6: The Second-Order Soundfield Microphone

Size: px
Start display at page:

Download "6: The Second-Order Soundfield Microphone"

Transcription

1 : Th Scond-Ordr Soundfild Microphon Grzon statd [ that a scond-ordr soundfild microphon may b constructd...usin twlv small cardioid or hyprcardioid capsuls mountd to form th facs of a rular dodcahdron havin a small diamtr... th scond-harmonic aspcts of th dirctional pickup can b drivd from ths by tchniqus similar to th Blumlin diffrnc tchniqu. Sinc th dodcahdron is th simplst rular polyhdron with nin or mor facs, so a dodcahdral array is th simplst arranmnt of microphons from which th nin indpndnt sinals comprisin th scond-ordr B-format st can b obtaind..: Gomtry of th Dodcahdron It is dsirabl to maximis th dr of symmtry prsnt in th cofficints of th -B matrix, sinc this simplifis th mathmatical tratmnt (and will also simplify th vntual implmntation. Th symmtry which is apparnt in th cofficints of th -B matrix in th cas of th first-ordr soundfild microphon is rlatd to th symmtry of th ttrahdron; spcifically, to th prsnc of C oprations in th roup of rotational symmtris of th ttrahdron [. Each C axis passs throuh a vrtx and th cntroid of th opposit fac of th ttrahdron. Rotation by about on of ths axs has th ffct of takin cos( θ cos( φ to sin( θ cos( φ (or vic vrsa and tc.; i.., of inducin a cyclic prmutation of th polar pattrns associatd with th first-ordr sphrical harmonic componnt sinals. Th sam rotation intrchans th facs of th ttrahdron in a corrspondin mannr. Such C oprations ar also prsnt in th roup of symmtris of th dodcahdron. To maximis th symmtry in th -B matrix cofficints for th scond-ordr soundfild microphon, th dodcahdral capsul array is orintd such that appropriat C axs (which pass throuh two diamtrically opposd vrtics ar alind with thos of th ttrahdral first-ordr soundfild microphon array. By inspction, two orintations which satisfy this critrion may b idntifid; slction btwn ths is arbitrary. Th chosn orintation is such that th hihst part of th 8

2 dodcahdron is an d runnin front-back, and th front-most part is a horizontal d - s fiur.. Fiur.: Orintation of Dodcahdron (viwd from cntr-front dirction Two facs, havin th front-most d in common, point symmtrically up and down, with no lft / riht componnt in thir orintation; ths facs ar convnintly lablld and. Thir (outward unit surfac normal vctors ar x û z (. and 9

3 x û z (. Th cosin of th anl btwn vctors normal to two adjacnt facs of a rular polyhdron is qual to th cosin of th dihdral anl at ach d of that polyhdron; hnc, th scalar product of û and û is qual to th cosin of th dihdral anl at th ds of a rular dodcahdron. Now, for any rular polyhdron, ϑ d sin ( π ( cos v sin π f (. whr ϑ d is th dihdral anl, f is th numbr of ds around ach fac, and v is th numbr of ds which mt at ach vrtx [. Rarranin ivs ϑ d sin cos sin ( π v ( π f (. For a dodcahdron, and ; hnc v f sin ϑ d cos( π sin( π / / (. Now sinc, for any anl ϕ, cos( ϕ ± sin ( ϕ (.

4 so w may us th trionomtric doubl anl idntity for sins to obtain sin( ϑ d ϑd ϑd sin cos ϑd sin ( ϑd sin (.7 whr th positiv squar root is takn in th substitution from quation (. bcaus th dihdral anl must by dfinition b lss than 8. W can now find th cosin of th dihdral anl: cos( ϑ d sin ( ϑd ( ( ( (.8 whr th positiv squar root is takn sinc (by inspction th anl in qustion is lss than 9. W can now dtrmin th valus of th lmnts of vctors, û and u. Sinc thy ar unit ˆ

5 x z (.9 and sinc thir scalar product is qual to, x z (. Equations (.9 and (. may b solvd to iv x (. and z (. so that th vctors ar (. and

6 (. Th opposit (backward-facin facs, lablld and, ncssarily hav unit surfac normal vctors which ar obtaind by multiplyin û and û by : (. and (. Th rmainin iht facs can similarly b roupd into pairs for which th surfac normal vctors ar qual in on componnt, qual and opposit in anothr, and zro in th third; furthrmor, th vctors associatd with ach pair diffr from thos associatd with th opposit pair only by a factor of. Thrfor, calculations quivalnt to thos abov may b usd to obtain ths vctors. It is convnint to dfin χ χ (.7a (.7b Th unit surfac normal vctors for th facs of th dodcahdron may thn b xprssd in

7 trms of ths two valus as [ χ T [ χ T [ χ T [ χ T [ χ T [ χ T [ χ T [ χ T [ χ T [ χ T [ χ T [ χ T û χ (.8a û û û χ χ χ χ χ χ χ û û û û χ χ χ χ (.8b (.8c (.8d (.8 (.8f (.8 (.8h (.8i (.8j (.8k (.8l Th constants χ and χ satisfy th followin rlationships: ( χ ( χ ( χ ( χ χ χ χ χ χ χ ( χ ( χ (.9a (.9b (.9c (.9d (.9 (.9f (.9

8 .: Drivation of th -B Matrix Th mthod dscribd in Chaptr for th drivation of th -B matrix cofficints in th cas of th first-ordr soundfild microphon is not applicabl whn th scond-ordr soundfild microphon is considrd. Whil w can writ quations similar to quations (. and (. for any of th zroth-ordr or first-ordr sinals, this lavs us in ach cas with twlv unknown matrix cofficints and only four quations. diffrnt approach is thrfor rquird. Lt a sinal H b a nral linar combination of th twlv -format sinals: H v v v v v v v v v v v v (. or, by substitutin for ach of th -format sinals, H G a b [ ju ju [ a bu ˆ [ a bu ˆ ˆ ˆ ju [ a bu ˆ ˆ [ a b ju [ a bu ˆ ˆ [ a b j [ a bu ˆ [ a b j [ a b [ a b j d ˆ j j j (. ju ju [ a bu ˆ [ a bu ˆ ˆ ˆ po W may obtain xprssions in trms of th matrix cofficints,, tc., for th cofficint of ach sphrical harmonic componnt in th Laplac sris xpansion of H by valuatin th intrals ivn in quation (.. For ach B-format sinal, w can thn quat ths xprssions to th dsird valus of th cofficints; th rsultin quations may thn b solvd to find th matrix cofficints. Not that this mthod is applicabl to th scond-ordr componnt sinals; a mthod mployin a coincidnt capsul approximation could not b usd, sinc it is th phas diffrncs btwn th capsuls that allow ths sinals to b obtaind. Furthrmor, this

9 approach automatically includs th dpndnc of th Laplac sris cofficints on, so that it is not ncssary to dtrmin th frquncy rspons functions sparatly from th matrix cofficints. W considr first th zroth-ordr componnt of H : π K π π / π / π π / π / H cos( φ dφ dθ { [ a b ˆ j d [ a b ˆ d [ a b ˆ j [ a b ˆ j d d [ a b ˆ j [ a b ˆ j d d j j [ a b ˆ [ a b ˆ d d j ˆ j ˆ [ a b ˆ ˆ d [ a b ˆ ˆ d u d u d j ˆ j ˆ [ a b ˆ ˆ d [ a b ˆ ˆ d u d u d } cos( φ dφdθ j ˆ d (. whr G K π a b (. For compactnss, w introduc th notation π π / Λ( f θ, φ ( f ( θ, φcos( φ dφ dθ π / (. Multiplyin out th bracktd factors in quation (. and usin th linarity proprty of intration, w obtain

10 K { a Λ j ( ( u j ˆ b Λ j ( ( u j ˆ Λ b Λ j ( ( u j ˆ Λ b Λ j ( ( u j ˆ Λ b Λ j ( ( u j ˆ Λ b Λ j ( ( u j ˆ Λ b Λ j ( ( j Λ b Λ j ( ( j Λ b Λ j ( ( j Λ bλ j ( ( j Λ bλ j ( ( j Λ b Λ j ( ( j Λ b Λ } a a a a a a a a a a a (. Rarranin ivs ak bk { { Λ Λ j j ( Λ( j j Λ( Λ( j j Λ( Λ( j j Λ( Λ( j j Λ( Λ( j j Λ( Λ( } ( u j ˆ ( u j ˆ Λ ( j ( j Λ Λ ( j ( j Λ Λ ( j ( j Λ Λ ( j ( j Λ Λ ( j ( j Λ Λ } (. It is now ncssary to valuat ach of th intrals in this xprssion. W first obsrv that 7

11 d dφ j j sin( φ j j j sin( φ j sin( φ cos( φ d sin( φ dφ (.7 so that (omittin th constant of intration j sin( φ cos( φ dφ j j sin( φ (.8 Now considr th first intral in th abov xprssion: π π / π / j ˆ d cos( φ dφdθ If a transformation of variabls can b found that taks to sin(φ, thn it will b possibl to us th rsult abov to valuat th intral. W know that χ χ (.9 and cos( θ cos( φ sin( θ cos( φ sin( φ (. so that ˆ u d ˆ χ cos( θ cos( φ χ sin( φ (. Th intrand is xprssd in trms of polar coordinat anls ( θ, φ, with which cartsian coordinats ( x, y, z may b associatd. Th transformd intrand will b xprssd in 8

12 trms of ( θ, φ or ( x, y, z. W rquir thn that sin( φ χ cos( θ cos( φ χ sin( φ (. and, sinc sin(φ is by dfinition th cosin of th anl mad with th z axis, this may also b statd as zˆ ˆ u (. Exprssin both in th oriinal coordinat systm, w thrfor hav ẑ (. and ẑ χ χ (. and it can b sn that th rquird coordinat transformation is a rotation about th y axis. standard rotation matrix may thrfor b usd: x y z M x y z (. whr M χ χ χ χ (.7 9

13 It may asily b vrifid that this is consistnt with th rquirmnts xprssd by quations (. and (.: χ χ χ χ χ χ (.8 Hnc w hav cos( θ cos( φ χ cos( θ cos( φ χ sin( θ cos( φ sin( θ cos( φ sin( φ χ cos( θ cos( φ χ sin( φ sin( φ (.9a (.9b (.9c Th intration now bcoms π π / π / j ˆ d cos( φ dφ dθ π π / π / j sin( φ cos( φ dφ dθ (. or Λ j ˆ d sin( ( j φ Λ ( (. whr th notation π π / Λ ( f ( θ, φ π / f ( θ, φ cos( φ dφ dθ (. indicats that w ar workin in th transformd coordinat systm. Evaluation of th transformd intral is straihtforward:

14 π π / π / j sin( φ cos( φ dφ dθ π dθ π jπ π sin( π π j ( π / π / j j j sin( φ j j [ j j sin( φ j cos( φ dφ π / π / (. Each of th lvn similar intrals valuats to th sam rsult. Th transformation matrics mployd ar listd in ppndix. W now considr th scond st of intrals, such as π π / π / j ˆ d cos( φ dφdθ pplyin th sam coordinat transformation yilds π π / π / j u ˆ ˆ d cos( φ dφdθ π π / π / sin( φ j sin( φ cos( φ dφ dθ (. Usin th mthod of intration by parts, w obtain sin( φ j sin( φ j cos( φ dφ j j j j j j j j sin( φ sin( φ j j sin( sin( φ sin( φ j j sin( sin( φ sin( φ j j sin( φ sin( φ j sin( φ k r j sin( φ k r φ φ sin( φ cos( φ dφ cos( φ dφ j sin( φ (.

15 Hnc, π / π / sin( φ j sin( φ cos( φ dφ j sin( φ k r sin( φ j j j k r k r k r j j sin( cos( k r sin( cos( j k r j j ( j j j j j j ( ( π / π / j (. and so π π / π / sin( φ j sin( φ π π / cos( φ dφ dθ dθ sin( φ π / jπ j ( j sin( φ cos( φ dφ (.7 ain, ach of th lvn similar intrals valuats to th sam rsult. Substitutin ths rsults into quation (. ivs ak bk { { G a b [ [ π [ jπ j ( } j ( } [ aj ( jbj ( (.8 Substantially th sam mthod may b usd to calculat th cofficints of th sphrical harmonics of hihr ordr, althouh thr ar som additional complications. To valuat intrals such as

16 π π / π / j ˆ d cos( θ cos( φ cos( φ dφ dθ it is ncssary to xprss cos( θ cos( φ (and in othr cass sin( θ cos( φ or sin(φ in trms of th transformd coordinat systm. This may b accomplishd by obsrvin that if cos( θ cos( φ cos( θ cos( φ sin( θ cos( φ M sin( θ cos( φ (.9 sin( φ sin( φ thn cos( θ cos( φ cos( θ cos( φ sin( θ cos( φ M sin( θ cos( φ (. sin( φ sin( φ Whn computin th scond-ordr cofficints, intrals such as π π / π / j ˆ d cos( θ cos ( φcos( φ dφdθ aris. Factors such as cos(θ cos ( φ can b xpandd, by application of trionomtric idntitis, into a polynomial in trms of cos( θ cos( φ, sin( θ cos( φ and sin(φ, which can thn b transformd usin invrs matrics as dscribd abov. Sinc a sphrical harmonic is (by dfinition a polynomial in th thr dirction cosins, such an xpansion will always b possibl for any sphrical harmonic of any ordr. Th intrals which rmain to b valuatd aftr ths transformations hav bn prformd bcom mor complicatd as th sphrical harmonic ordr is incrasd. Howvr, it so happns that ach such intral can b valuatd by applyin th mthod of intration by parts and usin a prviously found rsult. list of th intrals which aris is ivn in ppndix. Th followin xprssions ar obtaind for th cofficints of th zroth-ordr, first-ordr

17 and scond-ordr componnts of H : G a b G a b B,, [ G a b G a b [ aj jbj ( ( ( χ [ χ [ [ bj jaj ( bj ( ( ( χ [ χ [ [ bj jaj ( bj ( ( ( χ [ χ [ G a b [ bj jaj ( bj ( ( ([ [ [ [ [ [ jbj ( aj ( jbj ( G, a b, G a b [ [ jbj ( aj ( jbj ( ( χ [ [ ( χ [ [ jbj ( aj ( jbj ( G B, a b [ [ jbj ( aj ( jbj ( G B, a b [ [ jbj ( aj ( jbj ( (.a (.b (.c (.d (. (.f (. (.h (.i Sinc ths nin quations ar not sufficint to dtrmin th twlv matrix cofficints, w nxt considr th cofficints of th third-ordr sphrical harmonics. Procdin as bfor, w obtain:

18 B,,,, G a b B B,, G a b 8 ([ χ [ [ χ [ [ bj ( j7aj ( bj ( ([ χ [ G a b 8 G a b ( G χ a b 8 G a b χ [ [ bj ( j7aj ( bj ( ([ χ [ [ χ [ [ bj ( j7aj ( bj ( ([ χ [ [ χ [ [ bj ( j7aj ( bj ( [ [ χ [ [ bj ( j7aj ( bj ( ( [ χ [ [ χ [ [ bj ( j7aj ( bj ( (.a (.b (.c (.d (. (.f (. In total, w now hav fiftn quations (xcludin that involvin B,, which is indpndnt of th matrix cofficints. Howvr, th third-ordr Laplac sris cofficints ar not all linarly indpndnt; it may b obsrvd that, (, ( B,, B, (.a (.b (.c

19 Hnc, w hav obtaind xactly twlv linarly indpndnt quations in th twlv -B matrix cofficints; ths can thrfor now b dtrmind. For ach B-format sinal, w st th cofficint of th appropriat sphrical harmonic to a suitabl valu, and all othr cofficints to zro; w thn solv th rsultin st of quations for th twlv matrix cofficints. Not that, whil this suitabl valu is for th zroth-ordr and first-ordr componnt sinals, it taks diffrnt valus for th scond-ordr sinals bcaus of th scalin factors which appar in th dfinitions of th scond-ordr sphrical harmonics. For xampl, th cofficint B, is associatd with th sphrical harmonic sin(θ cos ( φ; hnc, to obtain th dsird polar rspons, B, must b st qual to. It is dsird that th -B matrix should b frquncy-indpndnt, as it is for th first-ordr soundfild microphon; hnc, th frquncy rspons functions ar omittd at this sta. For convninc w also disrard th G ( a b factor. Th -B matrix drivd thrfor dpnds only on th omtry of th array; th polar rsponss of th individual capsuls will b takn into account whn dsinin th non-coincidnc compnsation filtrs. Th matrix cofficints obtaind ar shown in tabl.. Not that ach of th sinals S, T and V is obtaind from a rctanular arranmnt of capsuls similar to that dscribd in sction..

20 W X Y Z R S T U V χ χ ( ( 8 χ χ ( ( 8 χ χ ( ( 8 χ χ ( ( 8 χ χ χ χ χ χ χ χ χ χ ( ( 8 χ χ ( ( 8 χ χ ( ( 8 χ χ ( ( 8 Tabl.: -B Matrix Cofficints for Scond-Ordr Soundfild Microphon.: Prsnc of Unwantd Sphrical Harmonic Componnts Usin th mthods dscribd in th prvious sction, it is possibl to obtain xprssions in trms of th -B matrix cofficints for hihr ordr sphrical harmonic componnts of H. Sinc ths matrix cofficints ar now known for ach of th B-format sinals, it is possibl to stablish th prsnc in ach of th B-format sinals of unwantd sphrical harmonic componnts. It is convnint to dfin th functions 7

21 И n ( ν, α j j j ( n n n [ n( ν jn ( α j(n ν jn( α ( n ( ν jn ( α [ j( ν ( nj ( α ( n j ( α (n ν j ( α n n djn ( α (n j( ν ν j dα n ( α n (. and to introduc normalisd capsul polar pattrn constants a a a b b b a b a (.a (.b Non of th sinals contains third-ordr sphrical harmonic componnts, sinc ths wr liminatd as part of th -B matrix dsin procdur. Th fourth-ordr Laplac sris cofficints ar G { ( [ [ ( [ } И 7, G, G { [ И ( 9 [ [ ( 9 [ } И, G, G 9 { [ И ( [ [ ( [ } И 7 B, G [ И B, G [ И (.a (.b (.c (.d (. (.f (. 8

22 B, G [ И B, G [ И (.h (.i Th fifth-ordr cofficints ar ivn by B,,,,,, G G G G G G G B, B, G B, {( χ [ ( χ [ } И {( χ [ χ [ } И {( χ [ ( χ [ } И 9 { 9 {( χ [ ( χ [ } И {( χ [ ( χ [ } И { {( χ [ ( χ [ } И χ [ ( χ [ } И ( χ [ ( χ [ } И (.7a (.7b (.7c (.7d (.7 (.7f (.7 (.7h (.7i (.7j 9

23 B, G 9 { ( χ [ ( χ [ } И (.7k Th sixth-ordr Laplac sris cofficints ar ivn by G { ( [ [ ( [ } И, G, G [ И {( [ [ ( [ } И 7, G 9, G 8 { [ И ( [ [ ( [ } И, G 9, G 7 [ И { ( [ [ ( [ } И B, [ И B, [ И 7 B, 9 [ И (.8a (.8b (.8c (.8d (.8 (.8f (.8 (.8h (.8i (.8j

24 B, [ И B, 9 [ И B, 88 [ И (.8k (.8l (.8m From ths nral xprssions, th Laplac sris cofficints for ach of th B-format sinals ar obtaind by substitutin in th known valus for th -B matrix cofficints. It so happns that th majority of th cofficints in th Laplac sris for ach sinal ar zro; only th non-zro cofficints ar listd hr. For W : { W} GИ 8, { W } GИ, { W} GИ 88, W GИ { } (.9a (.9b (.9c (.9d For X : { X } GИ,, { X } GИ, { X } GИ 9 (.a (.b (.c For Y : { Y } GИ B, (.a

25 { Y } GИ B, B,{ Y } GИ 9 (.b (.c For Z : 9 { Z } GИ, Z GИ, { Z} GИ 9 { } (.a (.b (.c For R : { R} GИ 7, { R} GИ, { R} GИ 8 { R} GИ, { R} GИ 8, R GИ, R GИ 7 { } { } (.a (.b (.c (.d (. (.f (. For S : 7 { S } GИ,, S GИ, { S } GИ { } (.a (.b (.c

26 7 { S } GИ, 88, { S } GИ 88 (.d (. For T : 7 { T } GИ B, B,{ T } GИ B,{ T } GИ 7 B,{ T } GИ 88 B,{ T } GИ 88 (.a (.b (.c (.d (. For U : 7 { U} GИ, { U} GИ 7, U GИ 88 7 { U} GИ, { U} GИ, U GИ 7, { U} GИ 8 { } { } (.a (.b (.c (.d (. (.f (.

27 For V : { V } GИ B, 8 B,{ V } GИ B,{ V } GИ 8 B, V GИ B, V GИ 8 { } { } (.7a (.7b (.7c (.7d (.7 From ths rsults it can b sn that W is corruptd by unwantd sphrical harmonics of ordr six; th first-ordr componnt sinals ar corruptd by spurious fifth-ordr sphrical harmonics; and th scond-ordr sinals contain both fourth-ordr and sixth-ordr unwantd sphrical harmonic componnts. In Chaptr, it was notd that th B-format sinals obtaind from th first-ordr soundfild microphon ar contaminatd by spurious scond-ordr or third-ordr sphrical harmonics. Th scond-ordr soundfild microphon thrfor rprsnts a considrabl improvmnt in this rspct. Sinc th hihr ordr sphrical harmonics hav cofficints which dpnd on hihr ordr sphrical Bssl functions, which in turn rmain small up until ratr valus of, so it may b xpctd that th maximum frquncy to which ffctiv coincidnc is maintaind will xcd that ivn by quation (.9. This advanta will, howvr, probably b opposd to som xtnt by th fact that th array radius is likly to larr for a scondordr soundfild microphon..: Non-Coincidnc Compnsation Filtrin Th author has not considrd th dsin of non-coincidnc compnsation filtrs in dtail; th dsin of practical approximations to th thortically idal charactristics is a mattr of practical implmntation rathr than fundamntal thory, and thrfor outsid th scop of this thsis. Nvrthlss, th followin obsrvations can b mad. By substitutin th cofficints ivn in tabl. into quation (., w obtain th

28 followin rsults: { W} G[ a j ( jb j ( { Z} G[ b j ( ja j ( b j ( B B B, GИ( a, X G b j ( { } [ ja j ( b j ( GИ,{ Y } G[ b j ( ja j ( b j ( GИ { R} G[ jb j ( a j ( jb j (,,,, GИ { S } G [ jb j ( a j ( jb j ( G И U G jb j ( a j ( jb j( G И T G jb j( a j ( jb j ( G И V G jb j( a j ( jb j ( G И { } [ { } [ { } [ (.8a (.8b (.8c (.8d (.8 (.8f (.8 (.8h (.8i Th factors of and in th xprssions for,,,, B,, and B, ar du to th factors of and which appar in th dfinitions of th corrspondin sphrical harmonics (s pa 8; thy thrfor do not imply th nd for compnsatory scalin of th sinals. Th impuls rsponss corrspondin to ths frquncy rspons functions may b found by takin th invrs Fourir transforms. Lt τ r c (.9

29 thn τω (.7 and mployin th invrs Fourir transforms of th sphrical Bssl functions dvlopd in Chaptr, w obtain ( t Fˆ G τ ( t Fˆ { G[ a j ( τω jb j ( τω } G τ ( ˆ t F G τ ( b t a τ r ( t { GИ τω } ( b t a τ t r ( t { GИ τω } τ τ ( b t a τ t b τ t a τ r ( t τ (.7a (.7b (.7c whr τ < t < τ rτ ( t othrwis (.7 It may b notd that th frquncy rsponss of th dsird sphrical harmonic componnts of th zroth-ordr and first-ordr sinals hav th sam form as in th cas of th first-ordr soundfild microphon. Filtrs that hav provd to iv accptabl rsults with th first-ordr soundfild microphon miht wll thrfor b qually suitabl for us with th scond-ordr microphon. In th cas of th scond-ordr sinals, th rquird filtrin is fundamntally diffrnt in on rspct. From quation (., it can b sn that th frquncy rspons function for th scond-ordr sphrical harmonic componnts bcoms zro for. This is bcaus w ar approximatin scond-ordr dirctional drivativs by takin th diffrnc btwn th outputs of first-ordr microphon capsuls. n intration with rspct to tim is thrfor ncssary, not to compnsat for th spacin of th capsuls, but as a fundamntal part of th

30 mthod bin utilisd to obtain th sinals. Th filtrin will thrfor srv a dual purpos so far as ths sinals ar concrnd, sinc at hihr frquncis compnsation for th ffcts of th capsul spacin will still b rquird. It must b notd that suitabl filtrs cannot b dsind on th basis of thory alon. Durin th dvlopmnt of th first-ordr soundfild microphon, it was found that althouh filtrs dvlopd from thortical analysis av a substantial improvmnt ovr arrays without filtrin, to obtain optimum prformanc it was ncssary to tak into account xprimntal information [7. Crtainly on xpcts that this will b th cas with th scond-ordr soundfild microphon as wll, sinc thr will invitably b dparturs from idal bhaviour which ar not rprsntd in th thortical tratmnt..: dditional B-Format Sinal Procssin..: Rotation & Elvation Th rotation and lvation controls for th scond-ordr soundfild microphon must clarly hav an idntical ffct on th zroth-ordr and first-ordr sinals as in th cas of th firstordr microphon. By trionomtric manipulation it may b stablishd that th rotation control modifis th scond-ordr componnt sinals as follows: R R S T U V cos( θ S sin( θ θ θ T sin( S cos( T cos( θ U sin(θ V sin( θ U cos(θ V (.7a (.7b (.7c (.7d (.7 Th ffct of th lvation control on th scond-ordr sinals may similarly b stablishd to b: R ( cos(φ R sin(φ S ( cos(φ U 8 (.7a 7

31 S T U V φ φ U sin( R cos( S sin( cos( φ T sin( φ V φ ( cos(φ R sin(φ S ( cos(φ U sin( φ T cos( φ V (.7b (.7c (.7d (.7..: Sid-Fir / End-Fir Switchin & Invrsion Th compnsatory sinal procssin rquird to facilitat nd-fir opration is: W W X Z Y Y Z X R S R U S T V U R U V T (.7a (.7b (.7c (.7d (.7 (.7f (.7 (.7h (.7i s in th cas of th first-ordr soundfild microphon, invrtd opration rquirs only a polarity rvrsal of som of th B-format sinals: Y Z S T V Y Z S T V (.7a (.7b (.7c (.7d (.7..: Dominanc Th author has provd that it is not possibl to xtnd th dominanc transformation to work 8

32 with th scond-ordr B-format sinal st. Suppos that th transformation can b xtndd to accommodat th scond-ordr componnt sinals. Th transformd sinals must b linar combinations of th xistin sinals; hnc, thr must xist cofficints W, X, Y, U and V, prsumably functions of, such that cos( θ W X cos( θ Y sin( θ U cos(θ V sin(θ (.77 Not that it is sufficint to considr only th pantophonic cas, sinc th priphonic cas ssntially rducs to this for φ. Complications du to th non-zro rspons of R for dirctions in th horizontal plan ar avoidd by usin a notional sinal which ncods only amplitud; whthr this notional sinal is in actuality proportional to W or to a combination of W and R is unimportant. Th scalin of W is also nlctd for convninc. W know that cos( θ [ ( cos( θ ( cos( θ sin( θ ( cos( θ ( cos( θ ( cos( θ (.78a (.78b sin( θ (.78c and also that cos( θ can b found by usin th idntity cos(θ cos ( θ sin ( θ (.79 By takin various valus of θ, it is possibl to nrat a st of simultanous quations which can thn b solvd for W, X, tc. i Lt θ. Thn (.8a 9

33 θ (.8b and W W X X W X U U U (.8 ii Lt θ 8. Thn θ 8 (.8a (.8b and W W X X W X U U U (.8 iii Lt θ 9. Thn [ cos( θ sin( θ (.8a (.8b (.8c and

34 [ [ [ [ cos( θ (.8 so U Y W U Y W (.8 iv Lt. 9 θ Thn [ (.87a cos( θ (.87b sin( θ (.87c and cos( θ (.88 so U Y W U Y W (.89 v Lt. θ Thn

35 ( ( [ ( ( [ (.9a ( ( ( ( ( ( ( ( ( ( cos( θ (.9b ( ( ( ( ( sin( θ (.9c and ( ( [ ( ( ( ( ( ( [ ( ( [ ( ( ( ( ( ( [ ( ( ( ( ( cos( θ (.9 so

36 ( ( ( ( ( ( ( ( ( ( ( ( ( ( ( V Y X W V Y X W V Y X W (.9 Thus fiv simultanous quations hav bn obtaind, sufficint to dtrmin th fiv cofficints. By appropriat manipulations w obtain ( X (.9a Y (.9b ( W (.9c U (.9d and ( ( ( V (.9 Howvr, if instad quation (.9 is obtaind by sttin, θ thn w hav instad ( ( ( ( ( V Y X W (.9 Th sin rvrsal on Y is of no consqunc, sinc w still obtain a valu of zro for Y as bfor. Howvr, th sin rvrsal on V mans that th solution is now ( ( ( V (.9

37 W hav thus obtaind a contradiction, sinc quations (.9 and (.9 cannot simultanously b satisfid. Hnc, it is not possibl to find cofficints W, X, tc., indpndnt of θ, such that quation (.77 is satisfid, and so it is not possibl to xtnd th dominanc transformation to th scond-ordr cas.

ME 321 Kinematics and Dynamics of Machines S. Lambert Winter 2002

ME 321 Kinematics and Dynamics of Machines S. Lambert Winter 2002 3.4 Forc Analysis of Linkas An undrstandin of forc analysis of linkas is rquird to: Dtrmin th raction forcs on pins, tc. as a consqunc of a spcifid motion (don t undrstimat th sinificanc of dynamic or

More information

The Matrix Exponential

The Matrix Exponential Th Matrix Exponntial (with xrciss) by D. Klain Vrsion 207.0.05 Corrctions and commnts ar wlcom. Th Matrix Exponntial For ach n n complx matrix A, dfin th xponntial of A to b th matrix A A k I + A + k!

More information

Einstein Equations for Tetrad Fields

Einstein Equations for Tetrad Fields Apiron, Vol 13, No, Octobr 006 6 Einstin Equations for Ttrad Filds Ali Rıza ŞAHİN, R T L Istanbul (Turky) Evry mtric tnsor can b xprssd by th innr product of ttrad filds W prov that Einstin quations for

More information

The Matrix Exponential

The Matrix Exponential Th Matrix Exponntial (with xrciss) by Dan Klain Vrsion 28928 Corrctions and commnts ar wlcom Th Matrix Exponntial For ach n n complx matrix A, dfin th xponntial of A to b th matrix () A A k I + A + k!

More information

u 3 = u 3 (x 1, x 2, x 3 )

u 3 = u 3 (x 1, x 2, x 3 ) Lctur 23: Curvilinar Coordinats (RHB 8.0 It is oftn convnint to work with variabls othr than th Cartsian coordinats x i ( = x, y, z. For xampl in Lctur 5 w mt sphrical polar and cylindrical polar coordinats.

More information

CHAPTER 10. Consider the transmission lines for voltage and current as developed in Chapter 9 from the distributed equivalent circuit shown below.

CHAPTER 10. Consider the transmission lines for voltage and current as developed in Chapter 9 from the distributed equivalent circuit shown below. CHAPTER 1 1. Sinusoidal Stady Stat in Transmission ins 1.1 Phasor Rprsntation of olta and Currnt Wavs Considr th transmission lins for volta and currnt as dvlopd in Chaptr 9 from th distributd quivalnt

More information

Linear-Phase FIR Transfer Functions. Functions. Functions. Functions. Functions. Functions. Let

Linear-Phase FIR Transfer Functions. Functions. Functions. Functions. Functions. Functions. Let It is impossibl to dsign an IIR transfr function with an xact linar-phas It is always possibl to dsign an FIR transfr function with an xact linar-phas rspons W now dvlop th forms of th linarphas FIR transfr

More information

Addition of angular momentum

Addition of angular momentum Addition of angular momntum April, 07 Oftn w nd to combin diffrnt sourcs of angular momntum to charactriz th total angular momntum of a systm, or to divid th total angular momntum into parts to valuat

More information

A Propagating Wave Packet Group Velocity Dispersion

A Propagating Wave Packet Group Velocity Dispersion Lctur 8 Phys 375 A Propagating Wav Packt Group Vlocity Disprsion Ovrviw and Motivation: In th last lctur w lookd at a localizd solution t) to th 1D fr-particl Schrödingr quation (SE) that corrsponds to

More information

Addition of angular momentum

Addition of angular momentum Addition of angular momntum April, 0 Oftn w nd to combin diffrnt sourcs of angular momntum to charactriz th total angular momntum of a systm, or to divid th total angular momntum into parts to valuat th

More information

MATH 319, WEEK 15: The Fundamental Matrix, Non-Homogeneous Systems of Differential Equations

MATH 319, WEEK 15: The Fundamental Matrix, Non-Homogeneous Systems of Differential Equations MATH 39, WEEK 5: Th Fundamntal Matrix, Non-Homognous Systms of Diffrntial Equations Fundamntal Matrics Considr th problm of dtrmining th particular solution for an nsmbl of initial conditions For instanc,

More information

That is, we start with a general matrix: And end with a simpler matrix:

That is, we start with a general matrix: And end with a simpler matrix: DIAGON ALIZATION OF THE STR ESS TEN SOR INTRO DUCTIO N By th us of Cauchy s thorm w ar abl to rduc th numbr of strss componnts in th strss tnsor to only nin valus. An additional simplification of th strss

More information

CHAPTER 1. Introductory Concepts Elements of Vector Analysis Newton s Laws Units The basis of Newtonian Mechanics D Alembert s Principle

CHAPTER 1. Introductory Concepts Elements of Vector Analysis Newton s Laws Units The basis of Newtonian Mechanics D Alembert s Principle CHPTER 1 Introductory Concpts Elmnts of Vctor nalysis Nwton s Laws Units Th basis of Nwtonian Mchanics D lmbrt s Principl 1 Scinc of Mchanics: It is concrnd with th motion of matrial bodis. odis hav diffrnt

More information

2.3 Matrix Formulation

2.3 Matrix Formulation 23 Matrix Formulation 43 A mor complicatd xampl ariss for a nonlinar systm of diffrntial quations Considr th following xampl Exampl 23 x y + x( x 2 y 2 y x + y( x 2 y 2 (233 Transforming to polar coordinats,

More information

ECE602 Exam 1 April 5, You must show ALL of your work for full credit.

ECE602 Exam 1 April 5, You must show ALL of your work for full credit. ECE62 Exam April 5, 27 Nam: Solution Scor: / This xam is closd-book. You must show ALL of your work for full crdit. Plas rad th qustions carfully. Plas chck your answrs carfully. Calculators may NOT b

More information

SECTION where P (cos θ, sin θ) and Q(cos θ, sin θ) are polynomials in cos θ and sin θ, provided Q is never equal to zero.

SECTION where P (cos θ, sin θ) and Q(cos θ, sin θ) are polynomials in cos θ and sin θ, provided Q is never equal to zero. SETION 6. 57 6. Evaluation of Dfinit Intgrals Exampl 6.6 W hav usd dfinit intgrals to valuat contour intgrals. It may com as a surpris to larn that contour intgrals and rsidus can b usd to valuat crtain

More information

COMPUTER GENERATED HOLOGRAMS Optical Sciences 627 W.J. Dallas (Monday, April 04, 2005, 8:35 AM) PART I: CHAPTER TWO COMB MATH.

COMPUTER GENERATED HOLOGRAMS Optical Sciences 627 W.J. Dallas (Monday, April 04, 2005, 8:35 AM) PART I: CHAPTER TWO COMB MATH. C:\Dallas\0_Courss\03A_OpSci_67\0 Cgh_Book\0_athmaticalPrliminaris\0_0 Combath.doc of 8 COPUTER GENERATED HOLOGRAS Optical Scincs 67 W.J. Dallas (onday, April 04, 005, 8:35 A) PART I: CHAPTER TWO COB ATH

More information

Background: We have discussed the PIB, HO, and the energy of the RR model. In this chapter, the H-atom, and atomic orbitals.

Background: We have discussed the PIB, HO, and the energy of the RR model. In this chapter, the H-atom, and atomic orbitals. Chaptr 7 Th Hydrogn Atom Background: W hav discussd th PIB HO and th nrgy of th RR modl. In this chaptr th H-atom and atomic orbitals. * A singl particl moving undr a cntral forc adoptd from Scott Kirby

More information

Higher order derivatives

Higher order derivatives Robrto s Nots on Diffrntial Calculus Chaptr 4: Basic diffrntiation ruls Sction 7 Highr ordr drivativs What you nd to know alrady: Basic diffrntiation ruls. What you can larn hr: How to rpat th procss of

More information

22/ Breakdown of the Born-Oppenheimer approximation. Selection rules for rotational-vibrational transitions. P, R branches.

22/ Breakdown of the Born-Oppenheimer approximation. Selection rules for rotational-vibrational transitions. P, R branches. Subjct Chmistry Papr No and Titl Modul No and Titl Modul Tag 8/ Physical Spctroscopy / Brakdown of th Born-Oppnhimr approximation. Slction ruls for rotational-vibrational transitions. P, R branchs. CHE_P8_M

More information

cycle that does not cross any edges (including its own), then it has at least

cycle that does not cross any edges (including its own), then it has at least W prov th following thorm: Thorm If a K n is drawn in th plan in such a way that it has a hamiltonian cycl that dos not cross any dgs (including its own, thn it has at last n ( 4 48 π + O(n crossings Th

More information

5.80 Small-Molecule Spectroscopy and Dynamics

5.80 Small-Molecule Spectroscopy and Dynamics MIT OpnCoursWar http://ocw.mit.du 5.80 Small-Molcul Spctroscopy and Dynamics Fall 008 For information about citing ths matrials or our Trms of Us, visit: http://ocw.mit.du/trms. Lctur # 3 Supplmnt Contnts

More information

General Notes About 2007 AP Physics Scoring Guidelines

General Notes About 2007 AP Physics Scoring Guidelines AP PHYSICS C: ELECTRICITY AND MAGNETISM 2007 SCORING GUIDELINES Gnral Nots About 2007 AP Physics Scoring Guidlins 1. Th solutions contain th most common mthod of solving th fr-rspons qustions and th allocation

More information

Quasi-Classical States of the Simple Harmonic Oscillator

Quasi-Classical States of the Simple Harmonic Oscillator Quasi-Classical Stats of th Simpl Harmonic Oscillator (Draft Vrsion) Introduction: Why Look for Eignstats of th Annihilation Oprator? Excpt for th ground stat, th corrspondnc btwn th quantum nrgy ignstats

More information

Construction of asymmetric orthogonal arrays of strength three via a replacement method

Construction of asymmetric orthogonal arrays of strength three via a replacement method isid/ms/26/2 Fbruary, 26 http://www.isid.ac.in/ statmath/indx.php?modul=prprint Construction of asymmtric orthogonal arrays of strngth thr via a rplacmnt mthod Tian-fang Zhang, Qiaoling Dng and Alok Dy

More information

Types of Transfer Functions. Types of Transfer Functions. Types of Transfer Functions. Ideal Filters. Ideal Filters

Types of Transfer Functions. Types of Transfer Functions. Types of Transfer Functions. Ideal Filters. Ideal Filters Typs of Transfr Typs of Transfr x[n] X( LTI h[n] H( y[n] Y( y [ n] h[ k] x[ n k] k Y ( H ( X ( Th tim-domain classification of an LTI digital transfr function is basd on th lngth of its impuls rspons h[n]:

More information

10. The Discrete-Time Fourier Transform (DTFT)

10. The Discrete-Time Fourier Transform (DTFT) Th Discrt-Tim Fourir Transform (DTFT Dfinition of th discrt-tim Fourir transform Th Fourir rprsntation of signals plays an important rol in both continuous and discrt signal procssing In this sction w

More information

Function Spaces. a x 3. (Letting x = 1 =)) a(0) + b + c (1) = 0. Row reducing the matrix. b 1. e 4 3. e 9. >: (x = 1 =)) a(0) + b + c (1) = 0

Function Spaces. a x 3. (Letting x = 1 =)) a(0) + b + c (1) = 0. Row reducing the matrix. b 1. e 4 3. e 9. >: (x = 1 =)) a(0) + b + c (1) = 0 unction Spacs Prrquisit: Sction 4.7, Coordinatization n this sction, w apply th tchniqus of Chaptr 4 to vctor spacs whos lmnts ar functions. Th vctor spacs P n and P ar familiar xampls of such spacs. Othr

More information

LINEAR DELAY DIFFERENTIAL EQUATION WITH A POSITIVE AND A NEGATIVE TERM

LINEAR DELAY DIFFERENTIAL EQUATION WITH A POSITIVE AND A NEGATIVE TERM Elctronic Journal of Diffrntial Equations, Vol. 2003(2003), No. 92, pp. 1 6. ISSN: 1072-6691. URL: http://jd.math.swt.du or http://jd.math.unt.du ftp jd.math.swt.du (login: ftp) LINEAR DELAY DIFFERENTIAL

More information

Thus, because if either [G : H] or [H : K] is infinite, then [G : K] is infinite, then [G : K] = [G : H][H : K] for all infinite cases.

Thus, because if either [G : H] or [H : K] is infinite, then [G : K] is infinite, then [G : K] = [G : H][H : K] for all infinite cases. Homwork 5 M 373K Solutions Mark Lindbrg and Travis Schdlr 1. Prov that th ring Z/mZ (for m 0) is a fild if and only if m is prim. ( ) Proof by Contrapositiv: Hr, thr ar thr cass for m not prim. m 0: Whn

More information

Math 102. Rumbos Spring Solutions to Assignment #8. Solution: The matrix, A, corresponding to the system in (1) is

Math 102. Rumbos Spring Solutions to Assignment #8. Solution: The matrix, A, corresponding to the system in (1) is Math 12. Rumbos Spring 218 1 Solutions to Assignmnt #8 1. Construct a fundamntal matrix for th systm { ẋ 2y ẏ x + y. (1 Solution: Th matrix, A, corrsponding to th systm in (1 is 2 A. (2 1 1 Th charactristic

More information

Slide 1. Slide 2. Slide 3 DIGITAL SIGNAL PROCESSING CLASSIFICATION OF SIGNALS

Slide 1. Slide 2. Slide 3 DIGITAL SIGNAL PROCESSING CLASSIFICATION OF SIGNALS Slid DIGITAL SIGAL PROCESSIG UIT I DISCRETE TIME SIGALS AD SYSTEM Slid Rviw of discrt-tim signals & systms Signal:- A signal is dfind as any physical quantity that varis with tim, spac or any othr indpndnt

More information

Fourier Transforms and the Wave Equation. Key Mathematics: More Fourier transform theory, especially as applied to solving the wave equation.

Fourier Transforms and the Wave Equation. Key Mathematics: More Fourier transform theory, especially as applied to solving the wave equation. Lur 7 Fourir Transforms and th Wav Euation Ovrviw and Motivation: W first discuss a fw faturs of th Fourir transform (FT), and thn w solv th initial-valu problm for th wav uation using th Fourir transform

More information

Bifurcation Theory. , a stationary point, depends on the value of α. At certain values

Bifurcation Theory. , a stationary point, depends on the value of α. At certain values Dnamic Macroconomic Thor Prof. Thomas Lux Bifurcation Thor Bifurcation: qualitativ chang in th natur of th solution occurs if a paramtr passs through a critical point bifurcation or branch valu. Local

More information

Hydrogen Atom and One Electron Ions

Hydrogen Atom and One Electron Ions Hydrogn Atom and On Elctron Ions Th Schrödingr quation for this two-body problm starts out th sam as th gnral two-body Schrödingr quation. First w sparat out th motion of th cntr of mass. Th intrnal potntial

More information

There is an arbitrary overall complex phase that could be added to A, but since this makes no difference we set it to zero and choose A real.

There is an arbitrary overall complex phase that could be added to A, but since this makes no difference we set it to zero and choose A real. Midtrm #, Physics 37A, Spring 07. Writ your rsponss blow or on xtra pags. Show your work, and tak car to xplain what you ar doing; partial crdit will b givn for incomplt answrs that dmonstrat som concptual

More information

EXST Regression Techniques Page 1

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

More information

Electron energy in crystal potential

Electron energy in crystal potential Elctron nry in crystal potntial r r p c mc mc mc Expand: r r r mc mc mc r r p c mc mc mc r pc m c mc p m m m m r E E m m m r p E m r nr nr whr: E V mc E m c Wav quation Hamiltonian: Tim-Indpndnt Schrodinr

More information

Outline. Thanks to Ian Blockland and Randy Sobie for these slides Lifetimes of Decaying Particles Scattering Cross Sections Fermi s Golden Rule

Outline. Thanks to Ian Blockland and Randy Sobie for these slides Lifetimes of Decaying Particles Scattering Cross Sections Fermi s Golden Rule Outlin Thanks to Ian Blockland and andy obi for ths slids Liftims of Dcaying Particls cattring Cross ctions Frmi s Goldn ul Physics 424 Lctur 12 Pag 1 Obsrvabls want to rlat xprimntal masurmnts to thortical

More information

Homotopy perturbation technique

Homotopy perturbation technique Comput. Mthods Appl. Mch. Engrg. 178 (1999) 257±262 www.lsvir.com/locat/cma Homotopy prturbation tchniqu Ji-Huan H 1 Shanghai Univrsity, Shanghai Institut of Applid Mathmatics and Mchanics, Shanghai 272,

More information

Middle East Technical University Department of Mechanical Engineering ME 413 Introduction to Finite Element Analysis

Middle East Technical University Department of Mechanical Engineering ME 413 Introduction to Finite Element Analysis Middl East Tchnical Univrsity Dpartmnt of Mchanical Enginring ME 43 Introduction to Finit Elmnt Analysis Chaptr 3 Computr Implmntation of D FEM Ths nots ar prpard by Dr. Cünyt Srt http://www.m.mtu.du.tr/popl/cunyt

More information

Derivation of Electron-Electron Interaction Terms in the Multi-Electron Hamiltonian

Derivation of Electron-Electron Interaction Terms in the Multi-Electron Hamiltonian Drivation of Elctron-Elctron Intraction Trms in th Multi-Elctron Hamiltonian Erica Smith Octobr 1, 010 1 Introduction Th Hamiltonian for a multi-lctron atom with n lctrons is drivd by Itoh (1965) by accounting

More information

Brief Introduction to Statistical Mechanics

Brief Introduction to Statistical Mechanics Brif Introduction to Statistical Mchanics. Purpos: Ths nots ar intndd to provid a vry quick introduction to Statistical Mchanics. Th fild is of cours far mor vast than could b containd in ths fw pags.

More information

1 Quaternion Analysis

1 Quaternion Analysis Quatrnion Analysis Complx numbrs ar a subfild of uatrnions. My hypothsis is that complx analysis should b slf-vidnt ithin th structur of uatrnion analysis. Th challng is to dfin th drivativ in a non-singular

More information

What are those βs anyway? Understanding Design Matrix & Odds ratios

What are those βs anyway? Understanding Design Matrix & Odds ratios Ral paramtr stimat WILD 750 - Wildlif Population Analysis of 6 What ar thos βs anyway? Undrsting Dsign Matrix & Odds ratios Rfrncs Hosmr D.W.. Lmshow. 000. Applid logistic rgrssion. John Wily & ons Inc.

More information

Differential Equations

Differential Equations UNIT I Diffrntial Equations.0 INTRODUCTION W li in a world of intrrlatd changing ntitis. Th locit of a falling bod changs with distanc, th position of th arth changs with tim, th ara of a circl changs

More information

Collisions between electrons and ions

Collisions between electrons and ions DRAFT 1 Collisions btwn lctrons and ions Flix I. Parra Rudolf Pirls Cntr for Thortical Physics, Unirsity of Oxford, Oxford OX1 NP, UK This rsion is of 8 May 217 1. Introduction Th Fokkr-Planck collision

More information

Basic Polyhedral theory

Basic Polyhedral theory Basic Polyhdral thory Th st P = { A b} is calld a polyhdron. Lmma 1. Eithr th systm A = b, b 0, 0 has a solution or thr is a vctorπ such that π A 0, πb < 0 Thr cass, if solution in top row dos not ist

More information

Introduction to Condensed Matter Physics

Introduction to Condensed Matter Physics Introduction to Condnsd Mattr Physics pcific hat M.P. Vaughan Ovrviw Ovrviw of spcific hat Hat capacity Dulong-Ptit Law Einstin modl Dby modl h Hat Capacity Hat capacity h hat capacity of a systm hld at

More information

ELECTRON-MUON SCATTERING

ELECTRON-MUON SCATTERING ELECTRON-MUON SCATTERING ABSTRACT Th lctron charg is considrd to b distributd or xtndd in spac. Th diffrntial of th lctron charg is st qual to a function of lctron charg coordinats multiplid by a four-dimnsional

More information

EEO 401 Digital Signal Processing Prof. Mark Fowler

EEO 401 Digital Signal Processing Prof. Mark Fowler EEO 401 Digital Signal Procssing Prof. Mark Fowlr Dtails of th ot St #19 Rading Assignmnt: Sct. 7.1.2, 7.1.3, & 7.2 of Proakis & Manolakis Dfinition of th So Givn signal data points x[n] for n = 0,, -1

More information

1 General boundary conditions in diffusion

1 General boundary conditions in diffusion Gnral boundary conditions in diffusion Πρόβλημα 4.8 : Δίνεται μονοδιάτατη πλάκα πάχους, που το ένα άκρο της κρατιέται ε θερμοκραία T t και το άλλο ε θερμοκραία T 2 t. Αν η αρχική θερμοκραία της πλάκας

More information

The graph of y = x (or y = ) consists of two branches, As x 0, y + ; as x 0, y +. x = 0 is the

The graph of y = x (or y = ) consists of two branches, As x 0, y + ; as x 0, y +. x = 0 is the Copyright itutcom 005 Fr download & print from wwwitutcom Do not rproduc by othr mans Functions and graphs Powr functions Th graph of n y, for n Q (st of rational numbrs) y is a straight lin through th

More information

1 Isoparametric Concept

1 Isoparametric Concept UNIVERSITY OF CALIFORNIA BERKELEY Dpartmnt of Civil Enginring Spring 06 Structural Enginring, Mchanics and Matrials Profssor: S. Govindj Nots on D isoparamtric lmnts Isoparamtric Concpt Th isoparamtric

More information

Ch. 24 Molecular Reaction Dynamics 1. Collision Theory

Ch. 24 Molecular Reaction Dynamics 1. Collision Theory Ch. 4 Molcular Raction Dynamics 1. Collision Thory Lctur 16. Diffusion-Controlld Raction 3. Th Matrial Balanc Equation 4. Transition Stat Thory: Th Eyring Equation 5. Transition Stat Thory: Thrmodynamic

More information

GEOMETRICAL PHENOMENA IN THE PHYSICS OF SUBATOMIC PARTICLES. Eduard N. Klenov* Rostov-on-Don, Russia

GEOMETRICAL PHENOMENA IN THE PHYSICS OF SUBATOMIC PARTICLES. Eduard N. Klenov* Rostov-on-Don, Russia GEOMETRICAL PHENOMENA IN THE PHYSICS OF SUBATOMIC PARTICLES Eduard N. Klnov* Rostov-on-Don, Russia Th articl considrs phnomnal gomtry figurs bing th carrirs of valu spctra for th pairs of th rmaining additiv

More information

Problem Set 6 Solutions

Problem Set 6 Solutions 6.04/18.06J Mathmatics for Computr Scinc March 15, 005 Srini Dvadas and Eric Lhman Problm St 6 Solutions Du: Monday, March 8 at 9 PM in Room 3-044 Problm 1. Sammy th Shark is a financial srvic providr

More information

COHORT MBA. Exponential function. MATH review (part2) by Lucian Mitroiu. The LOG and EXP functions. Properties: e e. lim.

COHORT MBA. Exponential function. MATH review (part2) by Lucian Mitroiu. The LOG and EXP functions. Properties: e e. lim. MTH rviw part b Lucian Mitroiu Th LOG and EXP functions Th ponntial function p : R, dfind as Proprtis: lim > lim p Eponntial function Y 8 6 - -8-6 - - X Th natural logarithm function ln in US- log: function

More information

Section 11.6: Directional Derivatives and the Gradient Vector

Section 11.6: Directional Derivatives and the Gradient Vector Sction.6: Dirctional Drivativs and th Gradint Vctor Practic HW rom Stwart Ttbook not to hand in p. 778 # -4 p. 799 # 4-5 7 9 9 35 37 odd Th Dirctional Drivativ Rcall that a b Slop o th tangnt lin to th

More information

Solution: APPM 1360 Final (150 pts) Spring (60 pts total) The following parts are not related, justify your answers:

Solution: APPM 1360 Final (150 pts) Spring (60 pts total) The following parts are not related, justify your answers: APPM 6 Final 5 pts) Spring 4. 6 pts total) Th following parts ar not rlatd, justify your answrs: a) Considr th curv rprsntd by th paramtric quations, t and y t + for t. i) 6 pts) Writ down th corrsponding

More information

Symmetric centrosymmetric matrix vector multiplication

Symmetric centrosymmetric matrix vector multiplication Linar Algbra and its Applications 320 (2000) 193 198 www.lsvir.com/locat/laa Symmtric cntrosymmtric matrix vctor multiplication A. Mlman 1 Dpartmnt of Mathmatics, Univrsity of San Francisco, San Francisco,

More information

Estimation of apparent fraction defective: A mathematical approach

Estimation of apparent fraction defective: A mathematical approach Availabl onlin at www.plagiarsarchlibrary.com Plagia Rsarch Library Advancs in Applid Scinc Rsarch, 011, (): 84-89 ISSN: 0976-8610 CODEN (USA): AASRFC Estimation of apparnt fraction dfctiv: A mathmatical

More information

Chapter 6. The Discrete Fourier Transform and The Fast Fourier Transform

Chapter 6. The Discrete Fourier Transform and The Fast Fourier Transform Pusan ational Univrsity Chaptr 6. Th Discrt Fourir Transform and Th Fast Fourir Transform 6. Introduction Frquncy rsponss of discrt linar tim invariant systms ar rprsntd by Fourir transform or z-transforms.

More information

Differentiation of Exponential Functions

Differentiation of Exponential Functions Calculus Modul C Diffrntiation of Eponntial Functions Copyright This publication Th Northrn Albrta Institut of Tchnology 007. All Rights Rsrvd. LAST REVISED March, 009 Introduction to Diffrntiation of

More information

1.2 Faraday s law A changing magnetic field induces an electric field. Their relation is given by:

1.2 Faraday s law A changing magnetic field induces an electric field. Their relation is given by: Elctromagntic Induction. Lorntz forc on moving charg Point charg moving at vlocity v, F qv B () For a sction of lctric currnt I in a thin wir dl is Idl, th forc is df Idl B () Elctromotiv forc f s any

More information

Types of Transfer Functions. Types of Transfer Functions. Ideal Filters. Ideal Filters. Ideal Filters

Types of Transfer Functions. Types of Transfer Functions. Ideal Filters. Ideal Filters. Ideal Filters Typs of Transfr Typs of Transfr Th tim-domain classification of an LTI digital transfr function squnc is basd on th lngth of its impuls rspons: - Finit impuls rspons (FIR) transfr function - Infinit impuls

More information

Lorentz force rotor formulation.

Lorentz force rotor formulation. Lorntz forc rotor formulation. Ptr Joot ptr.joot@gmail.com March 18, 2009. Last Rvision: Dat : 2009/03/2321 : 19 : 46 Contnts 1 Motivation. 1 2 In trms of GA. 1 2.1 Omga bivctor............................

More information

TRANSISTOR AND DIODE STUDIES. Prof. H. J. Zimmermann Prof. S. J. Mason C. R. Hurtig Prof. R. B. Adler Dr. W. D. Jackson R. E.

TRANSISTOR AND DIODE STUDIES. Prof. H. J. Zimmermann Prof. S. J. Mason C. R. Hurtig Prof. R. B. Adler Dr. W. D. Jackson R. E. XI. TANSISTO AND DIODE STUDIES Prof. H. J. Zimmrmann Prof. S. J. Mason C.. Hurti Prof.. B. Adlr Dr. W. D. Jackson. E. Nlson A. DESIGN OF TANSFOMEESS TANSISTO AUDIO AMPIFIES Considrabl ffort by many oranizations

More information

Elements of Statistical Thermodynamics

Elements of Statistical Thermodynamics 24 Elmnts of Statistical Thrmodynamics Statistical thrmodynamics is a branch of knowldg that has its own postulats and tchniqus. W do not attmpt to giv hr vn an introduction to th fild. In this chaptr,

More information

Recall that by Theorems 10.3 and 10.4 together provide us the estimate o(n2 ), S(q) q 9, q=1

Recall that by Theorems 10.3 and 10.4 together provide us the estimate o(n2 ), S(q) q 9, q=1 Chaptr 11 Th singular sris Rcall that by Thorms 10 and 104 togthr provid us th stimat 9 4 n 2 111 Rn = SnΓ 2 + on2, whr th singular sris Sn was dfind in Chaptr 10 as Sn = q=1 Sq q 9, with Sq = 1 a q gcda,q=1

More information

Search sequence databases 3 10/25/2016

Search sequence databases 3 10/25/2016 Sarch squnc databass 3 10/25/2016 Etrm valu distribution Ø Suppos X is a random variabl with probability dnsity function p(, w sampl a larg numbr S of indpndnt valus of X from this distribution for an

More information

Introduction to Arithmetic Geometry Fall 2013 Lecture #20 11/14/2013

Introduction to Arithmetic Geometry Fall 2013 Lecture #20 11/14/2013 18.782 Introduction to Arithmtic Gomtry Fall 2013 Lctur #20 11/14/2013 20.1 Dgr thorm for morphisms of curvs Lt us rstat th thorm givn at th nd of th last lctur, which w will now prov. Thorm 20.1. Lt φ:

More information

BINOMIAL COEFFICIENTS INVOLVING INFINITE POWERS OF PRIMES

BINOMIAL COEFFICIENTS INVOLVING INFINITE POWERS OF PRIMES BINOMIAL COEFFICIENTS INVOLVING INFINITE POWERS OF PRIMES DONALD M. DAVIS Abstract. If p is a prim (implicit in notation and n a positiv intgr, lt ν(n dnot th xponnt of p in n, and U(n n/p ν(n, th unit

More information

3 Finite Element Parametric Geometry

3 Finite Element Parametric Geometry 3 Finit Elmnt Paramtric Gomtry 3. Introduction Th intgral of a matrix is th matrix containing th intgral of ach and vry on of its original componnts. Practical finit lmnt analysis rquirs intgrating matrics,

More information

The van der Waals interaction 1 D. E. Soper 2 University of Oregon 20 April 2012

The van der Waals interaction 1 D. E. Soper 2 University of Oregon 20 April 2012 Th van dr Waals intraction D. E. Sopr 2 Univrsity of Orgon 20 pril 202 Th van dr Waals intraction is discussd in Chaptr 5 of J. J. Sakurai, Modrn Quantum Mchanics. Hr I tak a look at it in a littl mor

More information

Solving Projection Problems Using Spectral Analysis

Solving Projection Problems Using Spectral Analysis Financ 50, Tim Sris Analysis Christiano Solving Projction Problms Using Spctral Analysis This not dscribs th us of th tools of spctral analysis to solv projction problms. Th four tools usd ar th Wold dcomposition

More information

Section 6.1. Question: 2. Let H be a subgroup of a group G. Then H operates on G by left multiplication. Describe the orbits for this operation.

Section 6.1. Question: 2. Let H be a subgroup of a group G. Then H operates on G by left multiplication. Describe the orbits for this operation. MAT 444 H Barclo Spring 004 Homwork 6 Solutions Sction 6 Lt H b a subgroup of a group G Thn H oprats on G by lft multiplication Dscrib th orbits for this opration Th orbits of G ar th right costs of H

More information

Total Wave Function. e i. Wave function above sample is a plane wave: //incident beam

Total Wave Function. e i. Wave function above sample is a plane wave: //incident beam Total Wav Function Wav function abov sampl is a plan wav: r i kr //incidnt bam Wav function blow sampl is a collction of diffractd bams (and ): r i k r //transmittd bams k ks W nd to know th valus of th.

More information

MATH 1080 Test 2-SOLUTIONS Spring

MATH 1080 Test 2-SOLUTIONS Spring MATH Tst -SOLUTIONS Spring 5. Considr th curv dfind by x = ln( 3y + 7) on th intrval y. a. (5 points) St up but do not simplify or valuat an intgral rprsnting th lngth of th curv on th givn intrval. =

More information

On spanning trees and cycles of multicolored point sets with few intersections

On spanning trees and cycles of multicolored point sets with few intersections On spanning trs and cycls of multicolord point sts with fw intrsctions M. Kano, C. Mrino, and J. Urrutia April, 00 Abstract Lt P 1,..., P k b a collction of disjoint point sts in R in gnral position. W

More information

Introduction to the quantum theory of matter and Schrödinger s equation

Introduction to the quantum theory of matter and Schrödinger s equation Introduction to th quantum thory of mattr and Schrödingr s quation Th quantum thory of mattr assums that mattr has two naturs: a particl natur and a wa natur. Th particl natur is dscribd by classical physics

More information

Chapter 10. The singular integral Introducing S(n) and J(n)

Chapter 10. The singular integral Introducing S(n) and J(n) Chaptr Th singular intgral Our aim in this chaptr is to rplac th functions S (n) and J (n) by mor convnint xprssions; ths will b calld th singular sris S(n) and th singular intgral J(n). This will b don

More information

Forces. Quantum ElectroDynamics. α = = We have now:

Forces. Quantum ElectroDynamics. α = = We have now: W hav now: Forcs Considrd th gnral proprtis of forcs mdiatd by xchang (Yukawa potntial); Examind consrvation laws which ar obyd by (som) forcs. W will nxt look at thr forcs in mor dtail: Elctromagntic

More information

Optics and Non-Linear Optics I Non-linear Optics Tutorial Sheet November 2007

Optics and Non-Linear Optics I Non-linear Optics Tutorial Sheet November 2007 Optics and Non-Linar Optics I - 007 Non-linar Optics Tutorial Sht Novmbr 007 1. An altrnativ xponntial notion somtims usd in NLO is to writ Acos (") # 1 ( Ai" + A * $i" ). By using this notation and substituting

More information

2. THE GENERAL LEAST SQUARES ADJUSTMENT TECHNIQUE

2. THE GENERAL LEAST SQUARES ADJUSTMENT TECHNIQUE . HE GENERAL LEAS SUARES ADJUSMEN ECHNIUE A common tratmnt of th last squars tchniqu of stimation starts with simpl linar mathmatical modls havin osrvations (or masurmnts) as xplicit functions of paramtrs

More information

First order differential equation Linear equation; Method of integrating factors

First order differential equation Linear equation; Method of integrating factors First orr iffrntial quation Linar quation; Mtho of intgrating factors Exampl 1: Rwrit th lft han si as th rivativ of th prouct of y an som function by prouct rul irctly. Solving th first orr iffrntial

More information

Sundials and Linear Algebra

Sundials and Linear Algebra Sundials and Linar Algbra M. Scot Swan July 2, 25 Most txts on crating sundials ar dirctd towards thos who ar solly intrstd in making and using sundials and usually assums minimal mathmatical background.

More information

10. Limits involving infinity

10. Limits involving infinity . Limits involving infinity It is known from th it ruls for fundamntal arithmtic oprations (+,-,, ) that if two functions hav finit its at a (finit or infinit) point, that is, thy ar convrgnt, th it of

More information

DIFFERENTIAL EQUATION

DIFFERENTIAL EQUATION MD DIFFERENTIAL EQUATION Sllabus : Ordinar diffrntial quations, thir ordr and dgr. Formation of diffrntial quations. Solution of diffrntial quations b th mthod of sparation of variabls, solution of homognous

More information

u x v x dx u x v x v x u x dx d u x v x u x v x dx u x v x dx Integration by Parts Formula

u x v x dx u x v x v x u x dx d u x v x u x v x dx u x v x dx Integration by Parts Formula 7. Intgration by Parts Each drivativ formula givs ris to a corrsponding intgral formula, as w v sn many tims. Th drivativ product rul yilds a vry usful intgration tchniqu calld intgration by parts. Starting

More information

1973 AP Calculus AB: Section I

1973 AP Calculus AB: Section I 97 AP Calculus AB: Sction I 9 Minuts No Calculator Not: In this amination, ln dnots th natural logarithm of (that is, logarithm to th bas ).. ( ) d= + C 6 + C + C + C + C. If f ( ) = + + + and ( ), g=

More information

COUNTING TAMELY RAMIFIED EXTENSIONS OF LOCAL FIELDS UP TO ISOMORPHISM

COUNTING TAMELY RAMIFIED EXTENSIONS OF LOCAL FIELDS UP TO ISOMORPHISM COUNTING TAMELY RAMIFIED EXTENSIONS OF LOCAL FIELDS UP TO ISOMORPHISM Jim Brown Dpartmnt of Mathmatical Scincs, Clmson Univrsity, Clmson, SC 9634, USA jimlb@g.clmson.du Robrt Cass Dpartmnt of Mathmatics,

More information

Middle East Technical University Department of Mechanical Engineering ME 413 Introduction to Finite Element Analysis

Middle East Technical University Department of Mechanical Engineering ME 413 Introduction to Finite Element Analysis Middl East Tchnical Univrsity Dpartmnt of Mchanical Enginring ME Introduction to Finit Elmnt Analysis Chaptr 5 Two-Dimnsional Formulation Ths nots ar prpard by Dr. Cünyt Srt http://www.m.mtu.du.tr/popl/cunyt

More information

Engineering 323 Beautiful HW #13 Page 1 of 6 Brown Problem 5-12

Engineering 323 Beautiful HW #13 Page 1 of 6 Brown Problem 5-12 Enginring Bautiful HW #1 Pag 1 of 6 5.1 Two componnts of a minicomputr hav th following joint pdf for thir usful liftims X and Y: = x(1+ x and y othrwis a. What is th probability that th liftim X of th

More information

Properties of Quarks ( ) Isospin. π = 1, 1

Properties of Quarks ( ) Isospin. π = 1, 1 Proprtis of Quarks Isospin So far, w hav discussd thr familis of lptons but principally concntratd on on doublt of quarks, th u and d. W will now introduc othr typs of quarks, along with th nw quantum

More information

Procdings of IC-IDC0 ( and (, ( ( and (, and (f ( and (, rspctivly. If two input signals ar compltly qual, phas spctra of two signals ar qual. That is

Procdings of IC-IDC0 ( and (, ( ( and (, and (f ( and (, rspctivly. If two input signals ar compltly qual, phas spctra of two signals ar qual. That is Procdings of IC-IDC0 EFFECTS OF STOCHASTIC PHASE SPECTRUM DIFFERECES O PHASE-OLY CORRELATIO FUCTIOS PART I: STATISTICALLY COSTAT PHASE SPECTRUM DIFFERECES FOR FREQUECY IDICES Shunsu Yamai, Jun Odagiri,

More information

Differential Equations

Differential Equations Prfac Hr ar m onlin nots for m diffrntial quations cours that I tach hr at Lamar Univrsit. Dspit th fact that ths ar m class nots, th should b accssibl to anon wanting to larn how to solv diffrntial quations

More information

On the irreducibility of some polynomials in two variables

On the irreducibility of some polynomials in two variables ACTA ARITHMETICA LXXXII.3 (1997) On th irrducibility of som polynomials in two variabls by B. Brindza and Á. Pintér (Dbrcn) To th mmory of Paul Erdős Lt f(x) and g(y ) b polynomials with intgral cofficints

More information

Title: Vibrational structure of electronic transition

Title: Vibrational structure of electronic transition Titl: Vibrational structur of lctronic transition Pag- Th band spctrum sn in th Ultra-Violt (UV) and visibl (VIS) rgions of th lctromagntic spctrum can not intrprtd as vibrational and rotational spctrum

More information

A Simplified Theory of Microwave Pulse Compression

A Simplified Theory of Microwave Pulse Compression Circuit and Elctromantic Systm Dsin Nots Not 57 uust 8 Simplifid Thory of Microwav Puls Comprssion ndry D ndrv, Evrtt G Farr, and Edl Schamilolu Univrsity of Nw Mxico, ECE Dpartmnt, lbuqurqu, NM 873 Farr

More information