 2 dz. (a) 1 (b) 0 (c)1 (d) 2 (code-v2t3paq10) l (c) ( l ) x.

Single Correct Type. cos z + k, then the value of k equals. dx = 2 dz. (a) 1 (b) 0 (c)1 (d) 2 (code-v2t3paq10) l (c) ( l ) x. IIT JEE/AIEEE MATHS y SUHAAG SIR Bhopl, Ph. (755)3 www.kolsss.om Qusion. & Soluion. In. Cl. Pg: of 6 TOPIC = INTEGRAL CALCULUS Singl Corr Typ 3 3 3 Qu.. L f () = sin + sin + + sin + hn h primiiv of f()

More information

16.512, Rocket Propulsion Prof. Manuel Martinez-Sanchez Lecture 3: Ideal Nozzle Fluid Mechanics

16.512, Rocket Propulsion Prof. Manuel Martinez-Sanchez Lecture 3: Ideal Nozzle Fluid Mechanics 6.5, Rok ropulsion rof. nul rinz-snhz Lur 3: Idl Nozzl luid hnis Idl Nozzl low wih No Sprion (-D) - Qusi -D (slndr) pproximion - Idl gs ssumd ( ) mu + Opimum xpnsion: - or lss, >, ould driv mor forwrd

More information

The model proposed by Vasicek in 1977 is a yield-based one-factor equilibrium model given by the dynamic

The model proposed by Vasicek in 1977 is a yield-based one-factor equilibrium model given by the dynamic h Vsick modl h modl roosd by Vsick in 977 is yild-bsd on-fcor quilibrium modl givn by h dynmic dr = b r d + dw his modl ssums h h shor r is norml nd hs so-clld "mn rvring rocss" (undr Q. If w u r = b/,

More information

Midterm. Answer Key. 1. Give a short explanation of the following terms.

Midterm. Answer Key. 1. Give a short explanation of the following terms. ECO 33-00: on nd Bnking Souhrn hodis Univrsi Spring 008 Tol Poins 00 0 poins for h pr idrm Answr K. Giv shor xplnion of h following rms. Fi mon Fi mon is nrl oslssl produd ommodi h n oslssl sord, oslssl

More information

Fourier Series and Parseval s Relation Çağatay Candan Dec. 22, 2013

Fourier Series and Parseval s Relation Çağatay Candan Dec. 22, 2013 Fourir Sris nd Prsvl s Rlion Çğy Cndn Dc., 3 W sudy h m problm EE 3 M, Fll3- in som dil o illusr som conncions bwn Fourir sris, Prsvl s rlion nd RMS vlus. Q. ps h signl sin is h inpu o hlf-wv rcifir circui

More information

Revisiting what you have learned in Advanced Mathematical Analysis

Revisiting what you have learned in Advanced Mathematical Analysis Fourir sris Rvisiing wh you hv lrnd in Advncd Mhmicl Anlysis L f x b priodic funcion of priod nd is ingrbl ovr priod. f x cn b rprsnd by rigonomric sris, f x n cos nx bn sin nx n cos x b sin x cosx b whr

More information

Decline Curves. Exponential decline (constant fractional decline) Harmonic decline, and Hyperbolic decline.

Decline Curves. Exponential decline (constant fractional decline) Harmonic decline, and Hyperbolic decline. Dlin Curvs Dlin Curvs ha lo flow ra vs. im ar h mos ommon ools for forasing roduion and monioring wll rforman in h fild. Ths urvs uikly show by grahi mans whih wlls or filds ar roduing as xd or undr roduing.

More information

The Procedure Abstraction Part II: Symbol Tables and Activation Records

The Procedure Abstraction Part II: Symbol Tables and Activation Records Th Produr Absrion Pr II: Symbol Tbls nd Aivion Rords Th Produr s Nm Sp Why inrodu lxil soping? Provids ompil-im mhnism for binding vribls Ls h progrmmr inrodu lol nms How n h ompilr kp rk of ll hos nms?

More information

Engine Thrust. From momentum conservation

Engine Thrust. From momentum conservation Airbrhing Propulsion -1 Airbrhing School o Arospc Enginring Propulsion Ovrviw w will b xmining numbr o irbrhing propulsion sysms rmjs, urbojs, urbons, urboprops Prormnc prmrs o compr hm, usul o din som

More information

PHA Final Exam Fall On my honor, I have neither given nor received unauthorized aid in doing this assignment.

PHA Final Exam Fall On my honor, I have neither given nor received unauthorized aid in doing this assignment. Nm: UFI#: PHA 527 Finl Exm Fll 2008 On my honor, I hv nihr givn nor rcivd unuhorizd id in doing his ssignmn. Nm Pls rnsfr h nswrs ono h bubbl sh. Pls fill in ll h informion ncssry o idnify yourslf. h procors

More information

Relation between Fourier Series and Transform

Relation between Fourier Series and Transform EE 37-3 8 Ch. II: Inro. o Sinls Lcur 5 Dr. Wih Abu-Al-Su Rlion bwn ourir Sris n Trnsform Th ourir Trnsform T is riv from h finiion of h ourir Sris S. Consir, for xmpl, h prioic complx sinl To wih prio

More information

Right Angle Trigonometry

Right Angle Trigonometry Righ gl Trigoomry I. si Fs d Dfiiios. Righ gl gl msurig 90. Srigh gl gl msurig 80. u gl gl msurig w 0 d 90 4. omplmry gls wo gls whos sum is 90 5. Supplmry gls wo gls whos sum is 80 6. Righ rigl rigl wih

More information

Jonathan Turner Exam 2-10/28/03

Jonathan Turner Exam 2-10/28/03 CS Algorihm n Progrm Prolm Exm Soluion S Soluion Jonhn Turnr Exm //. ( poin) In h Fioni hp ruur, u wn vrx u n i prn v u ing u v i v h lry lo hil in i l m hil o om ohr vrx. Suppo w hng hi, o h ing u i prorm

More information

PHA Second Exam. Fall On my honor, I have neither given nor received unauthorized aid in doing this assignment.

PHA Second Exam. Fall On my honor, I have neither given nor received unauthorized aid in doing this assignment. Nm: UFI #: PHA 527 Scond Exm Fll 20 On my honor, I hv nihr givn nor rcivd unuhorizd id in doing his ssignmn. Nm Pu ll nswrs on h bubbl sh OAL /200 ps Nm: UFI #: Qusion S I (ru or Fls) (5 poins) ru (A)

More information

PHA Final Exam. Fall On my honor, I have neither given nor received unauthorized aid in doing this assignment.

PHA Final Exam. Fall On my honor, I have neither given nor received unauthorized aid in doing this assignment. Nm: PHA 5127 Finl Exm Fll 2012 On my honor, I hv nihr givn nor rcivd unuhorizd id in doing his ssignmn. Nm Pls rnsfr h nswrs ono h bubbl sh. Th qusion numbr rfrs o h numbr on h bubbl sh. Pls fill in ll

More information

1 Finite Automata and Regular Expressions

1 Finite Automata and Regular Expressions 1 Fini Auom nd Rgulr Exprion Moivion: Givn prn (rgulr xprion) for ring rching, w migh wn o convr i ino drminiic fini uomon or nondrminiic fini uomon o mk ring rching mor fficin; drminiic uomon only h o

More information

a dt a dt a dt dt If 1, then the poles in the transfer function are complex conjugates. Let s look at f t H t f s / s. So, for a 2 nd order system:

a dt a dt a dt dt If 1, then the poles in the transfer function are complex conjugates. Let s look at f t H t f s / s. So, for a 2 nd order system: Undrdamd Sysms Undrdamd Sysms nd Ordr Sysms Ouu modld wih a nd ordr ODE: d y dy a a1 a0 y b f If a 0 0, hn: whr: a d y a1 dy b d y dy y f y f a a a 0 0 0 is h naural riod of oscillaion. is h daming facor.

More information

Inventory Management Model with Quadratic Demand, Variable Holding Cost with Salvage value

Inventory Management Model with Quadratic Demand, Variable Holding Cost with Salvage value Asr Rsr Journl of Mngmn Sins ISSN 9 7 Vol. 8- Jnury Rs. J. Mngmn Si. Invnory Mngmn Modl wi udri Dmnd Vril Holding Cos wi Slvg vlu Mon R. nd Vnkswrlu R. F-Civil Dp of Mmis Collg of Miliry Enginring Pun

More information

International Journal on Recent and Innovation Trends in Computing and Communication ISSN: Volume: 5 Issue:

International Journal on Recent and Innovation Trends in Computing and Communication ISSN: Volume: 5 Issue: Inrnionl Journl on Rn nd Innovion rnds in Compuing nd Communiion ISSN: -869 Volum: Issu: 78 97 Dvlopmn of n EPQ Modl for Drioring Produ wih Sok nd Dmnd Dpndn Produion r undr Vril Crrying Cos nd Pril Bklogging

More information

PHA Second Exam. Fall 2007

PHA Second Exam. Fall 2007 PHA 527 Scond Exm Fll 2007 On my honor, I hv nihr givn nor rcivd unuhorizd id in doing his ssignmn. Nm Pu ll nswrs on h bubbl sh OAL /30 ps Qusion S I (ru or Fls) (5 poins) ru (A) or Fls (B). On h bubbl

More information

Inverse Fourier Transform. Properties of Continuous time Fourier Transform. Review. Linearity. Reading Assignment Oppenheim Sec pp.289.

Inverse Fourier Transform. Properties of Continuous time Fourier Transform. Review. Linearity. Reading Assignment Oppenheim Sec pp.289. Convrgnc of ourir Trnsform Rding Assignmn Oppnhim Sc 42 pp289 Propris of Coninuous im ourir Trnsform Rviw Rviw or coninuous-im priodic signl x, j x j d Invrs ourir Trnsform 2 j j x d ourir Trnsform Linriy

More information

Life Science Journal 2014;11(9) An Investigation of the longitudinal fluctuations of viscoelastic cores

Life Science Journal 2014;11(9)   An Investigation of the longitudinal fluctuations of viscoelastic cores Lif Sin Journl (9) h://wwwlifiniom n Invigion of h longiuinl fluuion of violi or Kurnov Ni yg, Bjnov Vul Gmz Drmn of Gnrl Mh, Sumgi S Univriy, Sumgi, ZE 5, zrijn vul@gmilom r: I i nry o l rolm from ynmi

More information

Equations and Boundary Value Problems

Equations and Boundary Value Problems Elmn Diffnil Equions nd Bound Vlu Poblms Bo. & DiPim, 9 h Ediion Chp : Sond Od Diffnil Equions 6 คณ ตศาสตร ว ศวกรรม สาขาว ชาว ศวกรรมคอมพ วเตอร ป การศ กษา /555 ผศ.ดร.อร ญญา ผศ.ดร.สมศ กด วล ยร ชต Topis Homognous

More information

CS 688 Pattern Recognition. Linear Models for Classification

CS 688 Pattern Recognition. Linear Models for Classification //6 S 688 Pr Rcogiio Lir Modls for lssificio Ø Probbilisic griv modls Ø Probbilisic discrimiiv modls Probbilisic Griv Modls Ø W o ur o robbilisic roch o clssificio Ø W ll s ho modls ih lir dcisio boudris

More information

UNSTEADY HEAT TRANSFER

UNSTEADY HEAT TRANSFER UNSADY HA RANSFR Mny h rnsfr problms rquir h undrsnding of h ompl im hisory of h mprur vriion. For mpl, in mllurgy, h h ring pross n b onrolld o dirly ff h hrrisis of h prossd mrils. Annling (slo ool)

More information

More on FT. Lecture 10 4CT.5 3CT.3-5,7,8. BME 333 Biomedical Signals and Systems - J.Schesser

More on FT. Lecture 10 4CT.5 3CT.3-5,7,8. BME 333 Biomedical Signals and Systems - J.Schesser Mr n FT Lcur 4CT.5 3CT.3-5,7,8 BME 333 Bimdicl Signls nd Sysms - J.Schssr 43 Highr Ordr Diffrniin d y d x, m b Y b X N n M m N M n n n m m n m n d m d n m Y n d f n [ n ] F d M m bm m X N n n n n n m p

More information

3.4 Repeated Roots; Reduction of Order

3.4 Repeated Roots; Reduction of Order 3.4 Rpd Roos; Rducion of Ordr Rcll our nd ordr linr homognous ODE b c 0 whr, b nd c r consns. Assuming n xponnil soluion lds o chrcrisic quion: r r br c 0 Qudric formul or fcoring ilds wo soluions, r &

More information

EEE 303: Signals and Linear Systems

EEE 303: Signals and Linear Systems 33: Sigls d Lir Sysms Orhogoliy bw wo sigls L us pproim fucio f () by fucio () ovr irvl : f ( ) = c( ); h rror i pproimio is, () = f() c () h rgy of rror sigl ovr h irvl [, ] is, { }{ } = f () c () d =

More information

Page 1. Question 19.1b Electric Charge II Question 19.2a Conductors I. ConcepTest Clicker Questions Chapter 19. Physics, 4 th Edition James S.

Page 1. Question 19.1b Electric Charge II Question 19.2a Conductors I. ConcepTest Clicker Questions Chapter 19. Physics, 4 th Edition James S. ConTst Clikr ustions Chtr 19 Physis, 4 th Eition Jms S. Wlkr ustion 19.1 Two hrg blls r rlling h othr s thy hng from th iling. Wht n you sy bout thir hrgs? Eltri Chrg I on is ositiv, th othr is ngtiv both

More information

ELECTRIC VELOCITY SERVO REGULATION

ELECTRIC VELOCITY SERVO REGULATION ELECIC VELOCIY SEVO EGULAION Gorg W. Younkin, P.E. Lif FELLOW IEEE Indusril Conrols Consuling, Di. Bulls Ey Mrking, Inc. Fond du Lc, Wisconsin h prformnc of n lcricl lociy sro is msur of how wll h sro

More information

Math 266, Practice Midterm Exam 2

Math 266, Practice Midterm Exam 2 Mh 66, Prcic Midrm Exm Nm: Ground Rul. Clculor i NOT llowd.. Show your work for vry problm unl ohrwi d (pril crdi r vilbl). 3. You my u on 4-by-6 indx crd, boh id. 4. Th bl of Lplc rnform i vilbl h l pg.

More information

PHA Second Exam. Fall On my honor, I have neither given nor received unauthorized aid in doing this assignment.

PHA Second Exam. Fall On my honor, I have neither given nor received unauthorized aid in doing this assignment. UFI: PHA 527 Scond Exm Fll 2006 On my honor, I hv nihr givn nor rcivd unuhorizd id in doing his ssignmn. Nm Pu ll nswrs on h bubbl sh OAL /60 ps UFI: Qusion S I (ru or Fls) (25 poins) ru (A) or Fls (B).

More information

HIGHER ORDER DIFFERENTIAL EQUATIONS

HIGHER ORDER DIFFERENTIAL EQUATIONS Prof Enriqu Mtus Nivs PhD in Mthmtis Edution IGER ORDER DIFFERENTIAL EQUATIONS omognous linr qutions with onstnt offiints of ordr two highr Appl rdution mthod to dtrmin solution of th nonhomognous qution

More information

PHA First Exam Fall On my honor, I have neither given nor received unauthorized aid in doing this assignment.

PHA First Exam Fall On my honor, I have neither given nor received unauthorized aid in doing this assignment. PHA 527 Firs Exm Fll 20 On my honor, I hv nihr givn nor rcivd unuhorizd id in doing his ssignmn. Nm Qusion S/Poins I. 30 ps II. III. IV 20 ps 5 ps 5 ps V. 25 ps VI. VII. VIII. IX. 0 ps 0 ps 0 ps 35 ps

More information

4.1 The Uniform Distribution Def n: A c.r.v. X has a continuous uniform distribution on [a, b] when its pdf is = 1 a x b

4.1 The Uniform Distribution Def n: A c.r.v. X has a continuous uniform distribution on [a, b] when its pdf is = 1 a x b 4. Th Uniform Disribuion Df n: A c.r.v. has a coninuous uniform disribuion on [a, b] whn is pdf is f x a x b b a Also, b + a b a µ E and V Ex4. Suppos, h lvl of unblivabiliy a any poin in a Transformrs

More information

LINEAR 2 nd ORDER DIFFERENTIAL EQUATIONS WITH CONSTANT COEFFICIENTS

LINEAR 2 nd ORDER DIFFERENTIAL EQUATIONS WITH CONSTANT COEFFICIENTS Diol Bgyoko (0) I.INTRODUCTION LINEAR d ORDER DIFFERENTIAL EQUATIONS WITH CONSTANT COEFFICIENTS I. Dfiiio All suh diffril quios s i h sdrd or oil form: y + y + y Q( x) dy d y wih y d y d dx dx whr,, d

More information

Lecture 4: Laplace Transforms

Lecture 4: Laplace Transforms Lur 4: Lapla Transforms Lapla and rlad ransformaions an b usd o solv diffrnial quaion and o rdu priodi nois in signals and imags. Basially, hy onvr h drivaiv opraions ino mulipliaion, diffrnial quaions

More information

Fourier. Continuous time. Review. with period T, x t. Inverse Fourier F Transform. x t. Transform. j t

Fourier. Continuous time. Review. with period T, x t. Inverse Fourier F Transform. x t. Transform. j t Coninuous im ourir rnsform Rviw. or coninuous-im priodic signl x h ourir sris rprsnion is x x j, j 2 d wih priod, ourir rnsform Wh bou priodic signls? W willl considr n priodic signl s priodic signl wih

More information

Boyce/DiPrima 9 th ed, Ch 7.8: Repeated Eigenvalues

Boyce/DiPrima 9 th ed, Ch 7.8: Repeated Eigenvalues Boy/DiPrima 9 h d Ch 7.8: Rpad Eignvalus Elmnary Diffrnial Equaions and Boundary Valu Problms 9 h diion by William E. Boy and Rihard C. DiPrima 9 by John Wily & Sons In. W onsidr again a homognous sysm

More information

CSE 373: AVL trees. Warmup: Warmup. Interlude: Exploring the balance invariant. AVL Trees: Invariants. AVL tree invariants review

CSE 373: AVL trees. Warmup: Warmup. Interlude: Exploring the balance invariant. AVL Trees: Invariants. AVL tree invariants review rmup CSE 7: AVL trs rmup: ht is n invrint? Mihl L Friy, Jn 9, 0 ht r th AVL tr invrints, xtly? Disuss with your nighor. AVL Trs: Invrints Intrlu: Exploring th ln invrint Cor i: xtr invrint to BSTs tht

More information

PHA First Exam Fall On my honor, I have neither given nor received unauthorized aid in doing this assignment.

PHA First Exam Fall On my honor, I have neither given nor received unauthorized aid in doing this assignment. Nm: UFI#: PHA 5127 Firs Exm Fll 2014 On my honor, I hv nihr givn nor rcivd unuhorizd id in doing his ssignmn. Nm Qusion S/Poins I. 30 ps II. 20 ps III. 15 ps IV 15 ps V. 25 ps VI. 10 ps VII. 10 ps VIII.

More information

Institute of Actuaries of India

Institute of Actuaries of India Insiu of Acuaris of India ubjc CT3 Probabiliy and Mahmaical aisics Novmbr Examinaions INDICATIVE OLUTION Pag of IAI CT3 Novmbr ol. a sampl man = 35 sampl sandard dviaion = 36.6 b for = uppr bound = 35+*36.6

More information

The Laplace Transform

The Laplace Transform Th Lplc Trnform Dfiniion nd propri of Lplc Trnform, picwi coninuou funcion, h Lplc Trnform mhod of olving iniil vlu problm Th mhod of Lplc rnform i ym h rli on lgbr rhr hn clculu-bd mhod o olv linr diffrnil

More information

Advanced Queueing Theory. M/G/1 Queueing Systems

Advanced Queueing Theory. M/G/1 Queueing Systems Advand Quung Thory Ths slds ar rad by Dr. Yh Huang of Gorg Mason Unvrsy. Sudns rgsrd n Dr. Huang's ourss a GMU an ma a sngl mahn-radabl opy and prn a sngl opy of ah sld for hr own rfrn, so long as ah sld

More information

Double Slits in Space and Time

Double Slits in Space and Time Doubl Slis in Sac an Tim Gorg Jons As has bn ror rcnly in h mia, a am l by Grhar Paulus has monsra an inrsing chniqu for ionizing argon aoms by using ulra-shor lasr ulss. Each lasr uls is ffcivly on an

More information

Errata for Second Edition, First Printing

Errata for Second Edition, First Printing Errt for Scond Edition, First Printing pg 68, lin 1: z=.67 should b z=.44 pg 1: Eqution (.63) should rd B( R) = x= R = θ ( x R) p( x) R 1 x= [1 G( x)] = θp( R) + ( θ R)[1 G( R)] pg 15, problm 6: dmnd of

More information

A Simple Method for Determining the Manoeuvring Indices K and T from Zigzag Trial Data

A Simple Method for Determining the Manoeuvring Indices K and T from Zigzag Trial Data Rind 8-- Wbsi: wwwshimoionsnl Ro 67, Jun 97, Dlf Univsiy of chnoloy, Shi Hydomchnics Lbooy, Mklw, 68 CD Dlf, h Nhlnds A Siml Mhod fo Dminin h Mnouvin Indics K nd fom Ziz il D JMJ Jouné Dlf Univsiy of chnoloy

More information

PHA Third Exam. Fall On my honor, I have neither given nor received unauthorized aid in doing this assignment.

PHA Third Exam. Fall On my honor, I have neither given nor received unauthorized aid in doing this assignment. Nm: UFI: PHA 527 hird Exm Fll 203 On my honor, I hv nihr givn nor rcivd unuhorizd id in doing his ssignmn. Nm Qusion/Poins S I 25 S II 25 S III 25 S IV 20 S V 20 S VI 5 S VII 0 ol 40 Nm: Qusion S I (25

More information

Library Support. Netlist Conditioning. Observe Point Assessment. Vector Generation/Simulation. Vector Compression. Vector Writing

Library Support. Netlist Conditioning. Observe Point Assessment. Vector Generation/Simulation. Vector Compression. Vector Writing hpr 2 uomi T Prn Gnrion Fundmnl hpr 2 uomi T Prn Gnrion Fundmnl Lirry uppor Nli ondiioning Orv Poin mn Vor Gnrion/imulion Vor omprion Vor Wriing Figur 2- Th Ovrll Prn Gnrion Pro Dign-or-T or Digil I nd

More information

Microscopic Flow Characteristics Time Headway - Distribution

Microscopic Flow Characteristics Time Headway - Distribution CE57: Traffic Flow Thory Spring 20 Wk 2 Modling Hadway Disribuion Microscopic Flow Characrisics Tim Hadway - Disribuion Tim Hadway Dfiniion Tim Hadway vrsus Gap Ahmd Abdl-Rahim Civil Enginring Dparmn,

More information

Advanced Microeconomics II. Lijun Pan Nagoya University

Advanced Microeconomics II. Lijun Pan Nagoya University Advnd Miroonomis II Lijun Pn Ngoy Univrsiy Dynmi Gms of Compl Informion Exnsiv-Form Rprsnion Subgm-prf Ns quilibrium Clssifiion of Gms Si Gms Simulnous Mov Gms Gms wr plyrs oos ions simulnously. Su s prisonrs

More information

Instructions for Section 1

Instructions for Section 1 Instructions for Sction 1 Choos th rspons tht is corrct for th qustion. A corrct nswr scors 1, n incorrct nswr scors 0. Mrks will not b dductd for incorrct nswrs. You should ttmpt vry qustion. No mrks

More information

Chapter 3. The Fourier Series

Chapter 3. The Fourier Series Chpr 3 h Fourir Sris Signls in h im nd Frquny Domin INC Signls nd Sysms Chpr 3 h Fourir Sris Eponnil Funion r j ros jsin ) INC Signls nd Sysms Chpr 3 h Fourir Sris Odd nd Evn Evn funion : Odd funion :

More information

ANSWERS TO EVEN NUMBERED EXERCISES IN CHAPTER 2

ANSWERS TO EVEN NUMBERED EXERCISES IN CHAPTER 2 ANSWERS TO EVEN NUMBERED EXERCISES IN CHAPTER Seion Eerise -: Coninuiy of he uiliy funion Le λ ( ) be he monooni uiliy funion defined in he proof of eisene of uiliy funion If his funion is oninuous y hen

More information

Appendix. In the absence of default risk, the benefit of the tax shield due to debt financing by the firm is 1 C E C

Appendix. In the absence of default risk, the benefit of the tax shield due to debt financing by the firm is 1 C E C nx. Dvon o h n wh In h sn o ul sk h n o h x shl u o nnng y h m s s h ol ouon s h num o ssus s h oo nom x s h sonl nom x n s h v x on quy whh s wgh vg o vn n l gns x s. In hs s h o sonl nom xs on h x shl

More information

A modified hyperbolic secant distribution

A modified hyperbolic secant distribution Songklnkrin J Sci Tchnol 39 (1 11-18 Jn - Fb 2017 hp://wwwsjspsuch Originl Aricl A modifid hyprbolic scn disribuion Pnu Thongchn nd Wini Bodhisuwn * Dprmn of Sisics Fculy of Scinc Kssr Univrsiy Chuchk

More information

An Indian Journal FULL PAPER. Trade Science Inc. A stage-structured model of a single-species with density-dependent and birth pulses ABSTRACT

An Indian Journal FULL PAPER. Trade Science Inc. A stage-structured model of a single-species with density-dependent and birth pulses ABSTRACT [Typ x] [Typ x] [Typ x] ISSN : 974-7435 Volum 1 Issu 24 BioTchnology 214 An Indian Journal FULL PAPE BTAIJ, 1(24), 214 [15197-1521] A sag-srucurd modl of a singl-spcis wih dnsiy-dpndn and birh pulss LI

More information

Lecture 11 Waves in Periodic Potentials Today: Questions you should be able to address after today s lecture:

Lecture 11 Waves in Periodic Potentials Today: Questions you should be able to address after today s lecture: Lctur 11 Wvs in Priodic Potntils Tody: 1. Invrs lttic dfinition in 1D.. rphicl rprsnttion of priodic nd -priodic functions using th -xis nd invrs lttic vctors. 3. Sris solutions to th priodic potntil Hmiltonin

More information

A Tutorial of The Context Tree Weighting Method: Basic Properties

A Tutorial of The Context Tree Weighting Method: Basic Properties A uoril of h on r Wighing Mhod: Bic ropri Zijun Wu Novmbr 9, 005 Abrc In hi uoril, ry o giv uoril ovrvi of h on r Wighing Mhod. W confin our dicuion o binry boundd mmory r ourc nd dcrib qunil univrl d

More information

Chapter 4 Multifield Surface Bone Remodeling

Chapter 4 Multifield Surface Bone Remodeling hr Mulifild Surf on Rmodling In hr, h horil nd numril rul of inrnl on rmodling wr rnd. Exnion o mulifild urf on rmodling i diud in hi hr. horil rdiion of urf on rmodling in h dihyi of h long on undr vriou

More information

Lecture 1: Numerical Integration The Trapezoidal and Simpson s Rule

Lecture 1: Numerical Integration The Trapezoidal and Simpson s Rule Lcur : Numrical ngraion Th Trapzoidal and Simpson s Rul A problm Th probabiliy of a normally disribud (man µ and sandard dviaion σ ) vn occurring bwn h valus a and b is B A P( a x b) d () π whr a µ b -

More information

Case Study VI Answers PHA 5127 Fall 2006

Case Study VI Answers PHA 5127 Fall 2006 Qustion. A ptint is givn 250 mg immit-rls thophyllin tblt (Tblt A). A wk ltr, th sm ptint is givn 250 mg sustin-rls thophyllin tblt (Tblt B). Th tblts follow on-comprtmntl mol n hv first-orr bsorption

More information

Pupil / Class Record We can assume a word has been learned when it has been either tested or used correctly at least three times.

Pupil / Class Record We can assume a word has been learned when it has been either tested or used correctly at least three times. 2 Pupi / Css Rr W ssum wr hs b r wh i hs b ihr s r us rry s hr ims. Nm: D Bu: fr i bus brhr u firs hf hp hm s uh i iv iv my my mr muh m w ih w Tik r pp push pu sh shu sisr s sm h h hir hr hs im k w vry

More information

Stability and Optimal Harvesting of Modified Leslie-Gower Predator-Prey Model

Stability and Optimal Harvesting of Modified Leslie-Gower Predator-Prey Model Journl of Phsis: Confrn Sris PAPR OPN ACCSS Sbili nd Oiml rvsing of Modifid Lsli-Gowr Prdor-Pr Modl To i his ril: S Toh nd M I Azis 08 J. Phs.: Conf. Sr. 979 0069 Viw h ril onlin for uds nd nhnmns. This

More information

Probabilistic Machine Learning (theory and practice) Charles Sutton Introduction to Research in Data Science University of Edinburgh

Probabilistic Machine Learning (theory and practice) Charles Sutton Introduction to Research in Data Science University of Edinburgh robbili Mh Lrng (ory ri Chrls un roduion Rsrh D in Univrsiy Edburgh Nw mhodology Nw ys rn lgorihms (g high dimnsionl srmg Aroxim lrng mhods Nw liions Anlyzg omur rogrms D mg Exlorry d nlys Hom dm Comur

More information

EE Control Systems LECTURE 11

EE Control Systems LECTURE 11 Up: Moy, Ocor 5, 7 EE 434 - Corol Sy LECTUE Copyrigh FL Lwi 999 All righ rrv POLE PLACEMET A STEA-STATE EO Uig fc, o c ov h clo-loop pol o h h y prforc iprov O c lo lc uil copor o oi goo y- rcig y uyig

More information

Chapter4 Time Domain Analysis of Control System

Chapter4 Time Domain Analysis of Control System Chpr4 im Domi Alyi of Corol Sym Rouh biliy cririo Sdy rror ri rpo of h fir-ordr ym ri rpo of h cod-ordr ym im domi prformc pcificio h rliohip bw h prformc pcificio d ym prmr ri rpo of highr-ordr ym Dfiiio

More information

The Angular Momenta Dipole Moments and Gyromagnetic Ratios of the Electron and the Proton

The Angular Momenta Dipole Moments and Gyromagnetic Ratios of the Electron and the Proton Journl of Modrn hysics, 014, 5, 154-157 ublishd Onlin August 014 in SciRs. htt://www.scir.org/journl/jm htt://dx.doi.org/.436/jm.014.51415 Th Angulr Momnt Diol Momnts nd Gyromgntic Rtios of th Elctron

More information

(b) 10 yr. (b) 13 m. 1.6 m s, m s m s (c) 13.1 s. 32. (a) 20.0 s (b) No, the minimum distance to stop = 1.00 km. 1.

(b) 10 yr. (b) 13 m. 1.6 m s, m s m s (c) 13.1 s. 32. (a) 20.0 s (b) No, the minimum distance to stop = 1.00 km. 1. Answers o Een Numbered Problems Chper. () 7 m s, 6 m s (b) 8 5 yr 4.. m ih 6. () 5. m s (b).5 m s (c).5 m s (d) 3.33 m s (e) 8. ().3 min (b) 64 mi..3 h. ().3 s (b) 3 m 4..8 mi wes of he flgpole 6. (b)

More information

MEM 355 Performance Enhancement of Dynamical Systems A First Control Problem - Cruise Control

MEM 355 Performance Enhancement of Dynamical Systems A First Control Problem - Cruise Control MEM 355 Prformanc Enhancmn of Dynamical Sysms A Firs Conrol Problm - Cruis Conrol Harry G. Kwany Darmn of Mchanical Enginring & Mchanics Drxl Univrsiy Cruis Conrol ( ) mv = F mg sinθ cv v +.2v= u 9.8θ

More information

Planar Upward Drawings

Planar Upward Drawings C.S. 252 Pro. Rorto Tmssi Computtionl Gomtry Sm. II, 1992 1993 Dt: My 3, 1993 Sri: Shmsi Moussvi Plnr Upwr Drwings 1 Thorm: G is yli i n only i it hs upwr rwing. Proo: 1. An upwr rwing is yli. Follow th

More information

1. Inverse Matrix 4[(3 7) (02)] 1[(0 7) (3 2)] Recall that the inverse of A is equal to:

1. Inverse Matrix 4[(3 7) (02)] 1[(0 7) (3 2)] Recall that the inverse of A is equal to: Rfrncs Brnank, B. and I. Mihov (1998). Masuring monary policy, Quarrly Journal of Economics CXIII, 315-34. Blanchard, O. R. Proi (00). An mpirical characrizaion of h dynamic ffcs of changs in govrnmn spnding

More information

Errata for Second Edition, First Printing

Errata for Second Edition, First Printing Errt for Scond Edition, First Printing pg 68, lin 1: z=.67 should b z=.44 pg 71: Eqution (.3) should rd B( R) = θ R 1 x= [1 G( x)] pg 1: Eqution (.63) should rd B( R) = x= R = θ ( x R) p( x) R 1 x= [1

More information

Lecture 37 (Schrödinger Equation) Physics Spring 2018 Douglas Fields

Lecture 37 (Schrödinger Equation) Physics Spring 2018 Douglas Fields Lctur 37 (Schrödingr Equation) Physics 6-01 Spring 018 Douglas Filds Rducd Mass OK, so th Bohr modl of th atom givs nrgy lvls: E n 1 k m n 4 But, this has on problm it was dvlopd assuming th acclration

More information

Derivation of the differential equation of motion

Derivation of the differential equation of motion Divion of h iffnil quion of oion Fis h noions fin h will us fo h ivion of h iffnil quion of oion. Rollo is hough o -insionl isk. xnl ius of h ll isnc cn of ll (O) - IDU s cn of gviy (M) θ ngl of inclinion

More information

Integral Calculus What is integral calculus?

Integral Calculus What is integral calculus? Intgral Calulus What is intgral alulus? In diffrntial alulus w diffrntiat a funtion to obtain anothr funtion alld drivativ. Intgral alulus is onrnd with th opposit pross. Rvrsing th pross of diffrntiation

More information

CSE 245: Computer Aided Circuit Simulation and Verification

CSE 245: Computer Aided Circuit Simulation and Verification CSE 45: Compur Aidd Circui Simulaion and Vrificaion Fall 4, Sp 8 Lcur : Dynamic Linar Sysm Oulin Tim Domain Analysis Sa Equaions RLC Nwork Analysis by Taylor Expansion Impuls Rspons in im domain Frquncy

More information

1 Introduction to Modulo 7 Arithmetic

1 Introduction to Modulo 7 Arithmetic 1 Introution to Moulo 7 Arithmti Bor w try our hn t solvin som hr Moulr KnKns, lt s tk los look t on moulr rithmti, mo 7 rithmti. You ll s in this sminr tht rithmti moulo prim is quit irnt rom th ons w

More information

Acoustic characterization of an ultrasound surgical transmitter in the linear and nonlinear regime of working

Acoustic characterization of an ultrasound surgical transmitter in the linear and nonlinear regime of working Aousis 8 Pis Aousi hiion of n ulsoun sugil nsmi in h lin n nonlin gim of woing A. Posi B. Ivnčvić n D. Svil b Fuly of Elil Engining n Comuing ns 3 1 gb Coi b Bosi Insiu Avni Vćslv Holv bb 1 gb Coi nonio.osi@f.h

More information

A Study on the Nature of an Additive Outlier in ARMA(1,1) Models

A Study on the Nature of an Additive Outlier in ARMA(1,1) Models Europn Journl of Scinific Rsrch SSN 45-6X Vol3 No3 9, pp36-368 EuroJournls Publishing, nc 9 hp://wwwuroournlscom/srhm A Sudy on h Nur of n Addiiv Oulir in ARMA, Modls Azmi Zhrim Cnr for Enginring Rsrch

More information

Midterm exam 2, April 7, 2009 (solutions)

Midterm exam 2, April 7, 2009 (solutions) Univrsiy of Pnnsylvania Dparmn of Mahmaics Mah 26 Honors Calculus II Spring Smsr 29 Prof Grassi, TA Ashr Aul Midrm xam 2, April 7, 29 (soluions) 1 Wri a basis for h spac of pairs (u, v) of smooh funcions

More information

Unit 6: Solving Exponential Equations and More

Unit 6: Solving Exponential Equations and More Habrman MTH 111 Sction II: Eonntial and Logarithmic Functions Unit 6: Solving Eonntial Equations and Mor EXAMPLE: Solv th quation 10 100 for. Obtain an act solution. This quation is so asy to solv that

More information

On the Derivatives of Bessel and Modified Bessel Functions with Respect to the Order and the Argument

On the Derivatives of Bessel and Modified Bessel Functions with Respect to the Order and the Argument Inrnaional Rsarch Journal of Applid Basic Scincs 03 Aailabl onlin a wwwirjabscom ISSN 5-838X / Vol 4 (): 47-433 Scinc Eplorr Publicaions On h Driais of Bssl Modifid Bssl Funcions wih Rspc o h Ordr h Argumn

More information

AR(1) Process. The first-order autoregressive process, AR(1) is. where e t is WN(0, σ 2 )

AR(1) Process. The first-order autoregressive process, AR(1) is. where e t is WN(0, σ 2 ) AR() Procss Th firs-ordr auorgrssiv procss, AR() is whr is WN(0, σ ) Condiional Man and Varianc of AR() Condiional man: Condiional varianc: ) ( ) ( Ω Ω E E ) var( ) ) ( var( ) var( σ Ω Ω Ω Ω E Auocovarianc

More information

Week 06 Discussion Suppose a discrete random variable X has the following probability distribution: f ( 0 ) = 8

Week 06 Discussion Suppose a discrete random variable X has the following probability distribution: f ( 0 ) = 8 STAT W 6 Discussion Fll 7..-.- If h momn-gnring funcion of X is M X ( ), Find h mn, vrinc, nd pmf of X.. Suppos discr rndom vribl X hs h following probbiliy disribuion: f ( ) 8 7, f ( ),,, 6, 8,. ( possibl

More information

Global Solutions of the SKT Model in Population Dynamics

Global Solutions of the SKT Model in Population Dynamics Volm 7 No 7 499-5 ISSN: 3-88 rin rion; ISSN: 34-3395 on-lin rion rl: h://ijm ijm Glol Solion of h SK Mol in Polion Dnmi Rizg Hor n Mo Soilh USH El li Ezzor lgir lgri rizg@gmilom USH El li Ezzor lgir lgri

More information

Lecture 21 : Graphene Bandstructure

Lecture 21 : Graphene Bandstructure Fundmnls of Nnolcronics Prof. Suprio D C 45 Purdu Univrsi Lcur : Grpn Bndsrucur Rf. Cpr 6. Nwor for Compuionl Nnocnolog Rviw of Rciprocl Lic :5 In ls clss w lrnd ow o consruc rciprocl lic. For D w v: Rl-Spc:

More information

ME 522 PRINCIPLES OF ROBOTICS. FIRST MIDTERM EXAMINATION April 19, M. Kemal Özgören

ME 522 PRINCIPLES OF ROBOTICS. FIRST MIDTERM EXAMINATION April 19, M. Kemal Özgören ME 522 PINCIPLES OF OBOTICS FIST MIDTEM EXAMINATION April 9, 202 Nm Lst Nm M. Kml Özgörn 2 4 60 40 40 0 80 250 USEFUL FOMULAS cos( ) cos cos sin sin sin( ) sin cos cos sin sin y/ r, cos x/ r, r 0 tn 2(

More information

Laplace Transform. National Chiao Tung University Chun-Jen Tsai 10/19/2011

Laplace Transform. National Chiao Tung University Chun-Jen Tsai 10/19/2011 plc Trnorm Nionl Chio Tung Univriy Chun-Jn Ti /9/ Trnorm o Funcion Som opror rnorm uncion ino nohr uncion: d Dirniion: x x, or Dx x dx x Indini Ingrion: x dx c Dini Ingrion: x dx 9 A uncion my hv nicr

More information

Control Systems. Modelling Physical Systems. Assoc.Prof. Haluk Görgün. Gears DC Motors. Lecture #5. Control Systems. 10 March 2013

Control Systems. Modelling Physical Systems. Assoc.Prof. Haluk Görgün. Gears DC Motors. Lecture #5. Control Systems. 10 March 2013 Lcur #5 Conrol Sy Modlling Phyicl Sy Gr DC Moor Aoc.Prof. Hluk Görgün 0 Mrch 03 Conrol Sy Aoc. Prof. Hluk Görgün rnfr Funcion for Sy wih Gr Gr provid chnicl dvng o roionl y. Anyon who h riddn 0-pd bicycl

More information

CSE 373: More on graphs; DFS and BFS. Michael Lee Wednesday, Feb 14, 2018

CSE 373: More on graphs; DFS and BFS. Michael Lee Wednesday, Feb 14, 2018 CSE 373: Mor on grphs; DFS n BFS Mihl L Wnsy, F 14, 2018 1 Wrmup Wrmup: Disuss with your nighor: Rmin your nighor: wht is simpl grph? Suppos w hv simpl, irt grph with x nos. Wht is th mximum numr of gs

More information

PHA Final Exam. Fall On my honor, I have neither given nor received unauthorized aid in doing this assignment. Name:

PHA Final Exam. Fall On my honor, I have neither given nor received unauthorized aid in doing this assignment. Name: Nm: PHA 5127 Finl Exm Fll 2011 On my honor, I hv nihr givn nor rcivd unuhorizd id in doing his ssignmn. Nm: Pls rnsfr h nswrs ono h bubbl sh. Th qusion numbr rfrs o h numbr on h bubbl sh. Pls fill in ll

More information

Applied Statistics and Probability for Engineers, 6 th edition October 17, 2016

Applied Statistics and Probability for Engineers, 6 th edition October 17, 2016 Applid Saisics and robabiliy for Enginrs, 6 h diion Ocobr 7, 6 CHATER Scion - -. a d. 679.. b. d. 88 c d d d. 987 d. 98 f d.. Thn, = ln. =. g d.. Thn, = ln.9 =.. -7. a., by symmry. b.. d...6. 7.. c...

More information

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

CIVL 8/ D Boundary Value Problems - Rectangular Elements 1/7 CIVL / -D Boundr Vlu Prolms - Rctngulr Elmnts / RECANGULAR ELEMENS - In som pplictions, it m mor dsirl to us n lmntl rprsnttion of th domin tht hs four sids, ithr rctngulr or qudriltrl in shp. Considr

More information

CPSC 211 Data Structures & Implementations (c) Texas A&M University [ 259] B-Trees

CPSC 211 Data Structures & Implementations (c) Texas A&M University [ 259] B-Trees CPSC 211 Daa Srucurs & Implmnaions (c) Txas A&M Univrsiy [ 259] B-Trs Th AVL r and rd-black r allowd som variaion in h lnghs of h diffrn roo-o-laf pahs. An alrnaiv ida is o mak sur ha all roo-o-laf pahs

More information

Systems of First Order Linear Differential Equations

Systems of First Order Linear Differential Equations Sysms of Firs Ordr Linr Diffrnil Equions W will now urn our nion o solving sysms of simulnous homognous firs ordr linr diffrnil quions Th soluions of such sysms rquir much linr lgbr (Mh Bu sinc i is no

More information

CS 541 Algorithms and Programs. Exam 2 Solutions. Jonathan Turner 11/8/01

CS 541 Algorithms and Programs. Exam 2 Solutions. Jonathan Turner 11/8/01 CS 1 Algorim nd Progrm Exm Soluion Jonn Turnr 11/8/01 B n nd oni, u ompl. 1. (10 poin). Conidr vrion of or p prolm wi mulipliiv o. In i form of prolm, lng of p i produ of dg lng, rr n um. Explin ow or

More information

Section 4.3 Logarithmic Functions

Section 4.3 Logarithmic Functions 48 Chapr 4 Sion 4.3 Logarihmi Funions populaion of 50 flis is pd o doul vry wk, lading o a funion of h form f ( ) 50(), whr rprsns h numr of wks ha hav passd. Whn will his populaion rah 500? Trying o solv

More information