or the harmonic oscillator s Hamiltonian, ˆ 1 m , (4.2) invite a similar treatment of momentum and coordinate. K. Likharev

Size: px
Start display at page:

Download "or the harmonic oscillator s Hamiltonian, ˆ 1 m , (4.2) invite a similar treatment of momentum and coordinate. K. Likharev"

Transcription

1 Chper 4. Br-ke Formlism The obecive of his chper is discssion of Dirc s br-ke formlism of qnm mechnics which no onl overcomes some inconveniences of wve mechnics b lso llows nrl descripion of sch inernl properies of pricles s heir spin. In he corse of discssion of he formlism I will give severl simple emples of is se leving more involved pplicions for he following chpers. 4.. Moivion We hve seen h wve mechnics gives mn resls of primr impornce. Moreover i is fll (or mosl) sfficien for mn pplicions for emple for solid se elecronics nd device phsics. However in he corse of or srve we hve filed severl grievnces bo his pproch. Le me briefl smmrie hese complins: (i) Wve mechnics is focsed on he spil dependence of wvefncions. On he oher hnd or emps o nle he emporl evolion of qnm ssems wihin his pproch (beond he rivil ime behvior of he eigenfncions described b Eq. (.6)) rn ino echnicl difficlies. For emple we cold derive Eq. (.59) describing ime dnmics of he mesble se or Eq. (.85) describing qnm oscillions in copled wells onl for he simples poenil profiles hogh i is iniivel cler h hese simple resls shold be common for ll problem of his kind. Deriving he eqions of sch processes for rbirr poenil profiles is possible sing perrbion heories (o be reviewed in Chper 6) b h in he wve mechnics lngge he wold reqire ver blk formls. (ii) The sme is re concerning oher isses h re concepll ddressble wihin wve mechnics e.g. he Fenmn ph inegrl pproch descripion of copling o environmen ec. ddressing hem in wve mechnics wold led o formls so blk h I hd (wisel :-) posponed hem nil we hve go more compc formlism on hnd. (iii) In he discssion of severl ke problems (for emple he hrmonic oscillor nd sphericll-smmeric poenils) we hve rn ino rher compliced eigenfncions coeising wih simple energ specr - h infer some simple bckgrond phsics. I is ver imporn o ge his phsics reveled. (iv) In he wve mechnics posles formled in ec.. qnm mechnicl operors of he coordine nd momenm re reed ver neqll see Eqs. (.6b). However some ke epressions e.g. for he fndmenl eigenfncion of free-pricle p r ep i (4.) or he hrmonic oscillor s Hmilonin m H m invie similr remen of momenm nd coordine. p r (4.) K. Likhrev

2 However he sronges moivion for more generl formlism comes from wve mechnics concepl incpbili o describe elemenr pricles spins nd oher inernl qnm degrees of freedom sch s qrk flvors or lepon nmbers. In his cone le s review he bsic fcs on spin (which is ver represenive nd eperimenll he mos ccessible of ll inernl qnm nmbers) o ndersnd wh more generl formlism shold eplin - s minimm. Figre shows he concepl scheme of he simples spin-reveling eperimen firs crried o b O. ern nd W. Gerlch in 9. collimed bem of elecrons is pssed hrogh gp beween poles of srong mgne where he mgneic field B whose orienion is ken for is in Fig. is non-niform so h boh B nd db /d re no eql o ero. s resl he bem splis ino wo prs of eql inensi. collimor N mgne W = 5% elecron sorce B B W = 5% pricle deecors Fig. 4.. The simples ern- Gerlch eperimen. This simples eperimen cn be semi-qniivel eplined on clssicl hogh somewh phenomenologicl gronds b ssming h ech elecron hs n inrinsic permnen mgneic dipole momen m. Indeed clssicl elecrodnmics ells s h he poenil energ U of mgneic dipole in n eernl mgneic field is eql o (-m B) so h he force cing on he pricle F U m B (4.3) hs nonvnishing vericl componen B F m B m. (4.4) Hence if we frher posle he eisence of wo possible discree vles of m = his eplins he ern-gerlch effec qliivel s resl of he inciden elecrons hving rndom sign b similr mgnide of m. qniive eplnion of he bem spliing ngle reqires he mgnide of o be eql (or close) o he so-clled Bohr mgneon 3 e 3 J B.974. (4.5) m e T s we will see below his vle cnno be eplined b n inernl moion of he elecron s is roion bo is. Bohr mgneon To m knowledge he concep of spin s n inernl roion of pricle ws firs sggesed b R. Kronig hen -er-old sden in Jnr 95 few monhs before wo oher sdens G. Uhlenbeck nd. Godsmi - o whom he ide is sll ribed. The concep ws hen cceped nd developed qniivel b W. Pli. ee e.g. EM ec. 5.4 in priclr Eq. (5.). 3 convenien mnemonic rle is h i is close o K/T. In he Gssin nis B e/m e c Chper 4 Pge of 4

3 Mch more impornl his semi-clssicl lngge cnno eplin he resls of he following se of mli-sge ern-gerlch eperimens shown in Fig. - even qliivel. In he firs of he eperimens he elecron bem is firs pssed hrogh mgneic field oriened (ogeher wih is grdien) long is s s in Fig.. Then one of he wo resling bems is bsorbed (or oherwise removed from he sep) while he oher one is pssed hrogh similr b -oriened field. The eperimen shows h his bem is spli gin ino wo componens of eql inensi. clssicl eplnion of his eperimen wold reqire ver nnrl sggesion h he iniil elecrons hd rndom b discree componens of he mgneic momen simlneosl in wo direcions nd. However even his ssmpion cnno eplin he resls of he hree-sge ern-gerlch eperimen shown on he middle pnel of Fig.. Here he previos wo-se sep is complemened wih one more bsorber nd one more mgne now wih he -orienion gin. Compleel coneriniivel i gin gives wo bems of eql inensi s if we hve no e filered o he elecrons wih m corresponding o he lower bem in he firs -sge. G () % G () 5% 5% bsorber G () G () % G () G () % % % G () 5% 5% Fig. 4.. Three mli-sge ern-gerlch eperimens. Boes G ( ) denoe mgnes similr o one shown in Fig. wih he is oriened in he indiced direcion. The onl w o sve he clssicl eplnion here is o s h mbe elecrons somehow inerc wih he mgneic field so h he -polried (non-bsorbed) bem becomes sponneosl depolried gin somewhere beween mgneic sges. B n hope for sch eplnion is rined b he conrol eperimen shown on he boom pnel of Fig. whose resls indice h no sch depolriion hppens. We will see below h ll hese (nd mn more) resls find nrl eplnion in he mri mechnics pioneered b W. Heisenberg M. Born nd P. Jordn in 95. However he mri formlism is inconvenien for he solion of mos problems discssed in Chpers -3 nd for ime i ws eclipsed b chrödinger s wve mechnics which hd been p forwrd s few monhs ler. However ver soon P.. M. Dirc inrodced more generl br-ke formlism which provides generliion of boh pproches nd proves heir eqivlence. Le me describe i. Chper 4 Pge 3 of 4

4 4.. es se vecors nd liner operors The bsic noion of he generl formlion of qnm mechnics is he qnm se of ssem. 4 To ge some g feeling of his noion if qnm se of pricle m be deqel described b wve mechnics his descripion is given b he corresponding wvefncion (r ). Noe however he se s sch is no mhemicl obec (sch s fncion) 5 nd cn pricipe in mhemicl formls onl s poiner e.g. he inde of fncion. On he oher hnd he wvefncion is no se b mhemicl obec ( comple fncion of spce nd ime) giving qniive descripion of he se - s s he rdis-vecor s fncion of ime is mhemicl obec describing he moion of clssicl pricle see Fig. 3. imilrl in he Dirc formlism cerin qnm se is described b eiher of wo mhemicl obecs clled he se vecors: he ke-vecor nd br-vecor. 6 One shold be cions wih he erm vecor here. Usl geomeric vecors re defined in he sl geomeric (s Ecliden) spce. In conrs br- nd ke-vecors re defined in bsrc Hilber spces of given ssem 7 nd despie cerin similriies wih he geomeric vecors re new mhemicl obecs so h we need new rles for hndling hem. The primr rles re essenill posles nd re sified onl he correc descripion/predicion of ll eperimenl observions heir corollries. While hese is generl consenss mong phsiciss wh he corollries re here re mn possible ws o crve from hem he bsic posle ses. Js s in ec.. I will no r oo hrd o be he nmber of he posles o he smlles possible minimm ring insed o keep heir phsicl mening rnspren. pricle in se mhemicl descripion clssicl mechnics : r( ) wve mechnics :eiher br - ke formlism :eiher ( r ) or Ψ or α ( r ) Fig Pricle s se nd is descripions. (i) Ke-vecors. Le s sr wih ke-vecors - someimes clled s kes for shor. Perhps he mos imporn proper of he vecors concerns heir liner sperposiion. Nmel if severl kevecors describe possible ses of qnm ssem hen n liner combinion (sperposiion) c (4.6) Liner sperposiion of ke-vecors 4 n enive reder cold noice m smggling erm ssem insed of pricle which ws sed in he previos chpers. Indeed he br-ke formlism llows he descripion of qnm ssems mch more comple hn single spinless pricle h is picl (hogh no he onl possible) sbec of wve mechnics. 5 s ws epressed nicel b. Peres one of pioneers of he qnm informion heor qnm phenomen do no occr in he Hilber spce he occr in lboror. 6 Terms br nd ke were sggesed o reflec he fc h pir nd m be considered s he se of prs of combinion (see Eq. () below) which reminds n epression in he sl ngle brckes. 7 The Hilber spce of given ssem is defined s he se of ll is possible se vecors. s shold be cler from his definiion i is no dvisble o spek bo Hilber spce of qnm ses. Chper 4 Pge 4 of 4

5 where c re n (possibl comple) c-nmbers lso describes possible se of he sme ssem. (One m s h vecor belongs o he sme Hilber spce s ll.) cll since ke-vecors re new mhemicl obecs he ec mening of he righ-hnd pr of Eq. (6) becomes cler onl fer we hve posled he following rles of smmion of hese vecors (4.7) ' ' nd heir mliplicion b c-nmbers: c c. (4.8) Noe h in he se of wve mechnics posles semens prllel o (7) nd (8) were nnecessr becse wvefncions re he sl (lbei comple) fncions of spce nd ime nd we know from he sl lgebr h sch relions re vlid. s eviden from Eq. (6) he comple coefficien c m be inerpreed s he weigh of se in he liner sperposiion. One imporn priclr cse is c = showing h se does no pricipe in he sperposiion. B he w he corresponding erm of sm (6) i.e. prodc Nll-se vecor (4.9) Liner sperposiion of br-vecors Inner br-ke prodc hs specil nme: he nll-se vecor. (I is imporn o void confsion beween he nll-se corresponding o vecor (9) nd he grond se of he ssem which is freqenl denoed b kevecor. In some sense he nll-se does no eis ll while he grond se does nd freqenl is he mos imporn qnm se of he ssem.) (ii) Br-vecors nd inner ( sclr ) prodcs. Br-vecors which obe he rles similr o Eqs. (7) nd (8) re no new independen obecs: if ke-vecor is known he corresponding brvecor describes he sme se. In oher words here is niqe dl correspondence beween nd 8 ver similr (hogh no idenicl) o h beween wvefncion nd is comple conge. The correspondence beween hese vecors is described b he following rle: if ke-vecor of liner sperposiion is described b Eq. (6) hen he corresponding br-vecor is c c. (4.) The mhemicl convenience of sing wo pes of vecors rher hn s one becomes cler from he noion of heir inner prodc (lso clled he shor brcke):. (4.) This is (generll comple) 9 sclr whose min proper is he lineri wih respec o n of is componen vecors. For emple if liner sperposiion is described b he ke-vecor (6) hen 8 Mhemicins like o s h he ke- nd br-vecors of he sme qnm ssem re defined in wo isomorphic Hilber spces. 9 This is one of he differences of br- nd ke-vecors from he sl (geomericl) vecors whose sclr prodc is lws rel sclr. Chper 4 Pge 5 of 4

6 while if Eq. () is re hen c (4.) c. (4.3) In plin English c-nmbers m be moved eiher ino or o of he inner prodcs. The second ke proper of he inner prodc is. (4.4) I is compible wih Eq. (); indeed he comple congion of boh prs of Eq. () gives: c c. (4.5) Finll one more rle: he inner prodc of he br- nd ke-vecors describing he sme se (clled he norm sqred) is rel nd non-negive. (4.6) In order o give he reder some feeling bo he mening of his rle: we will show below h if se m be described b wvefncion (r ) hen Inner prodc s comple conge e s norm sqred 3 d r. (4.7) Hence he role of he br-ke is ver similr o he comple congion of he wvefncion nd Eq. () emphsies his similri. (Noe h b convenion here is no congion sign in he br-pr of he inner prodc; is role is pled b he nglr brcke inversion.) (iii) Operors. One more ke noion of he Dirc formlism re qnm-mechnicl liner operors. Js s for he operors discssed in wve mechnics he fncion of n operor is he generion of one se from noher: if is possible ke of he ssem nd  is legiime operor hen he following combinion  (4.8) is lso ke-vecor describing possible se of he ssem i.e. ke-vecor in he sme Hilber spce s he iniil vecor. s follows from he decive liner he min rles governing he operors is heir lineri wih respec o boh n sperposiion of vecors: nd n sperposiion of operors: c c (4.9) c. (4.) c Chper 4 Pge 6 of 4

7 Hermiin conge operor Hermiin operor s definiion Long brcke Long brcke s comple conge These rles re evidenl similr o Eqs. (.53)-(.54) of wve mechnics. The bove rles impl h n operor cs on he ke-vecor on is righ; however combinion of he pe  is lso legiime nd presens new br-vecor. I is imporn h generll his vecor does no represen he sme se s ke-vecor (8); insed he br-vecor isomorphic o ke-vecor (8) is Â. (4.) This semen serves s he definiion of he Hermiin conge (or Hermiin doin )  of he iniil operor Â. For n imporn clss of operors clled he Hermiin operors he congion is inconseqenil i.e. for hem. (4.) (This eqli s well s n oher operor eqion below mens h hese operors c similrl on n br- or ke-vecor.) To proceed frher we need n ddiionl posle clled he ssociive iom of mliplicion: ino n legiime br-ke epression no inclding n eplici smmion we m inser or remove prenheses (s in he ordinr prodc of sclrs) mening s sl h he operion inside he prenheses is performed firs. The firs wo emples of his posle re given b Eqs. (9) nd () b he ssociive iom is more generl nd ss for emple: (4.3) This eqli serves s he definiion of he ls form clled he long brcke (evidenl lso sclr) wih n operor sndwiched beween br-vecor nd ke-vecor. This definiion when combined wih he definiion of he Hermiin conge nd Eq. (4) ields n imporn corollr: (4.4) which is mos freqenl rewrien s. (4.5) The ssociive iom lso enbles o redil eplore he following definiion of one more oer prodc of br- nd ke-vecors: If we consider c-nmbers s priclr pe of operors hen ccording o Eqs. () nd () for hem he Hermiin congion is eqivlen o he simple comple congion so h onl rel c-nmber m be considered s priclr cse of he Hermiin operor (). Here legiime mens hving cler sense in he br-ke formlism. ome emples of illegiime epressions:. Noe however h he ls wo epressions m be legiime if nd re ses of differen ssems i.e. if heir se vecors belong o differen Hilber spces. We will rn ino sch ensor prodcs of br- nd ke vecors (someimes denoed respecivel s nd ) in Chpers 6-8. Chper 4 Pge 7 of 4

8 . (4.6) In conrs o he inner prodc () which is sclr his mhemicl consrc is n operor. Indeed he ssociive iom llows s o remove prenheses in he following epression:. (4.7) B he ls br-ke is s sclr; hence he mhemicl obec (6) cing on ke-vecor (in his cse ) gives new ke-vecor which is he essence of operor s cion. Ver similrl (4.8) - gin picl operor s cion on br-vecor. Now le s perform he following clclion. We m se he prenheses inserion ino he brke eqli following from Eq. (4) o rnsform i o he following form: (4.9). (4.3) ince his eqion shold be vlid for n vecors nd is comprison wih Eq. (5) gives he following operor eqli. (4.3) This is he conge rle for oer prodcs; i reminds rle (4) for inner prodcs b involves he Hermiin (rher hn he sl comple) congion. The ssociive iom is lso vlid for he operor mliplicion : B B B B (4.3) showing h he cion of n operor prodc on se vecor is nohing more hn he seqenil cion of he opernds. However we hve o be rher crefl wih he operor prodcs; generll he do no comme: B B. This is wh he commor he operor defined s B B B is ver sefl opion. noher similr noion is he nicommor: (4.33) B B B. (4.34) Finll he br-ke formlism brodl ses wo specil operors: he nll operor defined b he following relions: Oer br-ke prodc Oer prodc s Hermiin conge Commor nicommor B noher poplr noion for he nicommor is ; i will no be sed in hese noes. Chper 4 Pge 8 of 4

9 Nll operor (4.35) Ideni operor for n rbirr se ; we m s h he nll operor kills n se rning i ino he nll-se. noher elemenr operor is he ideni operor which is lso defined b is cion (or rher incion :-) on n rbirr se vecor: I I. (4.36) Epnsion over bsis vecors Bsis vecors' orhonormli Epnsion coefficiens s inner prodcs 4.3. e bsis nd mri represenion While some operions in qnm mechnics m be crried o in he generl br-ke formlism olined bove mos clclions re done for specific qnm ssems h fere les one fll nd orhonorml se {} of ses freqenl clled bsis. These erms men h n se vecor of he ssem m be represened s niqe sm of he pe (6) or () over is bsis vecors: (4.37) (so h in priclr if is one of he bsis ses s hen = ) nd h ' '. (4.38) For he ssems h m be described b wve mechnics emples of he fll orhonorml bses re represened b n orhonorml se of eigenfncions clcled in he previos 3 chpers s he simples emple see Eq. (.76). De o he niqeness of epnsion (37) he fll se of coefficiens gives complee descripion of se (in fied bsis {}) s s he sl Cresin componens nd give complee descripion of sl geomeric 3D vecor (in fied reference frme). ill le me emphsie some differences beween he qnm-mechnicl br- nd ke-vecors nd he sl geomeric vecors: (i) bsis se m hve lrge or even infinie nmber of ses nd (ii) he epnsion coefficiens m be comple. Wih hese reservions in mind he nlog wih geomeric vecors m be pshed even frher. Le s inner-mlipl boh prs of he firs of Eqs. (37) b br-vecor nd hen rnsform he relion sing he lineri rles discssed in he previos secion nd Eq. (38): (4.39) ' ' Togeher wih Eq. (4) his mens h n of he epnsion coefficiens in Eq. (37) m be presened s n inner prodc: ' ' ; (4.4) hese relions re nlogs of eqliies = n of he sl vecor lgebr. Using hese imporn relions (which we will se on nmeros occsions) epnsions (37) m be rewrien s Chper 4 Pge 9 of 4

10 (4.4) comprison of hese relions wih Eq. (6) shows h he oer prodc defined s (4.4) Proecion operor is legiime liner operor. ch n operor cing on n se vecor of he pe (37) singles o s one of is componens for emple (4.43) i.e. kills ll componens of he liner sperposiion b one. In he geomeric nlog sch operor proecs he se vecor on is ( h ) direcion hence is nme he proecion operor. Probbl he mos imporn proper of he proecion operors clled he closre (or compleeness) relion immediel follows from Eq. (4): heir sm over he fll bsis is eqivlen o he ideni operor: I. (4.44) This mens in priclr h we m inser he lef-hnd pr of Eq. (44) ino n br-ke relion n plce he rick h we will se gin nd gin. Le s see how epnsions (37) rnsform ll he noions inrodced in he ls secion sring from he shor br-ke () (he inner prodc of wo se vecors):. (4.45) ' ' ' Besides he comple congion his epression is similr o he sclr prodc of he sl vecors. Now le s eplore he long br-ke (3): ' ' ' ' ' '. (4.46) Here he ls sep ses ver imporn noion of mri elemens of he operor defined s ' ' ' ' '. (4.47) s eviden from Eq. (46) he fll se of he mri elemens compleel chrceries he operor s s he fll se of epnsion coefficiens (4) fll chrceries qnm se. The erm mri mens firs of ll h i is convenien o presen he fll se of s sqre ble (mri) wih he liner dimension eql o he nmber of bsis ses of he ssem nder he considerion i.e. he sie of is Hilber spce. s wo simples emples ll mri elemens of he nll-operor defined b Eqs. (35) re evidenl eql o ero (in n bsis) nd hence i m be presened s mri of eros (he nll mri): (4.48) Closre relion Operor s mri elemens Nll mri Chper 4 Pge of 4

11 Ideni mri Mri elemen of n operor prodc Long brcke s mri prodc hor brcke s mri prodc while for he ideni operor Î defined b Eqs. (36) we redil ge i.e. is mri (clled he ideni mri) is digonl lso in n bsis: I ' I (4.49) ' ' '... I.... (4.5) The convenience of he mri lngge eends well beond he presenion of priclr operors. For emple le s se definiion (47) o clcle mri elemens for prodc of wo operors: B B. (4.5) ( ) " " Here we cn se Eq. (44) for he firs (b no he ls!) ime insering he ideni operor beween he wo operors nd hen epressing i vi sm of proecion operors: ( B) " B " IB " ' ' B " ' ' ' B '". (4.5) This resl corresponds o he sndrd row b colmn rle of clclion of n rbirr elemen of he mri prodc B... B B B B (4.53)... Hence he prodc of operors m be presened (in fied bsis!) b h of heir mrices (in he sme bsis). This is so convenien h he sme lngge is ofen sed o presen no onl he long brcke b even he simpler shor brcke:... ' ' (4.54) ' (4.55)... lhogh hese eqliies reqire he se of non-sqre mrices: rows of (comple-conge!) epnsion coefficiens for he presenion of br-vecors nd colmns of hese coefficiens for he presenion of ke-vecors. Wih h he mpping of ses nd operors on mrices becomes compleel generl. Now le s hve look he oer prodc operor (6). Is mri elemens re s Chper 4 Pge of 4

12 '. (4.56) These re elemens of ver specil sqre mri whose filling reqires he knowledge of s N sclrs (where N is he bsis se sie) rher hn N sclrs s for n rbirr operor. However simple generliion of sch oer prodc m presen n rbirr operor. Indeed le s inser wo ideni operors (44) wih differen smmion indices on boh sides of n operor: II ' ' ' (4.57) nd se he ssociive iom o rewrie his epression s ' '. (4.58) ' B he epression in he middle long brcke is s he mri elemen (47) so h we m wrie ' ' ' '. (4.59) ' The reder hs o gree h his forml which is nrl generliion of Eq. (44) is eremel elegn. lso noe he following prllel: if we consider he mri elemen definiion (47) s some sor of nlog of Eq. (4) hen Eq. (59) is similr nlog of he epnsion epressed b Eq. (37). The mri presenion is so convenien h i mkes sense o move i b one level lower from se vecor prodcs o bre se vecors resling from operor s cion pon given se. For emple le s se Eq. (59) o presen he ke-vecor (8) s ' ' ' ' ' ' '. (4.6) ccording o Eq. (4) he ls shor brcke is s so h ' ' ' ' ' (4.6) ' ' B epression in middle prenheses is s he coefficien of epnsion (37) of he resling kevecor (6) in he sme bsis so h ' ' '. (4.6) ' This resl corresponds o he sl rle of mliplicion of mri b colmn so h we m represen n ke-vecor b is colmn mri wih he operor cion looking like ' ' (4.63) bsolel similrl he operor cion on he br-vecor () represened b is row-mri is Operor s epression vi is mri elemens Chper 4 Pge of 4

13 Hermiin conge s mri elemens Operor s eigenses nd eigenvles Hermiin operor s eigenvles (4.64) ' ' B he w Eq. (64) nrll rises he following qesion: wh re he elemens of he mri in is righ-hnd pr or more ecl wh is he relion beween he mri elemens of n operor nd is Hermiin conge? The simples w o ge n nswer is o se Eq. (5) wih wo rbirr ses (s nd ) of he sme bsis in he role of nd. Togeher wih he orhonormli relion (38) his immediel gives 3 ' '. (4.65) Ths he mri of he Hermiin conge operor is he comple conged nd rnsposed mri of he iniil operor. This resl eposes ver clerl he essence of he Hermiin congion. I lso shows h for he Hermiin operors defined b Eq. () (4.66) ' ' i.e. n pir of heir mri elemens smmeric bo he min digonl shold be comple conge of ech oher. s corollr he min-digonl elemens hve o be rel: i.e. Im. (4.67) (Mri (5) evidenl sisfies Eq. (66) so h he ideni operor is Hermiin.) In order o fll pprecie he specil role pled b Hermiin operors in he qnm heor le s inrodce he ke noions of eigenses (described b heir eigenvecors nd ) nd eigenvles (c-nmbers) of n operor  defined b he eqion he hve o sisf: 4 Le s prove h eigenvles of n Hermiin operor re rel 5. (4.68) for... N (4.69) 3 For he ske of forml compcness below I will se he shorhnd noion in which he opernds of his eqli re s nd. I believe h i leves lile chnce for confsion becse he Hermiin congion sign m perin onl o n operor (or is mri) while he comple congion sign o sclr s mri elemen. 4 This eqion shold look fmilir o he reder see he sionr chrödinger eqion (.6) which ws he focs of or sdies in he firs hree chpers. We will see soon h h eqion is s priclr (coordine) represenion of Eq. (66) for he Hmilonin s he operor of energ. 5 The reciprocl semen is lso re: if ll eigenvles of n operor re rel i is Hermiin (in n bsis). This semen m be redil proved b ppling Eq. (93) below o he cse when kk = k kk wih k = k. Chper 4 Pge 3 of 4

14 while he eigenses corresponding o differen eigenvles re orhogonl: ' if. (4.7) ' The proof of boh semens is srprisingl simple. Le s inner-mlipl boh sides of Eq. (68) b br-vecor. In he righ-hnd pr of he resl he eigenvle s c-nmber m be ken o of he br-ke giving '. (4.7) This eqli shold hold for n pir of eigenses so h we m swp he indices in Eq. (7) nd comple-conge he resl: ' ' ' '. (4.7) Now sing Eqs. (4) nd (5) ogeher wih he Hermiin operor definiion () we m rnsform Eq. (7) o he following form: Hermiin operor s eigenvecors '. (4.73) ' ' brcing his eqion from Eq. (7) we ge ' '. (4.74) There re wo possibiliies o sisf his eqion. If indices nd re eql (denoe he sme eigense) hen he br-ke is he se s norm sqred nd cnno be eql o ero. Then he lef prenheses (wih = ) hve o be ero i.e. Eq. (69) is vlid. On he oher hnd if nd correspond o differen eigenvles of  he prenheses cnno eql ero (we hve s proved h ll re rel!) nd hence he se vecors indeed b nd shold be orhogonl e.g. Eq. (7) is vlid. s will be discssed below hese properies mke Hermiin operors sible for he descripion of phsicl observbles Chnge of bsis nd mri digonliion From he discssion of ls secion i m look h he mri lngge is fll similr o nd in mn insnces more convenien hn he generl br-ke formlism. In priclr Eqs. (5) (54) (55) show h n pr of n br-ke epression m be direcl mpped on he similr mri epression wih he onl sligh inconvenience of sing no onl colmns b lso rows (wih heir elemens comple-conged) for se vecor presenion. In his cone wh do we need he br-ke lngge ll? The nswer is h he elemens of he mrices depend on he priclr choice of he bsis se ver mch like he Cresin componens of sl vecor depend on he priclr choice of reference frme orienion (Fig. 4) nd ver freqenl i is convenien o se wo or more differen bsis ses for he sme ssem. Wih his moivion le s sd wh hppens if we chnge from one bsis {} o noher one {v} - boh fll nd orhonorml. Firs of ll le s prove h for ech sch pir of bses here eiss sch n operor U h firs Chper 4 Pge 4 of 4

15 Bsis rnsform Unir operor s definiion v U (4.75) nd second U U U U I. (4.76) (De o he ls proper 6 U is clled nir operor nd Eq. (75) nir rnsformion.) ' α ' ' ' Fig Trnsformion of componens of D vecor reference frme roion. Unir operor of bsis rnsform Conge nir rnsform operor ver simple proof of boh semens m be chieved b consrcion. Indeed le s ke - n eviden generliion of Eq. (44). Then ' U v ' (4.77) ' ' ' ' ' U v v v (4.78) so h Eq. (75) hs been proved. Now ppling Eq. (3) o ech erm of sm (77) we ge so h ' ' ' ' ' U ' v (4.79) U U v v v v v v. (4.8) ' ' B ccording o he closre relion (44) he ls epression is s he ideni operor q.e.d. 7 (The proof of he second eqli in Eq. (76) is bsolel similr.) s b-prodc of or proof we hve lso go noher imporn epression (79). I implies in ' ' ' Reciprocl bsis rnsform priclr h while ccording o Eq. (77) operor U performs he rnsform from he old bsis o he new bsis v is Hermiin doin U performs he reciprocl nir rnsform: U v. (4.8) ' ' ' 6 n lernive w o epress Eq. (76) is o wrie U U b I will r o void his lngge. 7 Qod er demonsrndm (L.) wh needed o be proved. Chper 4 Pge 5 of 4

16 Now le s see how do he mri elemens of he nir rnsform operors look like. Generll s ws sed bove operor s elemens depend on he bsis we clcle hem in so we shold be crefl - iniill. For emple le s clcle he elemens in bsis {}: U ' in U ' vk k ' v '. (4.8) k Now performing similr clclion in bsis {v} we ge U ' in v v U v ' v vk k v ' v '. (4.83) k rprisingl he resl is he sme! This is of corse re for he Hermiin conge of he nir rnsform operor s well: U ' in U v. (4.84) ' in v These epressions m be sed firs of ll o rewrie Eq. (75) in more direc form. ppling he firs of Eqs. (4) o se v of he new bsis we ge imilrl he reciprocl rnsform is v v ' ' ' U '. (4.85) v v ' ' U ' v. (4.86) These eqions re ver convenien for pplicions; we will se hem lred ler in his secion. Ne we m se Eqs. (83) (84) o epress he effec of he nir rnsform on epnsion coefficiens (37) of vecors of n rbirr se. In he old bsis {} he re given b Eq. (4). imilrl in he new bsis {v} in v v. (4.87) gin insering he ideni operor in he form of closre (44) wih inernl inde nd hen sing Eq. (84) we ge in v v ' ' v ' ' U ' ' U ' ' ' ' ' ' The reciprocl rnsform is (of corse) performed b mri elemens of operor U : in U ' ' in v ' in. (4.88). (4.89) Boh srcrll nd philosophicll hese epressions re similr o he rnsformion of componens of sl vecor coordine frme roion. For emple in wo dimensions (Fig. 4): Bsis rnsforms: mri form Chper 4 Pge 6 of 4

17 Mri elemens rnsforms Operor/ mri rce ' cos sin. sin cos (4.9) ' (In his nlog he eqli o of he deerminn of he roion mri in Eq. (9) corresponds o he nir proper (76) of he nir rnsform operors.) Plese p enion here: while he rnsform (75) from he old bsis {} o he new bsis {v} is performed b he nir operor he chnge (88) of se vecors componens his rnsformion reqires is Hermiin conge. cll his is lso nrl from he poin of view of he geomeric nlog of he nir rnsform (Fig. 4): if he new reference frme { } is obined b conerclockwise roion of he old frme { } b some ngle for he observer roing wih he frme vecor (which is iself nchnged) roes clockwise. De o he nlog beween epressions (88) nd (89) on one hnd nd or old friend Eq. (6) on he oher hnd i is emping o skip indices in or new resls b wriing in v U U. (4.9) in ince mri elemens of U nd U do no depend on bsis sch lngge is no oo bd; sill he smbolic Eq. (9) shold no be confsed wih genine (bsis-independen) br-ke eqliies. Now le s se he sme rick of ideni operor inserion repeed wice o find he rnsformion rle for mri elemens of n rbirr operor: ' v v v ' v k k in k' k' v ' U k kk' in U ; (4.9) k'' k k' k k' bsolel similrl we cn ge ' in U k kk' in vu k''. (4.93) k k' In he spiri of Eq. (9) we m presen hese resls smbolicll s well in compc br-ke form: in U U U U. (4.94) in v s sni check le s ppl his resl o he ideni operor: I in v in in in in v in v U IU U U I in (4.95) in - s i shold be. One more invrin of he bsis chnge is he rce of n operor defined s he sm of he digonl erms of is mri in cerin bsis: Tr Tr. (4.96) The (es) proof of his fc sing he relions we hve lred discssed is lef for reder s eercise. o fr I hve implied h boh se bses {} nd {v} re known nd he nrl qesion is where does his informion comes from in qnm mechnics of cl phsicl ssems. To ge pril nswer o his qesion le s rern o Eq. (68) h defines eigenses nd eigenvles of n Chper 4 Pge 7 of 4

18 operor. Le s ssme h he eigenses of cerin operor  form fll nd orhonorml se nd find he mri elemens of he operor in he bsis of hese ses. For h i is sfficien o innermlipl boh sides of Eq. (68) wrien for inde b he br-vecor of n rbirr se of he sme se:. (4.97) ' ' ' The lef-hnd pr is s he mri elemen we re looking for while he righ hnd pr is s. s resl we see h he mri is digonl wih he digonl consising of eigenvles:. (4.98) ' In priclr in he eigense bsis (b no necessril in n rbirr bsis!) mens he sme s. Ths he mos imporn problem of finding he eigenvles nd eigenses of n operor is eqivlen o he digonliion of is mri 8 i.e. finding he bsis in which he corresponding operor cqires he digonl form (98); hen he digonl elemens re he eigenvles nd he bsis iself is he desirble se of eigenses. Le s modif he bove clclion b inner-mlipling Eq. (68) b br-vecor of differen bsis s he one denoed {} in which we know he mri elemens. The mliplicion gives k k '. (4.99) In he lef-hnd pr we cn (s sl :-) inser he ideni operor beween he operor nd he kevecor nd hen se he closre relion (44) while in he righ-hnd pr we cn move he eigenvle o of he br-ke nd hen inser smmion over new inde compensing i wih he proper Kronecker del smbol: k k' k' k' k '. (4.) Moving o he sign of smmion over k nd sing definiion (47) of he mri elemens we ge k ' kk ' kk ' k ' k ' kk'. (4.) B he se of sch eqliies for ll N possible vles of inde k is s ssem of liner homogeneos eqions for nknown c-nmbers k. B ccording o Eqs. (8)-(84) hese nmbers re nohing else hn he mri elemens U k of nir mri providing he reqired rnsformion from he iniil bsis {} o he bsis {} h digonlies mri. The ssem m be presened in he mri form: U... U (4.) Mri elemens in eigense bsis Operor digonliion 8 Noe h epression mri digonliion is common nd convenien b dngeros rgon. ( mri is s mri n ordered se of c-nmbers nd cnno be digonlied.) I is OK o se his rgon if o remember clerl wh i cll mens see he definiion bove. Chper 4 Pge 8 of 4

19 nd he sl condiion of is consisenc Chrcerisic eqion for finding eigenvles (4.3) Pli mrices pls he role of he chrcerisic eqion of he ssem. This eqion hs N roos ; plgging ech of hem bck ino ssem () we cn se i o find N mri elemens U k (k = N) corresponding o his priclr eigenvle. However since eqions (3) re homogeneos he llow finding U k onl o consn mliplier. In order o ensre heir normliion i.e. he nir chrcer of mri U we m se he condiion h ll eigenvecors re normlied (s s he bsis vecors re): U (4.4) k k for ech. This normliion complees he digonliion. 9 Now ( ls!) I cn give he reder some emples. s simple b ver imporn cse le s digonlie he operors described (in cerin -fncion bsis {}) b he so-clled Pli mrices i σ σ σ. (4.5) i Thogh inrodced b phsicis wih specific prpose o describe elecron s spin hese mrices hve generl mhemicl significnce becse ogeher wih he ideni mri I he provide fll linerl-independen bsis - mening h n rbirr mri m be presened s I σ σ σ (4.6) wih niqe se of 4 coefficiens. Le s sr wih digonliing mri. For i he chrcerisic eqion (3) is evidenl k k k (4.7) nd hs wo roos = ±. (gin he nmbering is rbirr!) The reder m redil check h he eigenvles of mrices nd re similr. However he eigenvecors of he operors corresponding o ll hese mrices re differen. To find hem for le s plg is firs eigenvle = + bck ino eqions () wrien for his priclr cse:. (4.8) 9 possible sligh complicion here re degenere cses when chrcerisic eqion gives cerin eql eigenvles corresponding o differen eigenvecors. In his cse he reqiremen of he ml orhogonli of hese ses shold be ddiionll enforced. Chper 4 Pge 9 of 4

20 The eqions re compible (of corse becse he sed eigenvle = + sisfies he chrcerisic eqion) nd n of hem gives i. e. U. (4.9) U Wih h he normliion condiion (4) ields U U. (4.) lhogh he normliion is insensiive o he simlneos mliplicion of U nd U b he sme phse fcor ep{i} wih n rel i is convenien o keep he coefficiens rel for emple king = i.e. o ge U U. (4.) Performing n bsolel similr clclion for he second chrcerisic vle = - we ge U = -U nd we m choose he common phse o ge U U (4.) so h he whole nir mri for digonliion of he operor corresponding o is U U (4.3) For wh follows i will be convenien o hve his resl epressed in he ke-relion form see Eqs. (85)-(86): U U U U (4.4) U U U U (4.5) These resls re lred sfficien o ndersnd he ern-gerlch eperimens described in ec. - wih wo ddiionl posles. The firs of hem is h pricle s inercion wih eernl mgneic field m be described b he following vecor operor of he dipole mgneic momen: m (4.6) where he coefficien specific for ever pricle pe is clled he gromgneic rio nd Ŝ is he vecor operor of spin. For he so-clled spin-½ pricles (inclding he elecron) his operor m be represened in he so-clled -bsis b he following 3D vecor of he Pli mrices (5): Unir mri digonliing Mgneic momen operor Noe h hogh his priclr nir mri is Hermiin his is no re for n rbirr choice of phses. This is he ke poin in he elecron s spin descripion developed b W. Pli in For n elecron wih is negive chrge q = -e he gromgneic rio is negive: e = -g e e/m e where g e is he dimensionless g-fcor. De o qnm elecrodnmics effecs he fcor is slighl higher hn : g e = ( + / + ).3934 where e /4 c E H /m e c /37 is he fine srcre consn. (The origin of is nme will be cler from he discssion in ec. 6.3.) Chper 4 Pge of 4

21 pin-½ mri Qnm mesremen pole n n in n in n n σ n σ n σ (4.7) nd n re he sl Cresin ni vecors in 3D spce. (In he qnm-mechnics sense he re s c-nmbers or rher c-vecors.) The -bsis in which Eq. (77) is vlid is defined s n orhonorml bsis of wo ses freqenl denoed n in which he -componen of he vecor operor of spin is digonl wih eigenvles +/ nd -/. Noe h we do no ndersnd wh ecl hese ses re 3 b loosel ssocie hem wih cerin inernl roion of he elecron bo -is wih eiher posiive or negive nglr momenm componen. However n emp o se sch clssicl inerpreion for qniive predicions rns ino fndmenl difficlies see ec. 5.7 below. The second new posle describes he generl relion beween he br-ke formlism nd eperimen. 4 Nmel in qnm mechnics ech rel observble is represened b Hermiin operor nd resl of is mesremen in qnm se described b liner sperposiion of he eigenses of he operor wih (4.8) m be onl one of corresponding eigenvles. 5 If se (8) nd ll eigenses re normlied o ni hen he probbili of ocome is 6 W (4.9) (4.) This relion is evidenl generliion of Eq. (.) in wve mechnics. s sni check le s ssme h he se of eigenses is fll nd clcle he sm of ll he probbiliies: W I. (4.) Now rerning o he ern-gerlch eperimen concepll he descripion of he firs (oriened) eperimen shown in Fig. is he hrdes for s becse he sisicl ensemble describing he npolried elecron bem is inp is mied ( incoheren ) nd cnno be described b pre 3 If o hink bo i word ndersnd picll mens h we cn eplin new more comple noion in erms of hose discssed erlier nd considered known. In or emple we cnno epress he spin ses b some wvefncion (r) or n oher mhemicl noion discssed erlier. The br-ke formlism hs been invened ecl o enble mhemicl nlsis of sch new qnm ses. 4 Here gin s like in ec.. he semen implies he bsrc (mhemicl) noion of idel eperimens posponing he discssion of rel (phsicl) mesremens nil ec s reminder in he end of ec. 3 we hve lred proved h sch eigenses corresponding o differen re orhogonl. If n of hese vles is degenere i.e. corresponds o severl differen eigenses he shold be lso seleced orhogonl in order for Eq. (8) o be vlid. 6 This ke relion in priclr eplins he mos common erm for he (generll comple) coefficiens he probbili mplides. Chper 4 Pge of 4

22 ( coheren ) sperposiion of he pe (6) h hve been he sbec of or sdies so fr. (We will discss he mied ensembles in Chper 7.) However i is iniivel cler h is resls nd in priclr Eq. (6) re compible wih he descripion of is wo op bems s ses of elecrons in pre ses nd respecivel. The bsorber following h firs sge (Fig. ) s kes ll spin-down elecrons o of he picre prodcing n op bem of polried elecrons in pre se. For sch bem probbiliies () re W = nd W =. This is cerinl compible wih he resl of he conrol eperimen shown on he boom pnel of Fig. : he repeed G () sge does no spli sch bem keeping he probbiliies he sme. Now le s discss he doble ern-gerlch eperimen shown on he op pnel of Fig.. For h le s presen he -polried bem in noher bsis of wo ses (I will denoe hem s nd ) in which b definiion he mri of operor Ŝ is digonl. B his is ecl he se we clled in he mri digonliion problem solved bove. On he oher hnd ses nd re ecl wh we clled in h problem becse in his bsis mrices nd hence re digonl. Hence in pplicion o he elecron spin problem we m rewrie Eqs. (4)-(5) s (4.) (4.3) Crrenl for s he firs of Eqs. (3) is mos imporn becse i shows h he qnm se of elecrons enering he G () sge m be presened s coheren sperposiion of elecrons wih = +/ nd = -/. Noice h he bems hve eql probbili mplide modli so h ccording o Eq. () he spli bems nd hve eql inensiies in ccordnce wih eperimen. (The mins sign before he second ke-vecor is of no conseqence here hogh i m hve n impc on ocome of oher eperimens for emple if he nd bems re brogh ogeher gin.) Now le s discss he mos mserios (from he clssicl poin of view) mli-sge G eperimen shown on he middle pnel of Fig.. fer he second bsorber hs ken o ll elecrons in s he se he remining elecrons in se re pssed o he finl G () sge. B ccording o he firs of Eqs. () his se m be presened s (coheren) liner sperposiion of he nd ses wih eql mplides. The sge sepres hese wo ses ino sepre bems wih eql probbiliies W = W = ½ o find n elecron in ech of hem hs eplining he eperimenl resls. To conclde or discssion of he mlisge ern-gerlch eperimen le me noe h hogh i cnno be eplined in erms of wve mechnics (which operes wih sclr de Broglie wves) i hs n nlog in clssicl heories of vecor fields sch s he clssicl elecrodnmics. Le plne elecromgneic wve propge perpendiclr o he plne of drwing in Fig. 5 nd pss hrogh liner polrier. imilrl o he iniil G () sges (inclding he following bsorbers) shown in Fig. he polrier prodces wve linerl polried in one direcion he vericl direcion in Fig. 5. Is elecric field vecor hs no horionl componen s m be reveled b wve s fll bsorpion in perpendiclr polrier 3. However le s pss he wve hrogh polrier firs. In his cse he op wve does cqire horionl componen s cn be gin reveled b pssing i hrogh polrier 3. If ngles beween polriion direcion nd nd beween nd 3 re boh eql /4 ech polrier redces he wve mplide b fcor of nd hence inensi b fcor of ecl Relion beween eigenvecors of operors nd Chper 4 Pge of 4

23 like in he mlisge G eperimen wih polrier pling he role of he G () sge. The onl difference is h he necessr ngle is /4 rher hn b / for he ern-gerlch eperimen. In qnm elecrodnmics (see Chper 9 below) which confirms he clssicl predicions for his eperimen his difference is eplined b h beween he ineger spin of he elecromgneic field qn phoons nd he hlf-ineger spin of elecrons. 3 Fig Ligh polriion seqence similr o he 3-sge ern-gerlch eperimen shown on he middle pnel of Fig.. Epecion vle s long brcke 4.5. Observbles: Epecion vles nd ncerinies fer his priclr (nd hopefll ver inspiring) emple le s discss he generl relion beween he Dirc formlism nd eperimen in more deil. The epecion vle of n observble over n sisicl ensemble (no necessril coheren) m be lws clcled sing he generl rle (.37). For he priclr cse of coheren sperposiion (8) we cn combine h definiion wih Eq. () nd he second of Eqs. (8) nd hen se Eqs. (59) nd (98) o wrie W. (4.4) Now sing he compleeness relion (44) wice wih indices nd we rrive ver simple nd imporn forml 7 '. (4.5) This is cler nlog of he wve-mechnics forml (.3) nd s we will see in he ne chper m be sed o derive i. hge dvnge of Eq. (5) is h i does no eplicil involve he eigenvecor se of he corresponding operor nd llows he clclion o be performed in n convenien bsis. 8 For emple le s consider n rbirr se of spin-½ nd clcle he epecion vles of is componens. The clclions re esies in he -bsis becse we know he operors of he componens in h bsis see Eq. (7). Represening he ke- nd br-vecors of or se s liner sperposiions of vecors of he bsis ses nd. (4.6) ' ' 7 This eqli revels he fll be of Dirc s noion. Indeed iniill he qnm-mechnicl brckes s reminded he nglr brckes sed for sisicl verging. Now we see h in his priclr (b mos imporn) cse he nglr brckes of hese wo pes m be indeed eql o ech oher! 8 Noe h Eq. () m be rewrien in he form similr o Eq. (5): W where is he operor (4) of proecion pon he h eigense. Chper 4 Pge 3 of 4

24 Chper 4 Pge 4 of 4 nd plgging hese epressions o Eq. (5) wrien for observble we ge. (4.7) Now here re wo eqivlen ws (boh ver simple :-) o clcle he br-kes in his epression. The firs one is o represen ech of hem in he mri form in he -bsis in which br- nd ke-vecors of ses nd re respecivel mri-rows ( ) nd ( ) or he similr mricolmns. noher (perhps more elegn) w is o se he generl Eq. (59) for he -bsis o wrie i. (4.8) For or priclr clclion we m plg he ls of hese epressions ino Eq. (7) nd o se he orhonormli condiions (9):. (4.9) Boh clclions give (of corse) he sme resl:. (4.3) This priclr resl migh be lso obined sing Eq. () for probbiliies W = nd W = : W W. (4.3) The forml w (7) bsed on sing Eq. (5) hs however n dvnge of being pplicble wiho n chnge o finding he observbles whose operors re no digonl in he -bsis s well. In priclr bsolel similr clclions give (4.3) i (4.33) imilrl we cn epress vi he sme coefficiens nd he r.m.s. flcions of ll spin componens. For emple le s hve good look he spin se. ccording o Eq. (6) in his se = nd = so h Eqs. (3)-(33) ield:. (4.34) Now le s se he sme Eq. (5) o clcle he spin componen ncerinies. ccording o Eqs. (5) nd (7) operors of spin componen sqred re eql o (/) Î so h he generl Eq. (.33) ields pin-½ componen operors

25 (4.35) I I (4.35b) I. (4.35c) While Eqs. (34) nd (35) re compible wih he clssicl noion of he spin being definiel in he se his correspondence shold no be oversreched o he inerpreion of his se s cerin () orienion of elecron s mgneic momen m becse sch clssicl picre cnno eplin Eqs. (35b) nd (35c). The bes (b sill imprecise!) clssicl imge I cn offer is he mgneic momen m oriened on he verge in he -direcion b sill hving - nd -componens srongl wobbling bo heir ero verge vles. I is srighforwrd o verif h in he -polried nd -polried ses he siion is similr wih he corresponding chnge of indices. Ths in neiher se m ll 3 componens of he spin hve ec vles. Le me show h his is no s n occsionl fc b reflecs he mos profond proper of qnm mechnics he ncerin relions. Consider observbles nd B h m be mesred in he sme qnm se. There re wo possibiliies here. If operors corresponding o he observbles comme B (4.36) hen ll he mri elemens of he commor in n orhogonl bsis (in priclr in he bsis of eigenses of operor ) re lso ero. From here we ge B B B. (4.37) ' In he firs br-ke of he middle epression le s c b operor  on he br-vecor while in he second one on he ke-vecor. ccording o Eq. (68) sch cion rns operors ino he corresponding eigenvles so h we ge ' B ' ' B ' ' B '. (4.38) This mens h if eigenses of operor  re non-degenere (i.e. if ) he mri of operor B hs o be digonl in bsis i.e. he eigense ses of operors  nd B coincide. ch pirs of observbles h shre heir eigenses re clled compible. For emple in wve mechnics of pricle momenm (.6) nd he kineic energ (.7) re compible shring eigenfncions (.9). Now we see h his is no occsionl becse ech Cresin componen of he kineic energ is proporionl o he sqre of he corresponding componen of he momenm nd n operor commes wih n rbirr power of iself: n '. (4.39) n n n Chper 4 Pge 5 of 4

26 Now wh if operors  nd B do no comme? Then he following generl ncerin relion is vlid: 9 B B. (4.4) The proof of Eq. (4) m be divided ino wo seps he firs of which proves he so-clled chwr ineqli: 3. (4.4) The proof m be sred b sing posle (6) - h he norm of n legiime se of he ssem cnno be negive. Le s ppl his posle o he se wih he following ke-vecor: (4.4) Generl ncerin relion chwr ineqli where nd re possible non-nll ses of he ssem so h he denominor in Eq. (4) is no eql o ero. For his cse Eq. (6) gives. (4.43) Opening he prenheses we ge. (4.44) fer he cncellion of one inner prodc in he nmeror nd denominor of he ls erm i cncels wih he rd (or 3 rd ) erm proving he chwr ineqli (4). Now le s ppl his ineqli o ses  ~ nd B~ (4.45) where in boh relions is he sme (b oherwise rbirr) possible se of he ssem nd he deviions operors re defined similrl o observble deviions (see ec..) for emple ~. (4.46) Wih his sbsiion nd king ino ccon h he observble operors  nd B re Hermiin Eq. (4) ields ~ ~ ~ ~ B B. (4.47) 9 Noe h boh sides of Eq. (4) re se-specific; he ncerin relion semen is h his ineqli shold be vlid for n possible qnm se of he ssem. 3 This ineqli is he qnm-mechnicl nlog of he sl vecor lgebr resl. Chper 4 Pge 6 of 4

27 Commion relion for spin-/ componen operors ince se is rbirr we m se Eq. (5) o rewrie his relion s n operor ineqli: ~ ~ B B. (4.48) cll his is lred n ncerin relion even beer (sronger) hn is sndrd form (4); moreover i is more convenien in some cses. In order o proceed o Eq. (4) we need cople more seps. Firs le s noice h he operor prodc in Eq. (48) m be recs s ~ ~ ~ ~ i ~ ~ B B C where C i B. (4.49) n nicommor of Hermiin operors inclding h in Eq. (49) is Hermiin operor nd is eigenvles re prel rel so h is epecion vle (in n se) is lso prel rel. On he oher hnd he commor pr of Eq. (49) is s C ~ i ~ B i B B ib B i B B i B. (4.5) econd ccording o Eqs. (5) nd (65) he Hermiin conge of n prodc of Hermiin operors  nd B is s he prodc of swpped operors. Using he fc we m wrie C i B i B ( ) i ( B ) ib ib i B C (4.5) so h operor Ĉ is lso Hermiin i.e. is eigenvles re lso rel nd hs is verge is prel rel s well. s resl he sqre of he verge of he operor prodc (49) m be presened s ~ ~ ~ ~ B B C. (4.5) ince he firs erm in he righ-hnd pr of his eqli cnno be negive B ~ ~ i B C (4.53) nd we cn conine Eq. (48) s ~ ~ B B B (4.54) hs proving Eq. (4). For he priclr cse of operors nd p (or similr pir of operors for noher Cresin coordine) we cn redil combine Eq. (4) wih Eq. (.4b) nd o prove he originl Heisenberg s ncerin relion (.3). For he spin-/ operors defined b Eq. (7) i is srighforwrd (nd highl recommended o he reder) o show h i (4.55) wih similr relions for oher pirs of indices ken in he correc order (from o o o ec.). s resl he ncerin relions (4) for spin-/ pricles nobl inclding elecrons re Chper 4 Pge 7 of 4

28 ec. (4.56) In priclr in he se he righ-hnd pr of his relion eqls (/) nd neiher of he ncerinies cn eql ero. s reminder or direc clclion erlier in his secion hs shown h ech of hese ncerinies is eql o / i.e. heir prodc eqls o he lowes vle llowed b he ncerin relion (56). In his spec he spin-polried ses re similr o he Gssin wve pckes sdied in ec... Uncerin relions for spin-/ componens 4.6. Qnm dnmics: Three picres o fr in his chper I shied w from he discssion of ssem dnmics impling h he br- nd ke-vecors of he ssem re heir snpshos cerin insn. Now we re sfficienl prepred o emine heir ime dependence. One of he mos beifl feres of qnm mechnics is h he ime evolion m be described sing eiher of hree lernive picres giving ecl he sme finl resls for epecion vles of ll observbles. From he sndpoin of or wve mechnics eperience he chrödinger picre is he mos nrl. In his picre he operors corresponding o ime-independen observbles (e.g. o he Hmilonin fncion H of n isoled ssem) re lso consn while he br- nd ke-vecors of he qnm se of he ssem evolve in ime s ) ( ) ( ) ( ) ( ) ( ) (4.57) ( where ( ) is he ime-evolion operor which obes he following differenil eqion: i H (4.58) where Ĥ is he Hmilonin operor of he ssem (h is lws Hermiin H H ) nd he do mens he differeniion is over rgmen b no. While his eqion is ver nrl replcemen of he wve-mechnicl eqion (.5) nd is lso freqenl clled he chrödinger eqion 3 i sill shold be considered s new more generl posle which finds is finl sificion (s i is sl in phsics) in he greemen beween is corollries wih eperimen - more ecl in hving no single credible conrdicion wih eperimen. ring he discssion of Eqs. (57)-(58) le s firs consider he cse of ssem described b ime-independen Hmilonin whose eigenses n nd eigenvles E n obe Eq. (68) 3 H E (4.59) n nd hence re lso ime-independen. (imilrl o he wvefncions n defined b Eq. (.6) n re clled he sionr ses of he ssem.) Le s se Eqs. (57)-(59) o clcle he lw of ime evolion of he epnsion coefficiens n defined b Eq. (8) in he sionr se bsis: n n chrödinger eqion of operor evolion 3 Moreover we will be ble o derive Eq. (.5) from Eq. (54) see ec Here I inenionll se inde n rher hn o emphsie he specil role pled b he sionr eigenses n in qnm dnmics. Chper 4 Pge 8 of 4

September 20 Homework Solutions

September 20 Homework Solutions College of Engineering nd Compuer Science Mechnicl Engineering Deprmen Mechnicl Engineering A Seminr in Engineering Anlysis Fll 7 Number 66 Insrucor: Lrry Creo Sepember Homework Soluions Find he specrum

More information

1. Find a basis for the row space of each of the following matrices. Your basis should consist of rows of the original matrix.

1. Find a basis for the row space of each of the following matrices. Your basis should consist of rows of the original matrix. Mh 7 Exm - Prcice Prolem Solions. Find sis for he row spce of ech of he following mrices. Yor sis shold consis of rows of he originl mrix. 4 () 7 7 8 () Since we wn sis for he row spce consising of rows

More information

15/03/1439. Lecture 4: Linear Time Invariant (LTI) systems

15/03/1439. Lecture 4: Linear Time Invariant (LTI) systems Lecre 4: Liner Time Invrin LTI sysems 2. Liner sysems, Convolion 3 lecres: Implse response, inp signls s coninm of implses. Convolion, discree-ime nd coninos-ime. LTI sysems nd convolion Specific objecives

More information

NMR Spectroscopy: Principles and Applications. Nagarajan Murali Advanced Tools Lecture 4

NMR Spectroscopy: Principles and Applications. Nagarajan Murali Advanced Tools Lecture 4 NMR Specroscop: Principles nd Applicions Ngrjn Murli Advnced Tools Lecure 4 Advnced Tools Qunum Approch We know now h NMR is rnch of Specroscop nd he MNR specrum is n oucome of nucler spin inercion wih

More information

2IV10/2IV60 Computer Graphics

2IV10/2IV60 Computer Graphics I0/I60 omper Grphics Eminion April 6 0 4:00 7:00 This eminion consis of for qesions wih in ol 6 sqesion. Ech sqesion weighs eqll. In ll cses: EXPLAIN YOUR ANSWER. Use skeches where needed o clrif or nswer.

More information

Motion. Part 2: Constant Acceleration. Acceleration. October Lab Physics. Ms. Levine 1. Acceleration. Acceleration. Units for Acceleration.

Motion. Part 2: Constant Acceleration. Acceleration. October Lab Physics. Ms. Levine 1. Acceleration. Acceleration. Units for Acceleration. Moion Accelerion Pr : Consn Accelerion Accelerion Accelerion Accelerion is he re of chnge of velociy. = v - vo = Δv Δ ccelerion = = v - vo chnge of velociy elpsed ime Accelerion is vecor, lhough in one-dimensionl

More information

A Kalman filtering simulation

A Kalman filtering simulation A Klmn filering simulion The performnce of Klmn filering hs been esed on he bsis of wo differen dynmicl models, ssuming eiher moion wih consn elociy or wih consn ccelerion. The former is epeced o beer

More information

4.8 Improper Integrals

4.8 Improper Integrals 4.8 Improper Inegrls Well you ve mde i hrough ll he inegrion echniques. Congrs! Unforunely for us, we sill need o cover one more inegrl. They re clled Improper Inegrls. A his poin, we ve only del wih inegrls

More information

Contraction Mapping Principle Approach to Differential Equations

Contraction Mapping Principle Approach to Differential Equations epl Journl of Science echnology 0 (009) 49-53 Conrcion pping Principle pproch o Differenil Equions Bishnu P. Dhungn Deprmen of hemics, hendr Rn Cmpus ribhuvn Universiy, Khmu epl bsrc Using n eension of

More information

Physics 2A HW #3 Solutions

Physics 2A HW #3 Solutions Chper 3 Focus on Conceps: 3, 4, 6, 9 Problems: 9, 9, 3, 41, 66, 7, 75, 77 Phsics A HW #3 Soluions Focus On Conceps 3-3 (c) The ccelerion due o grvi is he sme for boh blls, despie he fc h he hve differen

More information

MASS, STIFFNESS, AND DAMPING MATRICES FROM MEASURED MODAL PARAMETERS

MASS, STIFFNESS, AND DAMPING MATRICES FROM MEASURED MODAL PARAMETERS IS 74 Inernionl Insrmenion-omion Conference & Exhibi Ocober, 974 MSS, STIFFNESS, ND DMPING MTRICES FROM MESURED MODL PRMETERS Ron Poer nd Mr Richrdson Digil Signl nlysis HEWLETT-PCKRD COMPNY Sn Clr, Cliforni

More information

PHYSICS 1210 Exam 1 University of Wyoming 14 February points

PHYSICS 1210 Exam 1 University of Wyoming 14 February points PHYSICS 1210 Em 1 Uniersiy of Wyoming 14 Februry 2013 150 poins This es is open-noe nd closed-book. Clculors re permied bu compuers re no. No collborion, consulion, or communicion wih oher people (oher

More information

1 jordan.mcd Eigenvalue-eigenvector approach to solving first order ODEs. -- Jordan normal (canonical) form. Instructor: Nam Sun Wang

1 jordan.mcd Eigenvalue-eigenvector approach to solving first order ODEs. -- Jordan normal (canonical) form. Instructor: Nam Sun Wang jordnmcd Eigenvlue-eigenvecor pproch o solving firs order ODEs -- ordn norml (cnonicl) form Insrucor: Nm Sun Wng Consider he following se of coupled firs order ODEs d d x x 5 x x d d x d d x x x 5 x x

More information

The solution is often represented as a vector: 2xI + 4X2 + 2X3 + 4X4 + 2X5 = 4 2xI + 4X2 + 3X3 + 3X4 + 3X5 = 4. 3xI + 6X2 + 6X3 + 3X4 + 6X5 = 6.

The solution is often represented as a vector: 2xI + 4X2 + 2X3 + 4X4 + 2X5 = 4 2xI + 4X2 + 3X3 + 3X4 + 3X5 = 4. 3xI + 6X2 + 6X3 + 3X4 + 6X5 = 6. [~ o o :- o o ill] i 1. Mrices, Vecors, nd Guss-Jordn Eliminion 1 x y = = - z= The soluion is ofen represened s vecor: n his exmple, he process of eliminion works very smoohly. We cn elimine ll enries

More information

3 Motion with constant acceleration: Linear and projectile motion

3 Motion with constant acceleration: Linear and projectile motion 3 Moion wih consn ccelerion: Liner nd projecile moion cons, In he precedin Lecure we he considered moion wih consn ccelerion lon he is: Noe h,, cn be posiie nd neie h leds o rie of behiors. Clerl similr

More information

I = I = I for this case of symmetry about the x axis, we find from

I = I = I for this case of symmetry about the x axis, we find from 8-5. THE MOTON OF A TOP n his secion, we shll consider he moion of n xilly symmeric body, sch s op, which hs fixed poin on is xis of symmery nd is ced pon by niform force field. The op ws chosen becse

More information

3D Transformations. Computer Graphics COMP 770 (236) Spring Instructor: Brandon Lloyd 1/26/07 1

3D Transformations. Computer Graphics COMP 770 (236) Spring Instructor: Brandon Lloyd 1/26/07 1 D Trnsformions Compuer Grphics COMP 770 (6) Spring 007 Insrucor: Brndon Lloyd /6/07 Geomery Geomeric eniies, such s poins in spce, exis wihou numers. Coordines re nming scheme. The sme poin cn e descried

More information

( ) 2 a b ab. To do this, we are to use the Ricci identity (which we use to evaluate the RHS) and the properties of the Lie derivative.

( ) 2 a b ab. To do this, we are to use the Ricci identity (which we use to evaluate the RHS) and the properties of the Lie derivative. Exercise [9.6] This exercise sks s o show h he ccelerion of n (infiniesiml volme mesre V long he worlline he volme s cener e o he effecs of spceime crvre is given by: D V = R V ( b b To o his, we re o

More information

e t dt e t dt = lim e t dt T (1 e T ) = 1

e t dt e t dt = lim e t dt T (1 e T ) = 1 Improper Inegrls There re wo ypes of improper inegrls - hose wih infinie limis of inegrion, nd hose wih inegrnds h pproch some poin wihin he limis of inegrion. Firs we will consider inegrls wih infinie

More information

P441 Analytical Mechanics - I. Coupled Oscillators. c Alex R. Dzierba

P441 Analytical Mechanics - I. Coupled Oscillators. c Alex R. Dzierba Lecure 3 Mondy - Deceber 5, 005 Wrien or ls upded: Deceber 3, 005 P44 Anlyicl Mechnics - I oupled Oscillors c Alex R. Dzierb oupled oscillors - rix echnique In Figure we show n exple of wo coupled oscillors,

More information

3. Renewal Limit Theorems

3. Renewal Limit Theorems Virul Lborories > 14. Renewl Processes > 1 2 3 3. Renewl Limi Theorems In he inroducion o renewl processes, we noed h he rrivl ime process nd he couning process re inverses, in sens The rrivl ime process

More information

f t f a f x dx By Lin McMullin f x dx= f b f a. 2

f t f a f x dx By Lin McMullin f x dx= f b f a. 2 Accumulion: Thoughs On () By Lin McMullin f f f d = + The gols of he AP* Clculus progrm include he semen, Sudens should undersnd he definie inegrl s he ne ccumulion of chnge. 1 The Topicl Ouline includes

More information

Transformations. Ordered set of numbers: (1,2,3,4) Example: (x,y,z) coordinates of pt in space. Vectors

Transformations. Ordered set of numbers: (1,2,3,4) Example: (x,y,z) coordinates of pt in space. Vectors Trnformion Ordered e of number:,,,4 Emple:,,z coordine of p in pce. Vecor If, n i i, K, n, i uni ecor Vecor ddiion +w, +, +, + V+w w Sclr roduc,, Inner do roduc α w. w +,.,. The inner produc i SCLR!. w,.,

More information

Physic 231 Lecture 4. Mi it ftd l t. Main points of today s lecture: Example: addition of velocities Trajectories of objects in 2 = =

Physic 231 Lecture 4. Mi it ftd l t. Main points of today s lecture: Example: addition of velocities Trajectories of objects in 2 = = Mi i fd l Phsic 3 Lecure 4 Min poins of od s lecure: Emple: ddiion of elociies Trjecories of objecs in dimensions: dimensions: g 9.8m/s downwrds ( ) g o g g Emple: A foobll pler runs he pern gien in he

More information

Section P.1 Notes Page 1 Section P.1 Precalculus and Trigonometry Review

Section P.1 Notes Page 1 Section P.1 Precalculus and Trigonometry Review Secion P Noe Pge Secion P Preclculu nd Trigonomer Review ALGEBRA AND PRECALCULUS Eponen Lw: Emple: 8 Emple: Emple: Emple: b b Emple: 9 EXAMPLE: Simplif: nd wrie wi poiive eponen Fir I will flip e frcion

More information

Average & instantaneous velocity and acceleration Motion with constant acceleration

Average & instantaneous velocity and acceleration Motion with constant acceleration Physics 7: Lecure Reminders Discussion nd Lb secions sr meeing ne week Fill ou Pink dd/drop form if you need o swich o differen secion h is FULL. Do i TODAY. Homework Ch. : 5, 7,, 3,, nd 6 Ch.: 6,, 3 Submission

More information

Probability, Estimators, and Stationarity

Probability, Estimators, and Stationarity Chper Probbiliy, Esimors, nd Sionriy Consider signl genered by dynmicl process, R, R. Considering s funcion of ime, we re opering in he ime domin. A fundmenl wy o chrcerize he dynmics using he ime domin

More information

REAL ANALYSIS I HOMEWORK 3. Chapter 1

REAL ANALYSIS I HOMEWORK 3. Chapter 1 REAL ANALYSIS I HOMEWORK 3 CİHAN BAHRAN The quesions re from Sein nd Shkrchi s e. Chper 1 18. Prove he following sserion: Every mesurble funcion is he limi.e. of sequence of coninuous funcions. We firs

More information

0 for t < 0 1 for t > 0

0 for t < 0 1 for t > 0 8.0 Sep nd del funcions Auhor: Jeremy Orloff The uni Sep Funcion We define he uni sep funcion by u() = 0 for < 0 for > 0 I is clled he uni sep funcion becuse i kes uni sep = 0. I is someimes clled he Heviside

More information

ENGR 1990 Engineering Mathematics The Integral of a Function as a Function

ENGR 1990 Engineering Mathematics The Integral of a Function as a Function ENGR 1990 Engineering Mhemics The Inegrl of Funcion s Funcion Previously, we lerned how o esime he inegrl of funcion f( ) over some inervl y dding he res of finie se of rpezoids h represen he re under

More information

Available online at Pelagia Research Library. Advances in Applied Science Research, 2011, 2 (3):

Available online at   Pelagia Research Library. Advances in Applied Science Research, 2011, 2 (3): Avilble online www.pelgireserchlibrry.com Pelgi Reserch Librry Advnces in Applied Science Reserch 0 (): 5-65 ISSN: 0976-860 CODEN (USA): AASRFC A Mhemicl Model of For Species Syn-Ecosymbiosis Comprising

More information

How to Prove the Riemann Hypothesis Author: Fayez Fok Al Adeh.

How to Prove the Riemann Hypothesis Author: Fayez Fok Al Adeh. How o Prove he Riemnn Hohesis Auhor: Fez Fok Al Adeh. Presiden of he Srin Cosmologicl Socie P.O.Bo,387,Dmscus,Sri Tels:963--77679,735 Emil:hf@scs-ne.org Commens: 3 ges Subj-Clss: Funcionl nlsis, comle

More information

Solutions to Problems from Chapter 2

Solutions to Problems from Chapter 2 Soluions o Problems rom Chper Problem. The signls u() :5sgn(), u () :5sgn(), nd u h () :5sgn() re ploed respecively in Figures.,b,c. Noe h u h () :5sgn() :5; 8 including, bu u () :5sgn() is undeined..5

More information

1. Consider a PSA initially at rest in the beginning of the left-hand end of a long ISS corridor. Assume xo = 0 on the left end of the ISS corridor.

1. Consider a PSA initially at rest in the beginning of the left-hand end of a long ISS corridor. Assume xo = 0 on the left end of the ISS corridor. In Eercise 1, use sndrd recngulr Cresin coordine sysem. Le ime be represened long he horizonl is. Assume ll ccelerions nd decelerions re consn. 1. Consider PSA iniilly res in he beginning of he lef-hnd

More information

Version 001 test-1 swinney (57010) 1. is constant at m/s.

Version 001 test-1 swinney (57010) 1. is constant at m/s. Version 001 es-1 swinne (57010) 1 This prin-ou should hve 20 quesions. Muliple-choice quesions m coninue on he nex column or pge find ll choices before nswering. CubeUniVec1x76 001 10.0 poins Acubeis1.4fee

More information

2D Motion WS. A horizontally launched projectile s initial vertical velocity is zero. Solve the following problems with this information.

2D Motion WS. A horizontally launched projectile s initial vertical velocity is zero. Solve the following problems with this information. Nme D Moion WS The equions of moion h rele o projeciles were discussed in he Projecile Moion Anlsis Acii. ou found h projecile moes wih consn eloci in he horizonl direcion nd consn ccelerion in he ericl

More information

A 1.3 m 2.5 m 2.8 m. x = m m = 8400 m. y = 4900 m 3200 m = 1700 m

A 1.3 m 2.5 m 2.8 m. x = m m = 8400 m. y = 4900 m 3200 m = 1700 m PHYS : Soluions o Chper 3 Home Work. SSM REASONING The displcemen is ecor drwn from he iniil posiion o he finl posiion. The mgniude of he displcemen is he shores disnce beween he posiions. Noe h i is onl

More information

Physics 101 Lecture 4 Motion in 2D and 3D

Physics 101 Lecture 4 Motion in 2D and 3D Phsics 11 Lecure 4 Moion in D nd 3D Dr. Ali ÖVGÜN EMU Phsics Deprmen www.ogun.com Vecor nd is componens The componens re he legs of he righ ringle whose hpoenuse is A A A A A n ( θ ) A Acos( θ) A A A nd

More information

Think of the Relationship Between Time and Space Again

Think of the Relationship Between Time and Space Again Repor nd Opinion, 1(3),009 hp://wwwsciencepubne sciencepub@gmilcom Think of he Relionship Beween Time nd Spce Agin Yng F-cheng Compny of Ruid Cenre in Xinjing 15 Hongxing Sree, Klmyi, Xingjing 834000,

More information

Properties of Logarithms. Solving Exponential and Logarithmic Equations. Properties of Logarithms. Properties of Logarithms. ( x)

Properties of Logarithms. Solving Exponential and Logarithmic Equations. Properties of Logarithms. Properties of Logarithms. ( x) Properies of Logrihms Solving Eponenil nd Logrihmic Equions Properies of Logrihms Produc Rule ( ) log mn = log m + log n ( ) log = log + log Properies of Logrihms Quoien Rule log m = logm logn n log7 =

More information

How to prove the Riemann Hypothesis

How to prove the Riemann Hypothesis Scholrs Journl of Phsics, Mhemics nd Sisics Sch. J. Phs. Mh. S. 5; (B:5-6 Scholrs Acdemic nd Scienific Publishers (SAS Publishers (An Inernionl Publisher for Acdemic nd Scienific Resources *Corresonding

More information

Flow Networks Alon Efrat Slides courtesy of Charles Leiserson with small changes by Carola Wenk. Flow networks. Flow networks CS 445

Flow Networks Alon Efrat Slides courtesy of Charles Leiserson with small changes by Carola Wenk. Flow networks. Flow networks CS 445 CS 445 Flow Nework lon Efr Slide corey of Chrle Leieron wih mll chnge by Crol Wenk Flow nework Definiion. flow nework i direced grph G = (V, E) wih wo diingihed erice: orce nd ink. Ech edge (, ) E h nonnegie

More information

Magnetostatics Bar Magnet. Magnetostatics Oersted s Experiment

Magnetostatics Bar Magnet. Magnetostatics Oersted s Experiment Mgneosics Br Mgne As fr bck s 4500 yers go, he Chinese discovered h cerin ypes of iron ore could rc ech oher nd cerin mels. Iron filings "mp" of br mgne s field Crefully suspended slivers of his mel were

More information

An Integral Two Space-Variables Condition for Parabolic Equations

An Integral Two Space-Variables Condition for Parabolic Equations Jornl of Mhemics nd Sisics 8 (): 85-9, ISSN 549-3644 Science Pblicions An Inegrl Two Spce-Vribles Condiion for Prbolic Eqions Mrhone, A.L. nd F. Lkhl Deprmen of Mhemics, Lborory Eqions Differenielles,

More information

Scalar Conservation Laws

Scalar Conservation Laws MATH-459 Nmerical Mehods for Conservaion Laws by Prof. Jan S. Heshaven Solion se : Scalar Conservaion Laws Eercise. The inegral form of he scalar conservaion law + f ) = is given in Eq. below. ˆ 2, 2 )

More information

Math 2142 Exam 1 Review Problems. x 2 + f (0) 3! for the 3rd Taylor polynomial at x = 0. To calculate the various quantities:

Math 2142 Exam 1 Review Problems. x 2 + f (0) 3! for the 3rd Taylor polynomial at x = 0. To calculate the various quantities: Mah 4 Eam Review Problems Problem. Calculae he 3rd Taylor polynomial for arcsin a =. Soluion. Le f() = arcsin. For his problem, we use he formula f() + f () + f ()! + f () 3! for he 3rd Taylor polynomial

More information

MATH 124 AND 125 FINAL EXAM REVIEW PACKET (Revised spring 2008)

MATH 124 AND 125 FINAL EXAM REVIEW PACKET (Revised spring 2008) MATH 14 AND 15 FINAL EXAM REVIEW PACKET (Revised spring 8) The following quesions cn be used s review for Mh 14/ 15 These quesions re no cul smples of quesions h will pper on he finl em, bu hey will provide

More information

graph of unit step function t

graph of unit step function t .5 Piecewie coninuou forcing funcion...e.g. urning he forcing on nd off. The following Lplce rnform meril i ueful in yem where we urn forcing funcion on nd off, nd when we hve righ hnd ide "forcing funcion"

More information

Minimum Squared Error

Minimum Squared Error Minimum Squred Error LDF: Minimum Squred-Error Procedures Ide: conver o esier nd eer undersood prolem Percepron y i > for ll smples y i solve sysem of liner inequliies MSE procedure y i = i for ll smples

More information

Minimum Squared Error

Minimum Squared Error Minimum Squred Error LDF: Minimum Squred-Error Procedures Ide: conver o esier nd eer undersood prolem Percepron y i > 0 for ll smples y i solve sysem of liner inequliies MSE procedure y i i for ll smples

More information

An integral having either an infinite limit of integration or an unbounded integrand is called improper. Here are two examples.

An integral having either an infinite limit of integration or an unbounded integrand is called improper. Here are two examples. Improper Inegrls To his poin we hve only considered inegrls f(x) wih he is of inegrion nd b finie nd he inegrnd f(x) bounded (nd in fc coninuous excep possibly for finiely mny jump disconinuiies) An inegrl

More information

Some Inequalities variations on a common theme Lecture I, UL 2007

Some Inequalities variations on a common theme Lecture I, UL 2007 Some Inequliies vriions on common heme Lecure I, UL 2007 Finbrr Hollnd, Deprmen of Mhemics, Universiy College Cork, fhollnd@uccie; July 2, 2007 Three Problems Problem Assume i, b i, c i, i =, 2, 3 re rel

More information

Some basic notation and terminology. Deterministic Finite Automata. COMP218: Decision, Computation and Language Note 1

Some basic notation and terminology. Deterministic Finite Automata. COMP218: Decision, Computation and Language Note 1 COMP28: Decision, Compuion nd Lnguge Noe These noes re inended minly s supplemen o he lecures nd exooks; hey will e useful for reminders ou noion nd erminology. Some sic noion nd erminology An lphe is

More information

MTH 146 Class 11 Notes

MTH 146 Class 11 Notes 8.- Are of Surfce of Revoluion MTH 6 Clss Noes Suppose we wish o revolve curve C round n is nd find he surfce re of he resuling solid. Suppose f( ) is nonnegive funcion wih coninuous firs derivive on he

More information

Neural assembly binding in linguistic representation

Neural assembly binding in linguistic representation Neurl ssembly binding in linguisic represenion Frnk vn der Velde & Mrc de Kmps Cogniive Psychology Uni, Universiy of Leiden, Wssenrseweg 52, 2333 AK Leiden, The Neherlnds, vdvelde@fsw.leidenuniv.nl Absrc.

More information

Chapter Direct Method of Interpolation

Chapter Direct Method of Interpolation Chper 5. Direc Mehod of Inerpolion Afer reding his chper, you should be ble o:. pply he direc mehod of inerpolion,. sole problems using he direc mehod of inerpolion, nd. use he direc mehod inerpolns o

More information

Particle Filtering. CSE 473: Artificial Intelligence Particle Filters. Representation: Particles. Particle Filtering: Elapse Time

Particle Filtering. CSE 473: Artificial Intelligence Particle Filters. Representation: Particles. Particle Filtering: Elapse Time CSE 473: Arificil Inelligence Pricle Filers Dieer Fo Universiy of Wshingon [Mos slides were creed by Dn Klein nd Pieer Abbeel for CS88 Inro o AI UC Berkeley. All CS88 merils re vilble h://i.berkeley.ed.]

More information

y b y y sx 2 y 2 z CHANGE OF VARIABLES IN MULTIPLE INTEGRALS

y b y y sx 2 y 2 z CHANGE OF VARIABLES IN MULTIPLE INTEGRALS ECION.8 CHANGE OF VAIABLE IN MULIPLE INEGAL 73 CA tive -is psses throgh the point where the prime meridin (the meridin throgh Greenwich, Englnd) intersects the eqtor. hen the ltitde of P is nd the longitde

More information

THREE IMPORTANT CONCEPTS IN TIME SERIES ANALYSIS: STATIONARITY, CROSSING RATES, AND THE WOLD REPRESENTATION THEOREM

THREE IMPORTANT CONCEPTS IN TIME SERIES ANALYSIS: STATIONARITY, CROSSING RATES, AND THE WOLD REPRESENTATION THEOREM THR IMPORTANT CONCPTS IN TIM SRIS ANALYSIS: STATIONARITY, CROSSING RATS, AND TH WOLD RPRSNTATION THORM Prof. Thoms B. Fomb Deprmen of conomics Souhern Mehodis Universi June 8 I. Definiion of Covrince Sionri

More information

PH2130 Mathematical Methods Lab 3. z x

PH2130 Mathematical Methods Lab 3. z x PH130 Mahemaical Mehods Lab 3 This scrip shold keep yo bsy for he ne wo weeks. Yo shold aim o creae a idy and well-srcred Mahemaica Noebook. Do inclde plenifl annoaions o show ha yo know wha yo are doing,

More information

Chapter 2: Evaluative Feedback

Chapter 2: Evaluative Feedback Chper 2: Evluive Feedbck Evluing cions vs. insrucing by giving correc cions Pure evluive feedbck depends olly on he cion ken. Pure insrucive feedbck depends no ll on he cion ken. Supervised lerning is

More information

MAT 266 Calculus for Engineers II Notes on Chapter 6 Professor: John Quigg Semester: spring 2017

MAT 266 Calculus for Engineers II Notes on Chapter 6 Professor: John Quigg Semester: spring 2017 MAT 66 Clculus for Engineers II Noes on Chper 6 Professor: John Quigg Semeser: spring 7 Secion 6.: Inegrion by prs The Produc Rule is d d f()g() = f()g () + f ()g() Tking indefinie inegrls gives [f()g

More information

A Simple Method to Solve Quartic Equations. Key words: Polynomials, Quartics, Equations of the Fourth Degree INTRODUCTION

A Simple Method to Solve Quartic Equations. Key words: Polynomials, Quartics, Equations of the Fourth Degree INTRODUCTION Ausrlin Journl of Bsic nd Applied Sciences, 6(6): -6, 0 ISSN 99-878 A Simple Mehod o Solve Quric Equions Amir Fhi, Poo Mobdersn, Rhim Fhi Deprmen of Elecricl Engineering, Urmi brnch, Islmic Ad Universi,

More information

1.0 Electrical Systems

1.0 Electrical Systems . Elecricl Sysems The ypes of dynmicl sysems we will e sudying cn e modeled in erms of lgeric equions, differenil equions, or inegrl equions. We will egin y looking fmilir mhemicl models of idel resisors,

More information

IX.1.1 The Laplace Transform Definition 700. IX.1.2 Properties 701. IX.1.3 Examples 702. IX.1.4 Solution of IVP for ODEs 704

IX.1.1 The Laplace Transform Definition 700. IX.1.2 Properties 701. IX.1.3 Examples 702. IX.1.4 Solution of IVP for ODEs 704 Chper IX The Inegrl Trnform Mehod IX. The plce Trnform November 4, 7 699 IX. THE APACE TRANSFORM IX.. The plce Trnform Definiion 7 IX.. Properie 7 IX..3 Emple 7 IX..4 Soluion of IVP for ODE 74 IX..5 Soluion

More information

CBSE 2014 ANNUAL EXAMINATION ALL INDIA

CBSE 2014 ANNUAL EXAMINATION ALL INDIA CBSE ANNUAL EXAMINATION ALL INDIA SET Wih Complee Eplnions M Mrks : SECTION A Q If R = {(, y) : + y = 8} is relion on N, wrie he rnge of R Sol Since + y = 8 h implies, y = (8 ) R = {(, ), (, ), (6, )}

More information

Transforms II - Wavelets Preliminary version please report errors, typos, and suggestions for improvements

Transforms II - Wavelets Preliminary version please report errors, typos, and suggestions for improvements EECS 3 Digil Signl Processing Universiy of Cliforni, Berkeley: Fll 007 Gspr November 4, 007 Trnsforms II - Wveles Preliminry version plese repor errors, ypos, nd suggesions for improvemens We follow n

More information

INTEGRALS. Exercise 1. Let f : [a, b] R be bounded, and let P and Q be partitions of [a, b]. Prove that if P Q then U(P ) U(Q) and L(P ) L(Q).

INTEGRALS. Exercise 1. Let f : [a, b] R be bounded, and let P and Q be partitions of [a, b]. Prove that if P Q then U(P ) U(Q) and L(P ) L(Q). INTEGRALS JOHN QUIGG Eercise. Le f : [, b] R be bounded, nd le P nd Q be priions of [, b]. Prove h if P Q hen U(P ) U(Q) nd L(P ) L(Q). Soluion: Le P = {,..., n }. Since Q is obined from P by dding finiely

More information

Location is relative. Coordinate Systems. Which of the following can be described with vectors??

Location is relative. Coordinate Systems. Which of the following can be described with vectors?? Locion is relive Coordine Sysems The posiion o hing is sed relive o noher hing (rel or virul) review o he physicl sis h governs mhemicl represenions Reerence oec mus e deined Disnce mus e nown Direcion

More information

GENERALIZATION OF SOME INEQUALITIES VIA RIEMANN-LIOUVILLE FRACTIONAL CALCULUS

GENERALIZATION OF SOME INEQUALITIES VIA RIEMANN-LIOUVILLE FRACTIONAL CALCULUS - TAMKANG JOURNAL OF MATHEMATICS Volume 5, Number, 7-5, June doi:5556/jkjm555 Avilble online hp://journlsmhkueduw/ - - - GENERALIZATION OF SOME INEQUALITIES VIA RIEMANN-LIOUVILLE FRACTIONAL CALCULUS MARCELA

More information

Chapter 2. First Order Scalar Equations

Chapter 2. First Order Scalar Equations Chaper. Firs Order Scalar Equaions We sar our sudy of differenial equaions in he same way he pioneers in his field did. We show paricular echniques o solve paricular ypes of firs order differenial equaions.

More information

Forms of Energy. Mass = Energy. Page 1. SPH4U: Introduction to Work. Work & Energy. Particle Physics:

Forms of Energy. Mass = Energy. Page 1. SPH4U: Introduction to Work. Work & Energy. Particle Physics: SPH4U: Inroducion o ork ork & Energy ork & Energy Discussion Definiion Do Produc ork of consn force ork/kineic energy heore ork of uliple consn forces Coens One of he os iporn conceps in physics Alernive

More information

LAPLACE TRANSFORMS. 1. Basic transforms

LAPLACE TRANSFORMS. 1. Basic transforms LAPLACE TRANSFORMS. Bic rnform In hi coure, Lplce Trnform will be inroduced nd heir properie exmined; ble of common rnform will be buil up; nd rnform will be ued o olve ome dierenil equion by rnforming

More information

A Prelude to EE 4301

A Prelude to EE 4301 A Prelude o EE 401 b Duncn L. McFrlne The Erik onsson School of Engineering nd Compuer Science The Universi of Tes Dlls Richrdson Tes 7508 dlm@udlls.edu Foreword This rher focused nd unfinished documen

More information

A LIMIT-POINT CRITERION FOR A SECOND-ORDER LINEAR DIFFERENTIAL OPERATOR IAN KNOWLES

A LIMIT-POINT CRITERION FOR A SECOND-ORDER LINEAR DIFFERENTIAL OPERATOR IAN KNOWLES A LIMIT-POINT CRITERION FOR A SECOND-ORDER LINEAR DIFFERENTIAL OPERATOR j IAN KNOWLES 1. Inroducion Consider he forml differenil operor T defined by el, (1) where he funcion q{) is rel-vlued nd loclly

More information

first-order circuit Complete response can be regarded as the superposition of zero-input response and zero-state response.

first-order circuit Complete response can be regarded as the superposition of zero-input response and zero-state response. Experimen 4:he Sdies of ransiional processes of 1. Prpose firs-order circi a) Use he oscilloscope o observe he ransiional processes of firs-order circi. b) Use he oscilloscope o measre he ime consan of

More information

Mat 267 Engineering Calculus III Updated on 04/30/ x 4y 4z 8x 16y / 4 0. x y z x y. 4x 4y 4z 24x 16y 8z.

Mat 267 Engineering Calculus III Updated on 04/30/ x 4y 4z 8x 16y / 4 0. x y z x y. 4x 4y 4z 24x 16y 8z. Ma 67 Engineering Calcls III Updaed on 04/0/0 r. Firoz Tes solion:. a) Find he cener and radis of he sphere 4 4 4z 8 6 0 z ( ) ( ) z / 4 The cener is a (, -, 0), and radis b) Find he cener and radis of

More information

Mathematics 805 Final Examination Answers

Mathematics 805 Final Examination Answers . 5 poins Se he Weiersrss M-es. Mhemics 85 Finl Eminion Answers Answer: Suppose h A R, nd f n : A R. Suppose furher h f n M n for ll A, nd h Mn converges. Then f n converges uniformly on A.. 5 poins Se

More information

Derivatives of Inverse Trig Functions

Derivatives of Inverse Trig Functions Derivaives of Inverse Trig Fncions Ne we will look a he erivaives of he inverse rig fncions. The formlas may look complicae, b I hink yo will fin ha hey are no oo har o se. Yo will js have o be carefl

More information

An object moving with speed v around a point at distance r, has an angular velocity. m/s m

An object moving with speed v around a point at distance r, has an angular velocity. m/s m Roion The mosphere roes wih he erh n moions wihin he mosphere clerly follow cure phs (cyclones, nicyclones, hurricnes, ornoes ec.) We nee o epress roion quniiely. For soli objec or ny mss h oes no isor

More information

PARABOLA. moves such that PM. = e (constant > 0) (eccentricity) then locus of P is called a conic. or conic section.

PARABOLA. moves such that PM. = e (constant > 0) (eccentricity) then locus of P is called a conic. or conic section. wwwskshieducioncom PARABOLA Le S be given fixed poin (focus) nd le l be given fixed line (Direcrix) Le SP nd PM be he disnce of vrible poin P o he focus nd direcrix respecively nd P SP moves such h PM

More information

Chapter 2. Motion along a straight line. 9/9/2015 Physics 218

Chapter 2. Motion along a straight line. 9/9/2015 Physics 218 Chper Moion long srigh line 9/9/05 Physics 8 Gols for Chper How o describe srigh line moion in erms of displcemen nd erge elociy. The mening of insnneous elociy nd speed. Aerge elociy/insnneous elociy

More information

22.615, MHD Theory of Fusion Systems Prof. Freidberg Lecture 9: The High Beta Tokamak

22.615, MHD Theory of Fusion Systems Prof. Freidberg Lecture 9: The High Beta Tokamak .65, MHD Theory of Fusion Sysems Prof. Freidberg Lecure 9: The High e Tokmk Summry of he Properies of n Ohmic Tokmk. Advnges:. good euilibrium (smll shif) b. good sbiliy ( ) c. good confinemen ( τ nr )

More information

1. Introduction. 1 b b

1. Introduction. 1 b b Journl of Mhemicl Inequliies Volume, Number 3 (007), 45 436 SOME IMPROVEMENTS OF GRÜSS TYPE INEQUALITY N. ELEZOVIĆ, LJ. MARANGUNIĆ AND J. PEČARIĆ (communiced b A. Čižmešij) Absrc. In his pper some inequliies

More information

PART V. Wavelets & Multiresolution Analysis

PART V. Wavelets & Multiresolution Analysis Wveles 65 PART V Wveles & Muliresoluion Anlysis ADDITIONAL REFERENCES: A. Cohen, Numericl Anlysis o Wvele Mehods, Norh-Hollnd, (003) S. Mll, A Wvele Tour o Signl Processing, Acdemic Press, (999) I. Dubechies,

More information

ECE Microwave Engineering. Fall Prof. David R. Jackson Dept. of ECE. Notes 10. Waveguides Part 7: Transverse Equivalent Network (TEN)

ECE Microwave Engineering. Fall Prof. David R. Jackson Dept. of ECE. Notes 10. Waveguides Part 7: Transverse Equivalent Network (TEN) EE 537-635 Microwve Engineering Fll 7 Prof. Dvid R. Jcson Dep. of EE Noes Wveguides Pr 7: Trnsverse Equivlen Newor (N) Wveguide Trnsmission Line Model Our gol is o come up wih rnsmission line model for

More information

IX.1.1 The Laplace Transform Definition 700. IX.1.2 Properties 701. IX.1.3 Examples 702. IX.1.4 Solution of IVP for ODEs 704

IX.1.1 The Laplace Transform Definition 700. IX.1.2 Properties 701. IX.1.3 Examples 702. IX.1.4 Solution of IVP for ODEs 704 Chper IX The Inegrl Trnform Mehod IX. The plce Trnform November 6, 8 699 IX. THE APACE TRANSFORM IX.. The plce Trnform Definiion 7 IX.. Properie 7 IX..3 Emple 7 IX..4 Soluion of IVP for ODE 74 IX..5 Soluion

More information

Motion in a Straight Line

Motion in a Straight Line Moion in Srigh Line. Preei reched he mero sion nd found h he esclor ws no working. She wlked up he sionry esclor in ime. On oher dys, if she remins sionry on he moing esclor, hen he esclor kes her up in

More information

CHAPTER 11 PARAMETRIC EQUATIONS AND POLAR COORDINATES

CHAPTER 11 PARAMETRIC EQUATIONS AND POLAR COORDINATES CHAPTER PARAMETRIC EQUATIONS AND POLAR COORDINATES. PARAMETRIZATIONS OF PLANE CURVES., 9, _ _ Ê.,, Ê or, Ÿ. 5, 7, _ _.,, Ÿ Ÿ Ê Ê 5 Ê ( 5) Ê ˆ Ê 6 Ê ( 5) 7 Ê Ê, Ÿ Ÿ $ 5. cos, sin, Ÿ Ÿ 6. cos ( ), sin (

More information

KEY. Math 334 Midterm I Fall 2008 sections 001 and 003 Instructor: Scott Glasgow

KEY. Math 334 Midterm I Fall 2008 sections 001 and 003 Instructor: Scott Glasgow 1 KEY Mah 4 Miderm I Fall 8 secions 1 and Insrucor: Sco Glasgow Please do NOT wrie on his eam. No credi will be given for such work. Raher wrie in a blue book, or on our own paper, preferabl engineering

More information

DNA Strand Displacement

DNA Strand Displacement Two-Domin DNA Srnd Displcemen Luc Crdelli Microsof Reserch DCM Edinburgh, 2010-07-09 hp://luccrdelli.nme Nnoscle Engineering Sensing o Recing o forces o Binding o molecules Acuing o Relesing molecules

More information

Name: Per: L o s A l t o s H i g h S c h o o l. Physics Unit 1 Workbook. 1D Kinematics. Mr. Randall Room 705

Name: Per: L o s A l t o s H i g h S c h o o l. Physics Unit 1 Workbook. 1D Kinematics. Mr. Randall Room 705 Nme: Per: L o s A l o s H i g h S c h o o l Physics Uni 1 Workbook 1D Kinemics Mr. Rndll Room 705 Adm.Rndll@ml.ne www.laphysics.com Uni 1 - Objecies Te: Physics 6 h Ediion Cunel & Johnson The objecies

More information

Logarithms. Logarithm is another word for an index or power. POWER. 2 is the power to which the base 10 must be raised to give 100.

Logarithms. Logarithm is another word for an index or power. POWER. 2 is the power to which the base 10 must be raised to give 100. Logrithms. Logrithm is nother word for n inde or power. THIS IS A POWER STATEMENT BASE POWER FOR EXAMPLE : We lred know tht; = NUMBER 10² = 100 This is the POWER Sttement OR 2 is the power to which the

More information

4.2 Continuous-Time Systems and Processes Problem Definition Let the state variable representation of a linear system be

4.2 Continuous-Time Systems and Processes Problem Definition Let the state variable representation of a linear system be 4 COVARIANCE ROAGAION 41 Inrodcion Now ha we have compleed or review of linear sysems and random processes, we wan o eamine he performance of linear sysems ecied by random processes he sandard approach

More information

Exact Minimization of # of Joins

Exact Minimization of # of Joins A Quer Rewriing Algorihm: Ec Minimizion of # of Joins Emple (movie bse) selec.irecor from movie, movie, movie m3, scheule, scheule s2 where.irecor =.irecor n.cor = m3.cor n.ile =.ile n m3.ile = s2.ile

More information

f(x) dx with An integral having either an infinite limit of integration or an unbounded integrand is called improper. Here are two examples dx x x 2

f(x) dx with An integral having either an infinite limit of integration or an unbounded integrand is called improper. Here are two examples dx x x 2 Impope Inegls To his poin we hve only consideed inegls f() wih he is of inegion nd b finie nd he inegnd f() bounded (nd in fc coninuous ecep possibly fo finiely mny jump disconinuiies) An inegl hving eihe

More information

Dynamic Model of the Spacecraft Position and Attitude

Dynamic Model of the Spacecraft Position and Attitude Dnmic Model of he Spcecrf Posiion nd Aiude Bsilio BNA, Enrico CANUT Diprimeno di Auomic e Informic, Poliecnico di Torino Corso Duc degli Abruzzi 4 9 Torino, Il el. 564 76, f 564 799 bon@polio.i eference

More information

LECTURES ON RECONSTRUCTION ALGEBRAS I

LECTURES ON RECONSTRUCTION ALGEBRAS I LETURES ON REONSTRUTION ALGEBRAS I MIHAEL WEMYSS. Inroducion Noncommuive lgebr (=quivers) cn be used o solve boh explici nd non-explici problems in lgebric geomery, nd hese lecures will ry o explin some

More information

IX.2 THE FOURIER TRANSFORM

IX.2 THE FOURIER TRANSFORM Chper IX The Inegrl Trnsform Mehods IX. The Fourier Trnsform November, 7 7 IX. THE FOURIER TRANSFORM IX.. The Fourier Trnsform Definiion 7 IX.. Properies 73 IX..3 Emples 74 IX..4 Soluion of ODE 76 IX..5

More information

Honours Introductory Maths Course 2011 Integration, Differential and Difference Equations

Honours Introductory Maths Course 2011 Integration, Differential and Difference Equations Honours Inroducory Mhs Course 0 Inegrion, Differenil nd Difference Equions Reding: Ching Chper 4 Noe: These noes do no fully cover he meril in Ching, u re men o supplemen your reding in Ching. Thus fr

More information