Physical and Interfacial Electrochemistry Lecture 4. Electrochemical Thermodynamics. Thermodynamics of electrochemical systems
|
|
- Natalie Fisher
- 5 years ago
- Views:
Transcription
1 Physcal and Intrfacal Elctrochmstry 213 Lctur 4. Elctrochmcal Thrmodynamcs Modul JS CH334 MolcularThrmodynamcs and Kntcs Thrmodynamcs of lctrochmcal systms Thrmodynamcs, th scnc of possblts s of gnral utlty. Th wll stablshd mthods of thrmodynamcs may b radly appld to lctrochmcal s. W can radly comput thrmodynamc stat functons such as G, H and S for a chmcal racton by dtrmnng how th opn crcut potntal E vars wth soluton tmpratur. W can comput th thrmodynamc ffcncy of a ful provdd that G and H for th racton can b valuatd. W can also us masurmnts of qulbrum potntals to dtrmn th concntraton of a rdox actv substanc prsnt at th lctrod/soluton ntrfac. Ths s th bass for potntomtrc chmcal snsng. M Ox, Rd Rd',Ox' M ' - Anod Oxdaton - loss LHS + Cathod Rducton - gan RHS 1
2 Standard Elctrod Potntals Standard rducton potntal (E ) s th voltag assocatd wth a rducton racton at an lctrod whn all soluts ar 1 M and all gass ar at 1 atm. Rducton Racton H + (1 M) 2H 2 (1 atm) E = V Standard hydrogn lctrod (SHE) Masurmnt of standard rdox potntal E for th rdox coupl A(aq)/B(aq). lctron flow E rfrnc lctrod SHE P t H 2 n H 2 (g) A(aq) Pt ndcator lctrod H + (aq) B(aq) salt brdg tst rdox coupl E provds a quanttatv masur for th thrmodynamc tndncy of a rdox coupl to undrgo rducton or oxdaton. 2
3 Standard lctrod potntal E s for th racton as wrttn Th mor postv E th gratr th tndncy for th substanc to b rducd Th half- ractons ar rvrsbl Th sgn of E changs whn th racton s rvrsd Changng th stochomtrc coffcnts of a half- racton dos not chang th valu of E 19.3 W should rcall from our CH111 lctrochmstry lcturs that any combnaton of two rdox coupls may b usd to fabrcat a galvanc. Ths faclty can thn b usd to obtan usful thrmodynamc nformaton about a racton whch would b othrws dffcult to obtan. Hrn ls th usfulnss of lctrochmcal thrmodynamcs. Gvn any two rdox coupls A/B and P/Q w can radly us tabls of standard rducton potntals to dtrmn whch of th two coupls s prfrntally rducd. Onc ths s known th galvanc can b constructd, th nt potntal can b valuatd, and knowng ths usful thrmodynamc nformaton can b obtand for th racton. Th procdur s smpl to apply. On dtrmns th coupl wth th most postv standard rducton potntal (or th most postv qulbrum potntal E dtrmnd va th Nrnst quaton f th concntratons of th ractants dffr from 1 mol dm -3 ). Ths coupl wll undrgo rducton at th cathod. Th othr rdox coupl wll consquntly undrgo oxdaton at th anod. Ths nformaton can also b usd to dtrmn th drcton of lctron flow, for upon placng a load on th lctrons wll flow out of th anod bcaus of th occurrnc of a spontanous d-lctronaton (othrws known as oxdaton or lctron loss) racton, through th xtrnal crcut and nto th cathod causng a spontanous lctronaton (aka rducton or lctron gan) racton to occur. Hnc n a drvn th anod wll b th ngatv pol of th and th cathod th postv pol. Now accordng to th IUPAC convnton f th racton s spontanous th rsultant potntal wll b postv. W nsur that such s th cas by wrtng th cathod racton on th rhs, and th anod racton on th lhs of th dagram. Thn snc E,rhs s mor postv than E, lhs a postv potntal V wll b guarantd 3
4 A P B Q E E RHS E LHS E cathod E anod lctron flow Anod Oxdaton M - P(aq) V A(aq) + M Cathod Rducton E,anod Q(aq) B(aq) E,cathod A n B Cathod PQm Anod E E( T ) G, H, S, salt brdg rdox coupl ma np mb nq Q aa m n B Q R m n aa A P E Rlaton btwn thrmodynamcs of racton and obsrvd potntal Whn a spontanous racton taks plac n a Galvanc, lctrons ar dpostd n on lctrod (th st of oxdaton or anod) and collctd from anothr (th st of rducton or cathod), and so thr s a nt flow of currnt whch can b usd to do lctrcal work W. From thrmodynamcs w not that maxmum lctrcal work don at constant tmpratur and prssur W s qual to th chang n Gbbs fr nrgy G for th nt racton. W us basc physcs to valuat th lctrcal work W don n movng n mol Elctrons through a potntal dffrnc of E. W q E E 1 lctron : W N E 1 mol lctrons : A n mol lctrons : G W n N E n F E A W n N A E G W 4
5 A n B E A, B P m Q E P Q ma mn mb np nm nq, W assum that E A,B s mor postv than E P,Q and so s assgnd as th cathod racton. W subtract th two ractons to obtan th followng rsult. ma np mb nq ma nq mb np To procd w subtract th corrspondng thrmodynamc stat functons In ths cas G,,,,,, G mg ng m nfe mfe nmf E E nmfe A B P Q A B P Q A B P Q Not that nm dnots th numbr of lctrons transfrrd pr mol of racton as wrttn. ma np mb nq A n B Cathod m n abaq Nt Cll Racton QR m n P Q m Anod a a A P Th stablshmnt of qulbrum dos not mply th cssaton of rdox actvty at th ntrfac. Th condton of qulbrum mpls an qualty n th lctrochmcal potntals of th transfrrng spcs n th two phass and n th stablshmnt of a compnsatng two way flow of charg across th ntrfac rsultng n a dfnt qulbrum potntal dffrnc or E. A sngl qulbrum potntal dffrnc may not b masurd. Instad a potntal s masurd btwn two lctrods (a tst or ndcator lctrod and a rfrnc lctrod). Ths s a potntomtrc masurmnt. Th potntal of th ndcator lctrod s rlatd to th actvts of on or mor of th componnts of th tst soluton and t thrfor dtrmns th ovrall qulbrum potntal E. Undr dal crcumstancs, th rspons of th ndcator lctrod to changs n analyt spcs actvty at th ndcator lctrod/soluton ntrfac should b rapd, rvrsbl and govrnd by th Nrnst quaton. Th ET racton nvolvng th analyt spcs should b kntcally facl and th rato of th analyt/product concntraton should dpnd on th ntrfacal potntal dffrnc va th Nrnst quaton. 5
6 Th potntomtrc masurmnt. Potntal radng Dvc (DVM) In a potntomtrc masurmnt two lctrods ar usd. Ths consst of th ndcator or snsng lctrod, and a rfrnc lctrod. A Elctroanalytcal masurmnts rlatng potntal to analyt B concntraton rly on th rspons of on lctrod only (th ndcator lctrod). Rfrnc Indcator Th othr lctrod, th rfrnc lctrod lctrod lctrod s ndpndnt of th Soluton contanng soluton composton and provds analyt spcs A stabl constant potntal. Th opn crcut potntal s masurd usng a potntal masurng dvc such as a potntomtr, a hgh mpdanc voltamtr or an lctromtr. Equlbrum condton btwn phass: chmcal potntal. It s wll known from basc chmcal thrmodynamcs that f two phass and wth a common unchargd spcs, ar brought togthr, thn th tndncy of spcs to pass from phas to phas wll b dtrmnd by th dffrnc n th chmcal Potntal btwn th two phass. Th condton for qulbrum s Th standard thrmodynamc dfnton of th chmcal potntal s: G n nk, P, T Altrnatvly w can vw th chmcal potntal of a spcs n a phas as a masur of th work that must b don for th rvrsbl transfr of on mol of unchargd spcs from th gasous stat of unt fugacty (th rfrnc stat) nto th bulk of phas. In lctrochmstry w dal wth chargd spcs and chargd phass. Phas ~ Phas 6
7 Elctrochmcal Actvty W consdr th work don W n transfrrng a spcs from th ntror of a standard phas to th ntror of th phas of ntrst. W also assum that th spcs has a charg q = z. Standard Phas W Dstnaton Phas Th lctrochmcal actvty can b dfnd n th followng mannr. q zf W a axp axp xp kt B RT kt B a a If two phass and contan a spcs wth dffrnt lctrochmcal actvts such that th lctrochmcal actvty of spcs n phas s gratr than that of phas thn thr s a tndncy for spcs to lav phas and ntr phas. Th drvng forc for th transport of spcs s th dffrnc n lctrochmcal actvty btwn th two phass. In th lattr xprsson a rprsnts th actvty of spcs. Now from th dfnton of lctrochmcal actvty zf aaxp RT zf aaxp RT Hnc a a zf xp a a RT a zf xp a RT W can follow th lad of Lws and ntroduc th dffrnc n lctrochmcal potntal as follows. W can mmdatly dduc a rlatonshp btwn th lctrochmcal potntal dffrnc and th rato of lctrochmcal actvts btwn two phass and va th followng rlatonshps. a a RT ln RT ln zf a a zf Hnc th dffrnc n lctrochmcal potntal s splt up nto two dstnct componnts. Frst, th dffrnc n chmcal potntal and scond th dffrnc n lctrcal potntal. Hnc w not that th lctrochmcal potntal s dfnd as th work rqurd to transfr 1 mol of chargd spcs from nfnty n vacuum nto a matral phas. Ths work conssts of thr sparat trms. Th frst consttuts a chmcal trm whch ncluds all short rang ntractons btwn spcs (such as an on) and ts nvronmnt (on/dpol ntracton, on/nducd dpol ntractons, dsprson forcs tc). Ths consttuts th chmcal potntal trm. Th scond consttuts an lctrostatc trm lnkd to th crossng of th layr of orntd ntrfacal dpols (z F). Th thrd consttuts an lctrostatc trm lnkd to th charg of th phas (z F). Th outr potntal y s th work don n brngng a tst charg from nfnty up to a pont outsd a phas whr th nflunc of short rang mag forcs can b nglctd. Th surfac potntal c dfns th work don to brng a tst charg across th surfac layr of orntd dpols at th ntrfac. Hnc th nnr Galvan potntal f s thn dfnd as th work don to brng th tst charg from nfnty to th nsd of th phas n quston and so w dfn: 7
8 Elctrod q M Elctrolyt Soluton q S zf zf RT ln a z F Vacuum Chargd Intrfac Dsmantl ntrfac. Rmov all xcss charg & orntd dpol layrs Vacuum = = Dpol layr across mtal No dpol layr Vacuum Unchargd mtal Charg lctrod Charg soluton Unchargd soluton No dpol layr Orntd dpol Layr on soluton Chargd lctrod wth Dpol layr q M q S Chargd soluton wth Dpol layr Elctrochmcal Potntal In lctrochmstry w dal wth chargd spcs and chargd phass, and on ntroducs th da of th lctrochmcal potntal whch s dfnd as th work xpndd n transfrrng on mol of chargd spcs from a gvn rfrnc stat at nfnty nto th bulk of an lctrcally chargd phas. G n nk, P, T ~ G Elctrochmcal potntal Elctrochmcal Gbbs nrgy It s somtms usful to sparat th lctrochmcal potntal nto chmcal and lctrcal componnts as follows. zf q Spcs valnc Chmcal potntal Galvan lctrcal potntal Spcs charg Equlbrum nvolvng chargd spcs transfr btwn two adacnt phass s attand whn no dffrnc xsts btwn th lctrochmcal potntals of that spcs n th two phass. 8
9 Rgorous Analyss of Elctrochmcal Equlbrum E F Enrgy Rfrnc Vacuum Lvl Flld lctronc nrgy lvls Bfor Contact E F Ox Rd Whn two phass com nto contact th lctrochmcal potntals of th spcs n ach phas quat. For qulbrum at mtal/soluton ntrfac th lctrochmcal potntal of th lctron n both phass quat. Mtal Rfrnc Vacuum Lvl Aftr Contact Va procss of Charg transfr Enrgy E F Mtal Flld lctronc nrgy lvls Ox Rd Th Nrnst Equaton W consdr th followng ET racton. Ox At qulbrum zox n W not th followng Also Rd n zox zrd zo zr zrd n O R F O OzOF zf R R R RT ln a RT ln a O O O R R R Hnc ln ln O RT ao n zof RT a z F R R R Smplfyng w gt ar RO ln R O a n RT z z F O ar RO ln a n RT nf O Hnc R O RT a R ln F n n a Also F At qulbrum R O RT a R ln n n ao Smplfyng w gt O F O R n RT ao ln nf nf a R RT a O ln nf a R ORn nf Ths s th Nrnst Equaton. 9
10 Rvw of Thrmodynamcs W rcall that th Gbbs nrgy G s usd To dtrmn whthr a chmcal racton Procds spontanously or not. W consdr th gas phas racton A(g) B (g). W lt dnot th xtnt of racton. Clarly < < 1. Whn = w hav pur A and whn = 1 w hav 1 mol A dstroyd and 1 mol B formd. Also dn A = -d and dn B = + d whr n dnots th quantty (mol) of matral usd up or formd. By dfnton th chang n Gbbs nrgy dg at constant T and P s rlatd to th chmcal potntal as follows: dg AdnA BdnB Ad Bd B Ad Furthrmor (1) In th lattr th symbol (1) r G = racton Gbbs fr nrgy Snc vars wth composton Thn so also dos r G. G dg PT, d (2) Hnc w gt from qn. 1 and 2 G PT, G r B A (3) 1
11 If A > B thn A B s spontanous and r Gs ngatv. If A > B thn B A s spontanous and r G s postv. If A = m B thn r G = and chmcal qulbrum has bn achvd. Snc A and B ar dal gass thn w wrt pa A A RT ln p pb B B RT ln p pb pa B A B A RT ln RT ln r p p p B B A RT ln pa G RTln Q r R Q R = racton quotnt K = Equlbrum constant QR G RTln K RTln QR RTln K G G RTln Q r r R At qulbrum Q R = K and r G= G RT r ln K Gbbs nrgy and chmcal qulbrum. G Racton not spontanous In forward drcton P R G Equlbrum Q=K Q larg, Q>K [P]>>[R] G postv Q small, Q<K [P]<<[R] G ngatv G G R P Racton spontanous In forward drcton Standard stat Q=1 lnq= ln Q G G RT ln Q 11
12 Th xprsson ust drvd for th spcal cas A B can also b drvd mor gnrally. If w st n as th stochomtrc coffcnt of spcs (ngatv for ractants and postv for products, w can drv th followng. G dg d d PT, G G r PT, G RT ln a r rg RT ln a rgrtln a G G RTln Q r r R W can rlat chmcal potntal to actvty a as follows. RTln a In th lattr w hav ntroducd th followng dfntons. Q a R ln a Agan at qulbrum G f Standard fr nrgy oof formaton of spcs. v ln a rg QR K rg RTln K K a G G r f Potntomtrc Masurmnts W now mnton th practcalts of conductng a potntomtrc masurmnt. A two lctrod lctrochmcal s usd. Ths conssts of a rfrnc lctrod and an ndcator lctrod. Th obct of thxrcsstomakamasurmnt of th qulbrum potntal wthout drawng any sgnfcant currnt snc w not that th qulbrum potntal s dfnd as E = ( --> ) whr Df dnots th Galvan potntal dffrnc masurd btwn th trmnals.ths obctv s achvd thr usng a null dtctng potntomtr or a hgh mpdanc voltmtr. 12
13 Th scond masurmnt protocol nvolvs us of an lctromtr. Th lattr s basd on a voltag followr crcut. A voltag followr mploys an opratonal amplfr. Th amplfr has two nput trmnals calld th summng pont S (or nvrtng nput) and th followr nput F (or non-nvrtng nput). Not that th postv or ngatv sgns at th nput trmnals do not rflct th nput voltag polarty but rathr th non nvrtng and nvrtng natur rspctvly of th nputs. Now th fundamntal proprty of th opratonal amplfr s that th output voltag V o s th nvrtd, amplfd voltag dffrnc V whr V = V - -V + dnots th voltag of th nvrtng nput wth rspct to th non nvrtng nput. Hnc w can wrt that V o AV AV AV In th lattr A dnots th opn loop gan of th amplfr. Although dally A should b nfnt t wll typcally b 1 5. V o AV AV o V V o V 1 1 V A Also dally th amplfr should xhbt an nfnt nput mpdanc so that thy can accpt nput voltags wthout drawng any currnt from th voltag sourc. Ths s why w can masur a voltag wthout any prturbaton. In practc th nput mpdanc wll b larg but fnt (typcally 1 6 ). An dal amplfr should also b abl to supply any dsrd currnt to a load. Th output mpdanc should b zro. In practc amplfrs can supply currnts n th ma rang although hghr currnt output can also b achvd. Kpng ths commnts n mnd w can now dscuss th opraton of th voltag followr crcut prsntd In ths confguraton th ntr output voltag s rturnd to th nvrtng nput.. If V rprsnts th nput voltag thn w s from th analyss outlnd across that th crcut s calld a voltag followr bcaus th output voltag s th sam as th nput voltag. Th crcut offrs a vry hgh nput mpdanc and a vry low output mpdanc and can thrfor b usd to masuravoltagwthoutprturbngth voltag sgnfcantly. Th Nrnst quaton. Th potntal dvlopd by a Galvanc dpnds on th composton of th. From thrmodynamcs th Gbbs nrgy chang for a chmcal racton G vars wth composton of th racton mxtur n a wll dfnd mannr. W us th rlatonshp btwn G and E to obtan th Nrnst quaton. rg nfe rg nfe nfe nfe RT ln Q RT ln nf E E Q R R T = 298K G G RTln Q r r R RT/F = 25.7 mv At T = 298 K.592 E E log Q R n Nrnst qn. holds for sngl rdox coupls and nt ractons. QR Racton quotnt products ractants 13
14 Zn( s) Cu E 2 ( aq) Zn E 2.59 log 2 ( aq) Cu( s) 2 Zn 2 Cu Equlbrum G E Q K W R Dad Q 1 W larg Q 1 E E As oprats 2 2 [ Zn ] [ Cu ] Q R E Q Zn Cu 2 2 Q 1 W small Dtrmnaton of thrmodynamc paramtrs from E vs tmpratur data. Masurmnt of th zro currnt potntal E as a functon of tmpratur T nabls thrmodynamc quantts such as th racton nthalpy H and racton ntropy S to b valuatd for a racton. Gbbs-Hlmholtz qn. G r rh rgt T P r G nfe E a b E T rh nfe T nfe T E nfe nft T P E rh nfet T P 2 T T ct P T a, b and c tc ar constants, whch can b postv or ngatv. T s a rfrnc tmpratur (298K) Tmpratur coffcnt of zro currnt potntal obtand from xprmntal E=E(T) data. Typcal valus l n rang VK -1 14
15 Onc H and G ar known thn S may b valuatd. rg rh TrS rh rg rs T 1 E rs nfenft nfe T T P E rs nf T Elctrochmcal masurmnts of potntal conductd undr condtons of zro currnt flow as a functon of tmpratur provd a sophstcatd mthod of dtrmnng usful thrmodynamc quantts. P Fundamntals of potntomtrc masurmnt : th Nrnst Equaton. Th potntal of th ndcator lctrod s rlatd to th actvts of on or mor of th componnts of lctron flow th tst soluton and t thrfor dtrmns th ovrall E qulbrum potntal E. Undr dal rfrnc crcumstancs, lctrod th rspons of SHE th ndcator lctrod to changs n analyt Pt spcs actvty at th ndcator lctrod/ soluton ntrfac should b rapd, rvrsbl and govrnd by th Nrnst quaton. H 2 n H 2 (g) H + (aq) A(aq) B(aq) salt brdg rdox coupl Th ET racton nvolvng th analyt spcs should b kntcally facl and th rato of th analyt/product concntraton should dpnd on th ntrfacal potntal dffrnc va th Nrnst quaton. Pt ndcator lctrod tst analyt 15
16 Hydrogn/oxygn ful Rmmbr CH111 Elctrochmstry: GnFE q, E E E q, q, C q, A Ballard PEM Ful Cll. 16
17 max max Effcncy of ful (I). GnFEq, Effcncy =work output/hat nput Eq, Eq, C Eq, A For lctrochmcal or cold combuston: Hat nput ntalphy chang H for racton Work output Gbbs nrgy chang G for racton rg rh TrS TrS 1 rh rh rh nfeq, H r Usually G H r 1 r H 2 (g) + ½ O 2 (g) H 2 O (l) G = kcal mol -1 ; H = kcal mol -1 n = 2, E q = V, =.83. Effcncy of ful (II). For all ral ful systms trmnal potntal E dos not qual th qulbrum valu E q, but wll b lss than t. Furthrmor E wll dcras n valu wth ncrasng currnt drawn from th ful. nfe nf E q ral H Ths occurs bcaus of: Slownss of on or mor ntrmdat stps of ractons occurrng at on or both lctrods. Slownss of mass transport procsss thr ractants to, or products from, th lctrods. Ohmc losss through th lctrolyt. ( ) H Sum of all ovrpotntal Losss. 17
18 Nrnst Equaton nvolvng both an lctron and proton transfr. W consdr th followng racton whch nvolvs both th transfr of m protons and n lctrons. Ths s a stuaton oftn found n bochmcal and organc ractons. A mh n B Th Nrnst quaton for ths typ of proton/lctron transfr qulbrum s gvn by th followng xprsson. E RT a B E ln m nf aaah Ths xprsson can b radly smplfd to th followng form E 2.33RT a B m RT E E ln 2.33 ph nf aa n F RTm SN 2.33 F n ph Ida: Potntomtrc masurmnts can gv rs to accurat ph masurmnts (spcally mtal oxd lctrods Lyons TEECE Group Rsarch 212/213). Hnc w prdct that a Nrnst plot of opn crcut or qulbrum Potntal vrsus soluton ph should b lnar Wth a Nrnst slop S N whos valu s drctly rlatd to th rdox stochomtry of th rdox racton through th m/n rato. Whn m = n thn w prdct that S N = - 2/33RT/F Whch s clos to 6 mv pr unt chang n ph at 298 K. Mmbran Potntal Snc w ar consdrng chargd spcs w dfn qulbrum In trms of qualty of lctrochmcal potntals. ( ) zf zf a a a M + M + a M + X - M + X - zf zf zf Now RT ln a RT ln a Hnc ln ln a RT ln a RT a zf RT a RT a ln zf zf a s th lctrc potntal ncssary To prvnt qualzaton of onc actvts by Dfuson across th mmbran. Nt - v Of cours a smlar rsult for th mmbran potntal can b obtand by qualzng th rato of lctrochmcal actvts and notng that th followng prtans. Mmbran prmabl only to M + on. Nt + v Now f w assum that W gt th fnal xprsson for th mmbran potntal RT a M ln zf a a zf a a xp 1 a RT RT a M ln zf a 18
Electrochemical Equilibrium Electromotive Force. Relation between chemical and electric driving forces
C465/865, 26-3, Lctur 7, 2 th Sp., 26 lctrochmcal qulbrum lctromotv Forc Rlaton btwn chmcal and lctrc drvng forcs lctrochmcal systm at constant T and p: consdr G Consdr lctrochmcal racton (nvolvng transfr
More informationGrand Canonical Ensemble
Th nsmbl of systms mmrsd n a partcl-hat rsrvor at constant tmpratur T, prssur P, and chmcal potntal. Consdr an nsmbl of M dntcal systms (M =,, 3,...M).. Thy ar mutually sharng th total numbr of partcls
More informationPhysical and Interfacial Electrochemistry Electrochemical Thermodynamics. Module JS CH3304 MolecularThermodynamics and Kinetics
Physical and Interfacial Electrochemistry 213 Lecture 4. Electrochemical Thermodynamics Module JS CH334 MolecularThermodynamics and Kinetics Thermodynamics of electrochemical systems Thermodynamics, the
More informationThe Hyperelastic material is examined in this section.
4. Hyprlastcty h Hyprlastc matral s xad n ths scton. 4..1 Consttutv Equatons h rat of chang of ntrnal nrgy W pr unt rfrnc volum s gvn by th strss powr, whch can b xprssd n a numbr of dffrnt ways (s 3.7.6):
More informationRelate p and T at equilibrium between two phases. An open system where a new phase may form or a new component can be added
4.3, 4.4 Phas Equlbrum Dtrmn th slops of th f lns Rlat p and at qulbrum btwn two phass ts consdr th Gbbs functon dg η + V Appls to a homognous systm An opn systm whr a nw phas may form or a nw componnt
More informationLecture 3: Phasor notation, Transfer Functions. Context
EECS 5 Fall 4, ctur 3 ctur 3: Phasor notaton, Transfr Functons EECS 5 Fall 3, ctur 3 Contxt In th last lctur, w dscussd: how to convrt a lnar crcut nto a st of dffrntal quatons, How to convrt th st of
More informationElectrochemistry L E O
Rmmbr from CHM151 A rdox raction in on in which lctrons ar transfrrd lctrochmistry L O Rduction os lctrons xidation G R ain lctrons duction W can dtrmin which lmnt is oxidizd or rducd by assigning oxidation
More informationChapter 2 Theoretical Framework of the Electrochemical Model
Chaptr 2 Thortcal Framwork of th Elctrochmcal Modl Th basc prncpls of th lctrochmcal modl for L on battry s dvlopd from fundamntals of thrmodynamcs and transport phnomna. Th voluton of th lctrochmcal modl
More informationEconomics 600: August, 2007 Dynamic Part: Problem Set 5. Problems on Differential Equations and Continuous Time Optimization
THE UNIVERSITY OF MARYLAND COLLEGE PARK, MARYLAND Economcs 600: August, 007 Dynamc Part: Problm St 5 Problms on Dffrntal Equatons and Contnuous Tm Optmzaton Quston Solv th followng two dffrntal quatons.
More informationLecture 14. Relic neutrinos Temperature at neutrino decoupling and today Effective degeneracy factor Neutrino mass limits Saha equation
Lctur Rlc nutrnos mpratur at nutrno dcoupln and today Effctv dnracy factor Nutrno mass lmts Saha quaton Physcal Cosmoloy Lnt 005 Rlc Nutrnos Nutrnos ar wakly ntractn partcls (lptons),,,,,,, typcal ractons
More informationExternal Equivalent. EE 521 Analysis of Power Systems. Chen-Ching Liu, Boeing Distinguished Professor Washington State University
xtrnal quvalnt 5 Analyss of Powr Systms Chn-Chng Lu, ong Dstngushd Profssor Washngton Stat Unvrsty XTRNAL UALNT ach powr systm (ara) s part of an ntrconnctd systm. Montorng dvcs ar nstalld and data ar
More informationAnalyzing Frequencies
Frquncy (# ndvduals) Frquncy (# ndvduals) /3/16 H o : No dffrnc n obsrvd sz frquncs and that prdctd by growth modl How would you analyz ths data? 15 Obsrvd Numbr 15 Expctd Numbr from growth modl 1 1 5
More informationPolytropic Process. A polytropic process is a quasiequilibrium process described by
Polytropc Procss A polytropc procss s a quasqulbrum procss dscrbd by pv n = constant (Eq. 3.5 Th xponnt, n, may tak on any valu from to dpndng on th partcular procss. For any gas (or lqud, whn n = 0, th
More informationCHAPTER 33: PARTICLE PHYSICS
Collg Physcs Studnt s Manual Chaptr 33 CHAPTER 33: PARTICLE PHYSICS 33. THE FOUR BASIC FORCES 4. (a) Fnd th rato of th strngths of th wak and lctromagntc forcs undr ordnary crcumstancs. (b) What dos that
More informationMECH321 Dynamics of Engineering System Week 4 (Chapter 6)
MH3 Dynamc of ngnrng Sytm Wk 4 (haptr 6). Bac lctrc crcut thor. Mathmatcal Modlng of Pav rcut 3. ompl mpdanc Approach 4. Mchancal lctrcal analogy 5. Modllng of Actv rcut: Opratonal Amplfr rcut Bac lctrc
More informationJones vector & matrices
Jons vctor & matrcs PY3 Colást na hollscol Corcagh, Ér Unvrst Collg Cork, Irland Dpartmnt of Phscs Matr tratmnt of polarzaton Consdr a lght ra wth an nstantanous -vctor as shown k, t ˆ k, t ˆ k t, o o
More informationSeptember 27, Introduction to Ordinary Differential Equations. ME 501A Seminar in Engineering Analysis Page 1. Outline
Introucton to Ornar Dffrntal Equatons Sptmbr 7, 7 Introucton to Ornar Dffrntal Equatons Larr artto Mchancal Engnrng AB Smnar n Engnrng Analss Sptmbr 7, 7 Outln Rvw numrcal solutons Bascs of ffrntal quatons
More information:2;$-$(01*%<*=,-./-*=0;"%/;"-*
!"#$%'()%"*#%*+,-./-*+01.2(.*3+456789*!"#$%"'()'*+,-."/0.%+1'23"45'46'7.89:89'/' ;8-,"$4351415,8:+#9' Dr. Ptr T. Gallaghr Astrphyscs Rsarch Grup Trnty Cllg Dubln :2;$-$(01*%
More informationFrom Structural Analysis to FEM. Dhiman Basu
From Structural Analyss to FEM Dhman Basu Acknowldgmnt Followng txt books wr consultd whl prparng ths lctur nots: Znkwcz, OC O.C. andtaylor Taylor, R.L. (000). Th FntElmnt Mthod, Vol. : Th Bass, Ffth dton,
More informationLucas Test is based on Euler s theorem which states that if n is any integer and a is coprime to n, then a φ(n) 1modn.
Modul 10 Addtonal Topcs 10.1 Lctur 1 Prambl: Dtrmnng whthr a gvn ntgr s prm or compost s known as prmalty tstng. Thr ar prmalty tsts whch mrly tll us whthr a gvn ntgr s prm or not, wthout gvng us th factors
More informationBasic Electrical Engineering for Welding [ ] --- Introduction ---
Basc Elctrcal Engnrng for Wldng [] --- Introducton --- akayosh OHJI Profssor Ertus, Osaka Unrsty Dr. of Engnrng VIUAL WELD CO.,LD t-ohj@alc.co.jp OK 15 Ex. Basc A.C. crcut h fgurs n A-group show thr typcal
More informationElectrochemical Equilibrium Electromotive Force
CHM465/865, 24-3, Lecture 5-7, 2 th Sep., 24 lectrochemcal qulbrum lectromotve Force Relaton between chemcal and electrc drvng forces lectrochemcal system at constant T and p: consder Gbbs free energy
More information1- Summary of Kinetic Theory of Gases
Dr. Kasra Etmad Octobr 5, 011 1- Summary of Kntc Thory of Gass - Radaton 3- E4 4- Plasma Proprts f(v f ( v m 4 ( kt 3/ v xp( mv kt V v v m v 1 rms V kt v m ( m 1/ v 8kT m 3kT v rms ( m 1/ E3: Prcntag of
More informationIV. First Law of Thermodynamics. Cooler. IV. First Law of Thermodynamics
D. Applcatons to stady flow dvcs. Hat xchangrs - xampl: Clkr coolr for cmnt kln Scondary ar 50 C, 57,000 lbm/h Clkr? C, 5 ton/h Coolr Clkr 400 C, 5 ton/h Scondary ar 0 C, 57,000 lbm/h a. Assumptons. changs
More informationA Note on Estimability in Linear Models
Intrnatonal Journal of Statstcs and Applcatons 2014, 4(4): 212-216 DOI: 10.5923/j.statstcs.20140404.06 A Not on Estmablty n Lnar Modls S. O. Adymo 1,*, F. N. Nwob 2 1 Dpartmnt of Mathmatcs and Statstcs,
More informationte Finance (4th Edition), July 2017.
Appndx Chaptr. Tchncal Background Gnral Mathmatcal and Statstcal Background Fndng a bas: 3 2 = 9 3 = 9 1 /2 x a = b x = b 1/a A powr of 1 / 2 s also quvalnt to th squar root opraton. Fndng an xponnt: 3
More informationANALYSIS: The mass rate balance for the one-inlet, one-exit control volume at steady state is
Problm 4.47 Fgur P4.47 provds stady stat opratng data for a pump drawng watr from a rsrvor and dlvrng t at a prssur of 3 bar to a storag tank prchd 5 m abov th rsrvor. Th powr nput to th pump s 0.5 kw.
More informationIV. Transport Phenomena Lecture 35: Porous Electrodes (I. Supercapacitors)
IV. Transort Phnomna Lctur 35: Porous Elctrods (I. Surcaactors) MIT Studnt (and MZB) 1. Effctv Equatons for Thn Doubl Layrs For surcaactor lctrods, convcton s usually nglgbl, and w dro out convcton trms
More informationHeating of a solid cylinder immersed in an insulated bath. Thermal diffusivity and heat capacity experimental evaluation.
Hatng of a sold cylndr mmrsd n an nsulatd bath. Thrmal dffusvty and hat capacty xprmntal valuaton. Žtný R., CTU FE Dpartmnt of Procss Engnrng, arch. Introducton Th problm as ntatd by th follong E-mal from
More informationStatistical Thermodynamics: Sublimation of Solid Iodine
c:374-7-ivap-statmch.docx mar7 Statistical Thrmodynamics: Sublimation of Solid Iodin Chm 374 For March 3, 7 Prof. Patrik Callis Purpos:. To rviw basic fundamntals idas of Statistical Mchanics as applid
More informationCh. 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 information167 T componnt oftforc on atom B can b drvd as: F B =, E =,K (, ) (.2) wr w av usd 2 = ( ) =2 (.3) T scond drvatv: 2 E = K (, ) = K (1, ) + 3 (.4).2.2
166 ppnd Valnc Forc Flds.1 Introducton Valnc forc lds ar usd to dscrb ntra-molcular ntractons n trms of 2-body, 3-body, and 4-body (and gr) ntractons. W mplmntd many popular functonal forms n our program..2
More informationPhy213: General Physics III 4/10/2008 Chapter 22 Worksheet 1. d = 0.1 m
hy3: Gnral hyscs III 4/0/008 haptr Worksht lctrc Flds: onsdr a fxd pont charg of 0 µ (q ) q = 0 µ d = 0 a What s th agntud and drcton of th lctrc fld at a pont, a dstanc of 0? q = = 8x0 ˆ o d ˆ 6 N ( )
More informationChemical Physics II. More Stat. Thermo Kinetics Protein Folding...
Chmical Physics II Mor Stat. Thrmo Kintics Protin Folding... http://www.nmc.ctc.com/imags/projct/proj15thumb.jpg http://nuclarwaponarchiv.org/usa/tsts/ukgrabl2.jpg http://www.photolib.noaa.gov/corps/imags/big/corp1417.jpg
More informationΑ complete processing methodology for 3D monitoring using GNSS receivers
7-5-5 NATIONA TECHNICA UNIVERSITY OF ATHENS SCHOO OF RURA AND SURVEYING ENGINEERING DEPARTMENT OF TOPOGRAPHY AORATORY OF GENERA GEODESY Α complt procssng mthodology for D montorng usng GNSS rcvrs Gorg
More informationΕρωτήσεις και ασκησεις Κεφ. 10 (για μόρια) ΠΑΡΑΔΟΣΗ 29/11/2016. (d)
Ερωτήσεις και ασκησεις Κεφ 0 (για μόρια ΠΑΡΑΔΟΣΗ 9//06 Th coffcnt A of th van r Waals ntracton s: (a A r r / ( r r ( (c a a a a A r r / ( r r ( a a a a A r r / ( r r a a a a A r r / ( r r 4 a a a a 0 Th
More informationGroup Codes Define Over Dihedral Groups of Small Order
Malaysan Journal of Mathmatcal Scncs 7(S): 0- (0) Spcal Issu: Th rd Intrnatonal Confrnc on Cryptology & Computr Scurty 0 (CRYPTOLOGY0) MALAYSIA JOURAL OF MATHEMATICAL SCIECES Journal hompag: http://nspm.upm.du.my/ournal
More information1) They represent a continuum of energies (there is no energy quantization). where all values of p are allowed so there is a continuum of energies.
Unbound Stats OK, u untl now, w a dalt solly wt stats tat ar bound nsd a otntal wll. [Wll, ct for our tratnt of t fr artcl and w want to tat n nd r.] W want to now consdr wat ans f t artcl s unbound. Rbr
More informationCHAPTER 1 PLANAR FLUID INTERFACES
Planar Flud Intrfacs Chaptr n th book: P.A. Kralchvsky and K. Nagayama, Partcls at Flud Intrfacs and Mmbrans (Attachmnt of Collod Partcls and Protns to Intrfacs and Formaton of Two-Dmnsonal Arrays) Elsvr,
More informationGPC From PeakSimple Data Acquisition
GPC From PakSmpl Data Acquston Introducton Th follong s an outln of ho PakSmpl data acquston softar/hardar can b usd to acqur and analyz (n conjuncton th an approprat spradsht) gl prmaton chromatography
More informationThe following information relates to Questions 1 to 4:
Th following information rlats to Qustions 1 to 4: QUESTIN 1 Th lctrolyt usd in this ful cll is D watr carbonat ions hydrogn ions hydroxid ions QUESTIN 2 Th product formd in th ful cll is D hydrogn gas
More informationElements 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 informationHORIZONTAL IMPEDANCE FUNCTION OF SINGLE PILE IN SOIL LAYER WITH VARIABLE PROPERTIES
13 th World Confrnc on Earthquak Engnrng Vancouvr, B.C., Canada August 1-6, 4 Papr No. 485 ORIZONTAL IMPEDANCE FUNCTION OF SINGLE PILE IN SOIL LAYER WIT VARIABLE PROPERTIES Mngln Lou 1 and Wnan Wang Abstract:
More informationBackground: 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 informationCHAPTER 4. The First Law of Thermodynamics for Control Volumes
CHAPTER 4 T Frst Law of Trodynacs for Control olus CONSERATION OF MASS Consrvaton of ass: Mass, lk nrgy, s a consrvd proprty, and t cannot b cratd or dstroyd durng a procss. Closd systs: T ass of t syst
More informationCLASSICAL STATISTICS OF PARAMAGNETISM
Prof. Dr. I. assr Phys 530 8-Dc_0 CLASSICAL STATISTICS OF PARAMAGETISM Th most famous typs of Magntc matrals ar: () Paramagntc: A proprty xhbt by substancs whch, whn placd n a magntc fld, ar magntd paralll
More informationST 524 NCSU - Fall 2008 One way Analysis of variance Variances not homogeneous
ST 54 NCSU - Fall 008 On way Analyss of varanc Varancs not homognous On way Analyss of varanc Exampl (Yandll, 997) A plant scntst masurd th concntraton of a partcular vrus n plant sap usng ELISA (nzym-lnkd
More informationHydrogen 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 informationPhysics of Very High Frequency (VHF) Capacitively Coupled Plasma Discharges
Physcs of Vry Hgh Frquncy (VHF) Capactvly Coupld Plasma Dschargs Shahd Rauf, Kallol Bra, Stv Shannon, and Kn Collns Appld Matrals, Inc., Sunnyval, CA AVS 54 th Intrnatonal Symposum Sattl, WA Octobr 15-19,
More informationSome Useful Formulae
ME - hrmodynamcs I Som Usful Formula Control Mass Contnuty Equaton m constant Frst Law Comprsson-xpanson wor U U m V V mg Z Z Q W For polytropc procs, PV n c, Scond Law W W PdV P V P V n n P V ln V V n
More informationElectrochemical Energy Systems Spring 2014 MIT, M. Z. Bazant. Midterm Exam
10.66 Elctrochmical Enrgy Systms Spring 014 MIT, M. Z. Bazant Midtrm Exam Instructions. This is a tak-hom, opn-book xam du in Lctur. Lat xams will not b accptd. You may consult any books, handouts, or
More informationThe pn junction: 2 Current vs Voltage (IV) characteristics
Th pn junction: Currnt vs Voltag (V) charactristics Considr a pn junction in quilibrium with no applid xtrnal voltag: o th V E F E F V p-typ Dpltion rgion n-typ Elctron movmnt across th junction: 1. n
More informationA general N-dimensional vector consists of N values. They can be arranged as a column or a row and can be real or complex.
Lnr lgr Vctors gnrl -dmnsonl ctor conssts of lus h cn rrngd s column or row nd cn rl or compl Rcll -dmnsonl ctor cn rprsnt poston, loct, or cclrton Lt & k,, unt ctors long,, & rspctl nd lt k h th componnts
More informationNaresuan University Journal: Science and Technology 2018; (26)1
Narsuan Unvrsty Journal: Scnc and Tchnology 018; (6)1 Th Dvlopmnt o a Corrcton Mthod or Ensurng a Contnuty Valu o Th Ch-squar Tst wth a Small Expctd Cll Frquncy Kajta Matchma 1 *, Jumlong Vongprasrt and
More information10/7/14. Mixture Models. Comp 135 Introduction to Machine Learning and Data Mining. Maximum likelihood estimation. Mixture of Normals in 1D
Comp 35 Introducton to Machn Larnng and Data Mnng Fall 204 rofssor: Ron Khardon Mxtur Modls Motvatd by soft k-mans w dvlopd a gnratv modl for clustrng. Assum thr ar k clustrs Clustrs ar not rqurd to hav
More informationPrinciples of Humidity Dalton s law
Principls of Humidity Dalton s law Air is a mixtur of diffrnt gass. Th main gas componnts ar: Gas componnt volum [%] wight [%] Nitrogn N 2 78,03 75,47 Oxygn O 2 20,99 23,20 Argon Ar 0,93 1,28 Carbon dioxid
More informationChapter 6 Student Lecture Notes 6-1
Chaptr 6 Studnt Lctur Nots 6-1 Chaptr Goals QM353: Busnss Statstcs Chaptr 6 Goodnss-of-Ft Tsts and Contngncy Analyss Aftr compltng ths chaptr, you should b abl to: Us th ch-squar goodnss-of-ft tst to dtrmn
More informationLogistic Regression I. HRP 261 2/10/ am
Logstc Rgrsson I HRP 26 2/0/03 0- am Outln Introducton/rvw Th smplst logstc rgrsson from a 2x2 tabl llustrats how th math works Stp-by-stp xampls to b contnud nxt tm Dummy varabls Confoundng and ntracton
More informationOptimal Ordering Policy in a Two-Level Supply Chain with Budget Constraint
Optmal Ordrng Polcy n a Two-Lvl Supply Chan wth Budgt Constrant Rasoul aj Alrza aj Babak aj ABSTRACT Ths papr consdrs a two- lvl supply chan whch consst of a vndor and svral rtalrs. Unsatsfd dmands n rtalrs
More informationProperties of ferromagnetic materials, magnetic circuits principle of calculation
Proprts of frromagntc matrals magntc crcuts prncpl of calculaton Frromagntc matrals Svral matrals rprsnt dffrnt macroscopc proprts thy gv dffrnt rspons to xtrnal magntc fld Th rason for dffrnc s crtan
More informationCh. 9 Common Emitter Amplifier
Ch. 9 Common mttr mplfr Common mttr mplfr nput and put oltags ar 180 o -of-phas, whl th nput and put currnts ar n-phas wth th nput oltag. Output oltag ( V ) V V V C CC C C C C and V C ar -of-phas 10 μ
More informationgenius PHYSICS Energy Bands. Types of Solids.
gnus HYSIS Solds and Sm-conductor 1 nrgy ands. In solatd atom th valnc lctrons can xst only n on of th allowd orbtals ach of a sharply dfnd nrgy calld nrgy lvls. ut whn two atoms ar brought narr to ach
More informationModelling of new generation plasma optical devices
NUKLEONIKA 216;61(2):27212 do: 1.1515/nuka-216-35 ORIGINAL PAPER Modllng of nw gnraton plasma optcal dvcs Irna V. Ltovko, Aly A. Goncharov, Andrw N. Dobrovolsky, Lly V. Nako, Irna V. Nako Abstract. Th
More informationAPPLICABILITY OF LINEARIZED DUSTY GAS MODEL FOR MULTICOMPONENT DIFFUSION OF GAS MIXTURES IN POROUS SOLIDS. Jelena Markovi and Radovan Omorjan
APTEFF, 38, 1-19 (7) UC: 66.71.6:66.11 OI:1.98/APT73875M BIBLI: 145-7188 (7) 38, 75-84 Orgnal scntfc papr APPLICABILITY OF LINEARIZE USTY GAS MOEL FOR MULTICOMPONENT IFFUSION OF GAS MIXTURES IN POROUS
More informationHeisenberg Model. Sayed Mohammad Mahdi Sadrnezhaad. Supervisor: Prof. Abdollah Langari
snbrg Modl Sad Mohammad Mahd Sadrnhaad Survsor: Prof. bdollah Langar bstract: n ths rsarch w tr to calculat analtcall gnvalus and gnvctors of fnt chan wth ½-sn artcls snbrg modl. W drov gnfuctons for closd
More informationOn determining absolute entropy without quantum theory or the third law of thermodynamics
PAPER OPEN ACCESS On dtrmnng absolut ntropy wthout quantum thory or th thrd law of thrmodynamcs To ct ths artcl: Andrw M Stan 2016 Nw J. Phys. 18 043022 Rlatd contnt - Quantum Statstcal Mchancs: Exampls
More informationCHAPTER 4 BIPOLAR JUNCTION TRANSISTORS (BJTs)
HAPER 4 POLAR JUNON RANSSORS (Js) haptr Outln 4.1 Dc Structur and Physcal Opraton 4.2 urrnt oltag haractrstcs 4.3 J rcuts at D 4.4 Applyng th J n Amplfr Dsgn 4.5 Small Sgnal Opraton and Modls 4.6 asc J
More informationEDGE PEDESTAL STRUCTURE AND TRANSPORT INTERPRETATION (In the absence of or in between ELMs)
I. EDGE PEDESTAL STRUCTURE AND TRANSPORT INTERPRETATION (In th absnc of or n btwn ELMs) Abstract W. M. Stacy (Gorga Tch) and R. J. Grobnr (Gnral Atomcs) A constrant on th on prssur gradnt s mposd by momntum
More informationFakultät III Univ.-Prof. Dr. Jan Franke-Viebach
Unv.Prof. r. J. FrankVbach WS 067: Intrnatonal Economcs ( st xam prod) Unvrstät Sgn Fakultät III Unv.Prof. r. Jan FrankVbach Exam Intrnatonal Economcs Wntr Smstr 067 ( st Exam Prod) Avalabl tm: 60 mnuts
More informationNON-SYMMETRY POWER IN THREE-PHASE SYSTEMS
O-YMMETRY OWER THREE-HAE YTEM Llana Marlna MATCA nvrsty of Orada, nvrstat str., no., 487, Orada; lmatca@uorada.ro Abstract. For thr-phas lctrcal systms, n non-symmtrcal stuaton, an analyz mthod costs on
More informationLecture 23 APPLICATIONS OF FINITE ELEMENT METHOD TO SCALAR TRANSPORT PROBLEMS
COMPUTTION FUID DYNMICS: FVM: pplcatons to Scalar Transport Prolms ctur 3 PPICTIONS OF FINITE EEMENT METHOD TO SCR TRNSPORT PROBEMS 3. PPICTION OF FEM TO -D DIFFUSION PROBEM Consdr th stady stat dffuson
More informationOutlier-tolerant parameter estimation
Outlr-tolrant paramtr stmaton Baysan thods n physcs statstcs machn larnng and sgnal procssng (SS 003 Frdrch Fraundorfr fraunfr@cg.tu-graz.ac.at Computr Graphcs and Vson Graz Unvrsty of Tchnology Outln
More informationVoltage, Current, Power, Series Resistance, Parallel Resistance, and Diodes
Lctur 1. oltag, Currnt, Powr, Sris sistanc, Paralll sistanc, and Diods Whn you start to dal with lctronics thr ar thr main concpts to start with: Nam Symbol Unit oltag volt Currnt ampr Powr W watt oltag
More informationDiscrete Shells Simulation
Dscrt Shlls Smulaton Xaofng M hs proct s an mplmntaton of Grnspun s dscrt shlls, th modl of whch s govrnd by nonlnar mmbran and flxural nrgs. hs nrgs masur dffrncs btwns th undformd confguraton and th
More informationCOHORT 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 informationA Probabilistic Characterization of Simulation Model Uncertainties
A Proalstc Charactrzaton of Sulaton Modl Uncrtants Vctor Ontvros Mohaad Modarrs Cntr for Rsk and Rlalty Unvrsty of Maryland 1 Introducton Thr s uncrtanty n odl prdctons as wll as uncrtanty n xprnts Th
More informationPhys 774: Nonlinear Spectroscopy: SHG and Raman Scattering
Last Lcturs: Polaraton of Elctromagntc Wavs Phys 774: Nonlnar Spctroscopy: SHG and Scattrng Gnral consdraton of polaraton Jons Formalsm How Polarrs work Mullr matrcs Stoks paramtrs Poncar sphr Fall 7 Polaraton
More informationSearch 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 informationGive the letter that represents an atom (6) (b) Atoms of A and D combine to form a compound containing covalent bonds.
1 Th diagram shows th lctronic configurations of six diffrnt atoms. A B C D E F (a) You may us th Priodic Tabl on pag 2 to hlp you answr this qustion. Answr ach part by writing on of th lttrs A, B, C,
More informationJEE-2017 : Advanced Paper 2 Answers and Explanations
DE 9 JEE-07 : Advancd Papr Answrs and Explanatons Physcs hmstry Mathmatcs 0 A, B, 9 A 8 B, 7 B 6 B, D B 0 D 9, D 8 D 7 A, B, D A 0 A,, D 9 8 * A A, B A B, D 0 B 9 A, D 5 D A, B A,B,,D A 50 A, 6 5 A D B
More informationObserver Bias and Reliability By Xunchi Pu
Obsrvr Bias and Rliability By Xunchi Pu Introduction Clarly all masurmnts or obsrvations nd to b mad as accuratly as possibl and invstigators nd to pay carful attntion to chcking th rliability of thir
More informationPhysics 256: Lecture 2. Physics
Physcs 56: Lctur Intro to Quantum Physcs Agnda for Today Complx Numbrs Intrfrnc of lght Intrfrnc Two slt ntrfrnc Dffracton Sngl slt dffracton Physcs 01: Lctur 1, Pg 1 Constructv Intrfrnc Ths wll occur
More informationLecture 21. Boltzmann Statistics (Ch. 6)
Lctur. oltzmann tatstcs (Ch. 6) W hav followd th followng logc:. tatstcal tratmnt of solatd systms: multplcty ntropy th nd Law.. hrmodynamc tratmnt of systms n contact wth th hat rsrvor th mnmum fr nrgy
More informationAlpha and beta decay equation practice
Alpha and bta dcay quation practic Introduction Alpha and bta particls may b rprsntd in quations in svral diffrnt ways. Diffrnt xam boards hav thir own prfrnc. For xampl: Alpha Bta α β alpha bta Dspit
More informationCHAPTER 7d. DIFFERENTIATION AND INTEGRATION
CHAPTER 7d. DIFFERENTIATION AND INTEGRATION A. J. Clark School o Engnrng Dpartmnt o Cvl and Envronmntal Engnrng by Dr. Ibrahm A. Assakka Sprng ENCE - Computaton Mthods n Cvl Engnrng II Dpartmnt o Cvl and
More informationClassical Magnetic Dipole
Lctur 18 1 Classical Magntic Dipol In gnral, a particl of mass m and charg q (not ncssarily a point charg), w hav q g L m whr g is calld th gyromagntic ratio, which accounts for th ffcts of non-point charg
More information8-node quadrilateral element. Numerical integration
Fnt Elmnt Mthod lctur nots _nod quadrlatral lmnt Pag of 0 -nod quadrlatral lmnt. Numrcal ntgraton h tchnqu usd for th formulaton of th lnar trangl can b formall tndd to construct quadrlatral lmnts as wll
More informationPRINCIPAL STATISTICAL RATIOS APPLIED TO THE SEPARATION PROCESS IN A VERTICAL TURBULENT FLOW
PRINCIPAL STATISTICAL RATIOS APPLID TO TH SPARATION PROCSS IN A VRTICAL TURBULNT FLOW ugn Barsky Jrusalm Acadmc Collg of ngnrng ABSTRACT In th framwork of a statstcal approach to two-phas flows n th sparaton
More informationThe root mean square value of the distribution is the square root of the mean square value of x: 1/2. Xrms
Background and Rfrnc Matral Probablty and Statstcs Probablty Dstrbuton P(X) s a robablty dstrbuton for obsrvng a valu X n a data st of multl obsrvatons. It can dscrb thr a dscrt ( = 1 to N) data st or
More informationElectrochemical reaction mechanisms
Eltrohmal raton mhansms Exampl: oppr rduton (): Cu + + Cu + slow (): Cu + + Cu fast Coppr also undrgos a dsproportonaton raton: Cu + Cu + + Cu Its qulbrum onstant s K. 6. As th frst stp s slow ompard to
More informationReview - Probabilistic Classification
Mmoral Unvrsty of wfoundland Pattrn Rcognton Lctur 8 May 5, 6 http://www.ngr.mun.ca/~charlsr Offc Hours: Tusdays Thursdays 8:3-9:3 PM E- (untl furthr notc) Gvn lablld sampls { ɛc,,,..., } {. Estmat Rvw
More informationMTX221. Session 40 ENTROPY (CONTROL VOLUME) Sessie 40 ENTROPIE (KONTROLE VOLUME) Dr. Jaco Dirker. These slides also appear on Click-UP
s.40-1 MTX1 ss 40 ENTROPIE (KONTROLE VOLUME) sson 40 ENTROPY (CONTROL VOLUME) Dr. Jaco Drkr Ths slds also appar on Clck-UP Hrd skyfs vrskyn ook op Clck-UP 8 th dton / 8 utgaw 7.3 7.5 Dpartmnt of Mchancal
More informationNARAYANA I I T / P M T A C A D E M Y. C o m m o n P r a c t i c e T e s t 1 6 XII STD BATCHES [CF] Date: PHYSIS HEMISTRY MTHEMTIS
. (D). (A). (D). (D) 5. (B) 6. (A) 7. (A) 8. (A) 9. (B). (A). (D). (B). (B). (C) 5. (D) NARAYANA I I T / P M T A C A D E M Y C o m m o n P r a c t i c T s t 6 XII STD BATCHES [CF] Dat: 8.8.6 ANSWER PHYSIS
More information22/ 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 informationThe 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 informationfiziks Institute for NET/JRF, GATE, IIT JAM, M.Sc. Entrance, JEST, TIFR and GRE in Physics Thermodynamics & Statistical Mechanics JEST-2012
Q. monatomc dal gas at hrmodynamcs & Statstcal Mchancs JS- volum. h tmpratur aftr comprsson s ns. : (d) Soluton:. C (b) P costant, P R 7 C s adabatcally comprssd to /8 of ts orgnal 7 C (c).5 C (d) costant
More informationIntroduction 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 informationSoft k-means Clustering. Comp 135 Machine Learning Computer Science Tufts University. Mixture Models. Mixture of Normals in 1D
Comp 35 Machn Larnng Computr Scnc Tufts Unvrsty Fall 207 Ron Khardon Th EM Algorthm Mxtur Modls Sm-Suprvsd Larnng Soft k-mans Clustrng ck k clustr cntrs : Assocat xampls wth cntrs p,j ~~ smlarty b/w cntr
More informationQuestions k 10k 100k 1M Speaker. output
Quston 1 Qustons If th only nstrumnt you had n your posssson to dtct C voltag sgnals was an audo spakr, how could you us t to dtrmn whch of two C voltag wavforms has th gratst prod? Hz FUNCTION GENERTOR
More informationTitle: 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