AC : ON TEACHING THE OPERATING PRINCIPLES OF PIEZORESISTIVE SENSORS

Size: px
Start display at page:

Download "AC : ON TEACHING THE OPERATING PRINCIPLES OF PIEZORESISTIVE SENSORS"

Transcription

1 AC : ON TEACHING THE OPEATING PINCIPES OF PIEZOESISTIVE SENSOS ichard ayton, os-hulman Institut of Tchnology ichard A. ayton is th Dirctor of th Cntr for th Practic and Scholarship of Education (CPSE) and an Associat Profssor of Mchanical Enginring at os-hulman Institut of Tchnology. H arnd a B.S. in Enginring from California Stat Univrsity, Northridg, and rcivd his M.S. and Ph.D., both in Mchanical Enginring, from th Univrsity of Washington, Sattl. His aras of scholarship includ studnt tam managmnt, assssmnt, ducation, and rmdiation, undrgraduat nginring laboratory rform focusd on studnt larning, data analysis and visualization, and nginring systm dynamics. His work has bn rcognizd with multipl bst-papr awards. H conducts workshops in studnt tam-building, tam-formation and pr valuation, in laboratory assssmnt, and in ffctiv taching. Prior to his acadmic carr, Dr. ayton workd for twlv yars in consulting nginring, culminating as a group had and a projct managr. H is a guitarist and songwritr and a mmbr of th rock band Whispr Down. Thomas Adams, os-hulman Institut of Tchnology Thomas M. Adams is an Associat Profssor of Mchanical Enginring at os-hulman Institut of Tchnology. H arnd a B.S. in Mchanical Enginring from os-hulman Institut of Tchnology, and rcivd his M.S. and Ph.D., both in Mchanical Enginring, from th Gorgia Institut of Tchnology. His aras of xprtis includ hat transfr and nrgy systms, MEMS, and microfluidics. H has workd xtnsivly to bring th fild of MEMS and microscal tchnology to an undrgraduat audinc. H is th rcipint of bst papr awards for both ducational and tchnical paprs and has bn awardd th Dan s Outstanding Taching Award at os-hulman Institut of Tchnology. H is an avid fingrstyl/jazz guitarist, an amatur body-buildr, and a yoga instructor. Amrican Socity for Enginring Education, 200 Pag 5.92.

2 On Taching th Oprating Principls of Pizorsistiv Snsors Abstract W prsnt an approach to taching th oprating principls of pizorsistiv snsors that addrsss many of th limitations of th tratmnts ncountrd in most instrumntation and MEMS txtbooks. Namly, w dirct th prsntation to an undrgraduat audinc rathr than a rsarch-lvl audinc and at th sam tim w avoid ovrsimplifying th dvlopmnt of th principls of opration. To this nd, w mak a discussion of bridg analysis cntral to th dvlopmnt, us a strain-formulation for gag factor and pizorsistor placmnt rathr than th mor common strss-formulation, and kp th associatd physics and mathmatics at an appropriat lvl for sophomor nginring undrgraduats. In so doing, w maintain accssibility and cohrnc throughout. W prsnt svral sts of larning objctivs and stratgis for taching th matrial that can b tailord to suit th nds of a particular cours. Introduction Pizorsistiv snsors ar commonplac th dominant commrcial applications ar pizorsistiv acclromtrs for automotiv airbag dploymnt and pizorsistiv prssur snsors for both automotiv and mdical applications. Bcaus of this widsprad us, particularly in micro-lctro-mchanical systms (MEMS) applications, undrgraduat nginring programs whos larning outcoms includ instrumntation tchnologis gnrally includ an introduction to th basic oprating principls of pizorsistiv snsors. In our opinion, howvr, th xposition of ths principls in popular txtbooks for instrumntation systms and MEMS ar gnrally inadquat authors tnd to ithr ovrsimplify, laving a studnt unawar of oprational dtails, or writ for a rsarch-orintd audinc, making th matrial inaccssibl to undrgraduats. In this papr w prsnt an approach to taching th oprating principls of pizorsistiv snsors that addrsss ths issus. Th distinguishing faturs of our approach ar its accssibility and cohrnc. First, th tchnical contnt and mathmatics ar appropriat for sophomor-lvl nginring undrgraduats. Scond, th tchnical matrial is prsntd cohrntly and compltly, that is, ach stp of th xposition is motivatd by th rsults of th prvious stp. Third, sinc mchanical strain is th physical phnomnon rlating input to output, a strain-formulation is usd for gag factor and for th placmnt and orintation of th pizorsistors instad of th strss-formulation found in most txtbooks. In this papr w shar our approach with th instrumntation ducation community in th hop that its accssibility and cohrnc will hlp improv th taching of th oprating principls of this on important typ of snsor. imitation W hav no studnt larning data to spcifically support our assrtion that th approach w prsnt has gratr cohrnc and accssibility for undrgraduats than any othr. Howvr w do mak th cas in th following sction that our work maks a contribution via a synthsis of th strngths of widly-usd txts. Also, in rcnt yars w hav sn a stady incras in our Pag

3 accrditation program-outcom masurs supportd by our masurmnt systms cours, although this matrial on pizorsistiv snsors would contribut at most two hours of contnt to th cours. Basd on ths broad masurs, w ar satisfid that a prsntation of snsor oprating principls lik th on dvlopd hr contributs to mting our larning objctivs. W plan to dvlop an approach for masuring succss for th nxt offring of th cours. Background In doing our litratur survy for a chaptr on pizorsistiv snsors for our rcntly publishd book 2 on introductory micro-lctro-mchanical systms (MEMS), w sought a tratmnt suitabl for a sophomor-lvl audinc. Though svral authors giv xcllnt dvlopmnts on particular aspcts of th topic, non wr quit what w wantd. In our opinion, th gnral problms ar that authors of txtbooks on masurmnt and instrumntation systms tnd to giv good covrag to mtallic strain gags but only a passing or no rfrnc to smiconductors. (In som indics, th trm pizorsistanc dos not vn appar.) In th cas of MEMS txtbooks, howvr, th authors tnd to giv good covrag to th pizorsistiv ffct, but writ for an advancd audinc. For xampl, masurmnt and instrumntation systms txts by Bckwith t al., Holman 4, Northrop 5, and Whlr and Ganji 6 all giv good dvlopmnts of mtal strain gags and bridg analysis, but only passing rfrnc to pizorsistanc and smiconductors. Txts by Figliola and Basly 7 and Doblin 8 ar similar, and though thy includ brif discussions of pizorsistiv cofficints, thy do so without a cohrnt connction to thir strain-gag matrial. Among ths txts, only Doblin and Northrop us th Taylor sris th propr mathmatical tool, in our opinion for xploring small changs in variabls such as snsor output voltag, lctrical rsistanc, and ara chang. And whil th txts by Holman and by Whlr and Ganji pay som attntion to th dimnsional gomtry associatd with strain, non of ths txts dvlops th gomtry in dtail. Th txt on snsors by Busch-Vishniac 9 is an xcption. Th author provids a fairly complt dvlopmnt of th pizorsistiv ffct and of mtal and smiconductor pizorsistors, though writtn for an advancd audinc. Th bst-known MEMS txts hav th sam dficincy (for our purposs) of tnding to b writtn for an advancd audinc. All covr th pizorsistanc principls of adquatly, somtims going dpr into molcular bhavior than is ndd by our audinc. Standouts in this ara includ authors Maluf 0 and Snturia. Also bcaus of thir advancd audinc, lik Busch-Vishniac 9, ths books tnd to omit or suprficially trat bridg analysis an important topic in our approach. W also find that MEMS txts tnd to covr dformation mchanics in mor dtail than that ndd by our audinc,.g., txts by Snturia and by Madou 2. Nvrthlss, som of ths MEMS txts provid important matrial for our approach that is gnrally missing from convntional tratmnts on masurmnt and instrumntation systms 8. Such attributs includ driving gnral mathmatical modls of pizorsistanc to includ both mtal and smiconductor pizorsistors 9, dvloping a stratgy for placmnt of pizorsistors on th mchanical systm subjctd to strain,2, dvlopmnt of th gomtry of pizorsistors Pag 5.92.

4 undr strain 0,, som dtails of th configuration of pizorsistiv snsors (how thy ar put togthr) 9,0,, and numrical valus for cofficints of pizorsistanc and lastorsistanc 9,0,2. Ths dvlopmnts tnd to us a strss formulation (using th π pizorsistanc cofficints) rathr than th strain formulation w rcommnd hr (using th γ lastorsistanc cofficints). On last small but notabl shortcoming of ths txts, in common with th masurmnt and instrumntation systms prviously dscribd, is thir tndncy to nglct th application of th Taylor sris for xploring small changs in variabls. W draw on th individual strngths of ths rfrncs to synthsiz a complt, cohrnt, and balancd approach to tach th oprating principls of pizorsistiv snsors. W us a systmlvl prspctiv and attmpt to dvlop ach topic to roughly th sam dpth of dtail using mathmatics, physical principls, and nginring analyss suitabl for our sophomor-lvl nginring audinc. Basic principls of opration W trat our snsor as an input-output systm, illustratd in Figur. A mchanical input (prssur, forc, or acclration for xampl) is applid to a mchanical structur of som kind (a bam, a plat, or a diaphragm) causing th structur to xprinc mchanical strain. Small pizorsistors scurd to th structur undrgo th sam mchanical strain, changing thir lctrical rsistancs. Ths rsistors ar wird togthr in a Whatston bridg an lctrical circuit dsignd for dtcting small changs in rsistanc. Th bridg rquirs a constant DC voltag input and producs a masurabl DC voltag output whos magnitud is proportional to th magnitud of th mchanical masurand. constant DC voltag input to bridg mchanical input pizorsistiv transducr mv output from bridg Figur : Systm inputs and outputs for a pizorsistiv transducr. 2 Th primary physical phnomnon that maks this possibl is pizorsistanc: th matrial proprty that th lctrical rsistanc of a matrial changs whn th matrial is subjctd to mchanical dformation, illustratd in Figur 2. An lctrical rsistor is fabricatd from a pizorsistiv matrial and wird into on lg of a bridg circuit. A forc f dforms th matrial, oftn in bnding, causing strain in th matrial, changing its lctrical rsistanc. calling Ohm s law, i, whr is voltag, i is currnt, and is rsistanc, th chang in rsistanc Δ du to mchanical dformation is dtctd via a chang in bridg output voltag Δ. Pag

5 Taching this matrial Figur 2: Concptual schmatic of pizorsistanc: lctrical rsistanc varis with mchanical strain. 2 Our prsntation is adaptabl to a numbr of taching stratgis dpnding on th larning objctivs of a particular cours. Instructors can slct th lvl of dtail appropriat to thir cours and studnts. At any lvl of dtail howvr, w suggst that th lsson covr th major aspcts of th transducr opration shown in Figur, illustrating our concpt of a cohrnt dvlopmnt, that is, ach stp of th xposition is motivatd by th rsults of th prvious stp. Input-output systm, Fig. Pizorsistanc proprty of matrials, Fig. 2 Bridg to dtct d, Fig. 4 d rlatd to mchanical strain, Eq. 4 Signal conditioning Placmnt of pizorsistors,.g., Fig. 7 Modl rlating bridg output to strain, Eq. 29 Gag factor F as a masur of snsitivity of d to strain, Eq. 22 Suggstd larning objctivs Figur : Topic flow chart for prsnting th oprating principls of pizorsistiv snsors. Objctivs st : To tach this matrial in a brif xposition, with th last amount of dtail, on can prsnt just th outlin of th oprating principls shown in Figur. Using th suggstd figurs and quations, an instructor can covr th basic principls of opration in about 5 20 minuts, providing studnts an ffctiv ovrviw without dtaild modling or analysis. Appropriat larning objctivs for this sort of lsson might includ: ist th inputs and outputs of th snsor. Dfin pizorsistanc. Explain th purpos of th bridg. Explain how a pizorsistiv snsor works. Dscrib th purpos of signal conditioning. This 5 20 minut xposition is th approach w us in taching th mini-labs of our masurmnt systms cours. In a mini-lab, a convntional lctur is rplacd with a short lctur commingld with a guidd hands-on xprinc in a 2-hour studio format 7. Whil w hav not masurd th fficacy of th mini-lab spcifically compard to a traditional lcturhomwork format, our masur of program outcoms supportd by this cours has stadily Pag

6 improvd ovr th yars. W assrt, thrfor, that vn a brif xposition of a snsor s oprating principls can mt cours larning objctivs if th prsntation is cohrnt and accssibl. Objctivs st 2: To tach this matrial in gratr dtail, on might tach th bridg analysis and parts of th cas study in dtail in class with othr aspcts assignd as homwork. Appropriat larning objctivs for this sort of lsson might includ all of thos listd abov plus: Givn a manufacturr s spcification sht, dtrmin th snsitivity of th snsor. Driv a modl for a half-bridg configuration. Givn rprsntativ valus of gag factor and rprsntativ strss and strain valus in th rgions of maximum strss for a prssur diaphragm, dtrmin th snsitivity of th prssur transducr in mv/v/mpa. Explain th possibl purposs of signal conditioning in a pizorsistiv snsor. Objctivs st : In a lsson at th highst lvl of dtail, on might tach most of th matrial prsntd in this papr, laving som contnt as xrciss for th studnt. For xampl, on could tach th chang-in-gomtry matrial for a rctangular cross sction, but lav th circular-cross sction matrial as an xrcis for studnts. Appropriat larning objctivs for this sort of lsson might includ all of thos listd abov plus: Driv th chang-in-gomtry ΔA/A xprssion for a conductor of circular cross-sction. Givn a circuit of a Whatston bridg with a null-offst or tmpratur compnsation, driv th bridg modl. Givn a diaphragm gomtry and locations and magnituds of maximum strss and strain, dtrmin th position and orintation th pizorsistors and thir wiring configuration in th bridg to produc maximum snsitivity. Givn appropriat matrial proprtis, stimat th gag factor of a pizorsistor. Givn a configuration of p-typ Si rsistors on a squar diaphragm whr two rsistors ar locatd sid by sid to sns th maximum strss σ C, and givn dsign valus and strss-strain valus (lik in th cas study that concluds th papr), dtrmin th nw bridg quation, th valu of Δ/ for ach rsistor, th valu of Δ o / i, and th snsor snsitivity. Th mini-lab In our junior-lvl masurmnts cours, w prsnt this matrial in a 2-hour mini-lab on prssur snsors. W spnd th first 5-20 minuts dvloping th oprating principls to mt th first st of larning objctivs dscribd abov. Th rmaindr of th lab priod is a handson, collaborativ activity in which th studnts xplor th opration of th transducr by informal xprimntation, dtrmining th snsor s snsitivity and rsolution followd by an applications qustion and an lmntary uncrtainty analysis. Th mini-lab concpt is simpl on: instad of lcturing about a transducr or class of transducrs, rplac th lctur with a hands-on activity with on particular transducr from th class,.g., a load cll, a prssur transducr, a potntiomtr, tc. 8 W ask th studnts, working in pairs, to connct th transducr to appropriat input and output dvics, but w do not provid dtaild procdurs. Our goal is to hav studnts intract with th snsor in a mod w might call guidd discovry studnts ar givn gnral guidlins about what thy ar to find Pag

7 and th profssor circulats and answrs qustions as thy work. Studnts dtrmin charactristics such as snsitivity, rang, and rsolution, compar thir informal xprimntal findings to th manufacturr s spcifications (giving thm practic at rading and intrprting spcifications), and answr qustions rgarding an application, an uncrtainty analysis, and at last on qustion rquiring critical thinking. Th prssur mini-lab apparatus is illustratd in Figur 4. Studnts assmbl th apparatus, connct th transducr to a powr supply and a digital multimtr, and answr ths qustions:. Obtain radings for an informal calibration curv and stimat snsitivity. Quantitativly compar th xprimntal snsitivity to th xpctd snsitivity you found in th prlab. 2. mov th plastic tub from port 2 and connct it to port, laving port 2 opn to th atmosphr. Discovr if th transducr can b usd this way. Explain.. Idntify a way to incras th snsitivity of th transducr (not th manomtr). B spcific and quantitativ. 4. Dtrmin th rsolution of th masurmnt systm. Explain your approach. 5. Suppos this prssur transducr wr connctd to a Pitot-static tub to masur airspd (s th txt, p. 4-2, assum C ). Excitation voltag is 0 V and air dnsity of slug/ft. What is th maximum airspd this transducr could masur? 6. For an airspd of 88 ft/sc (60 mph), dtrmin th uncrtainty in th airspd. Nglct any uncrtainty in dnsity. Show all your work. This concluds our discussion of th contxt in which w tach transducr oprating principls gnrally. W turn now to th dtaild modling of th pizorsistiv snsor in particular. port, opn to atmosphr port 2 t tubing diffrntial prssur transducr clip opn to atmosphr bllows for applying prssur manomtr: for th rfrnc prssur masurmnt Figur 4: Apparatus for th prssur mini-lab. Th diffrntial prssur transducr is a pizorsistiv typ. Dtaild modling Considr th pizorsistiv snsor as th input-output systm shown in Figur. W bgin by modling th bridg to obtain Δ as a function of Δ. This rsult motivats th nxt stp rlating Δ to mchanical strain, producing a modl of rsistanc as a function of gomtry and rsistivity. Th gomtry trm motivats a dvlopmnt of th gag factor for mtal rsistors Pag

8 (strain-gag typ snsors) and th rsistivity trm motivats a discussion of gag factor for smiconductor rsistors (MEMS snsors). W us gag factor to obtain a modl rlating output voltag to input strain. Th strain-formulation of th snsor modl is usd to motivat a discussion about th physical placmnt and orintation of pizorsistors on th mchanical structur. Th strain formulation is, to our knowldg, uniqu. Bridg analysis A Whatston bridg is an lctrical circuit that nabls th dtction of small changs in rsistanc. Bckwith and Holman 4 dvlop modls of svral diffrnt typs of Whatston bridgs. Figur 5 illustrats th bridg w xamin: a voltag snsitiv, dflction typ circuit with a constant voltag DC input, and idal rsistancs (i.., no impdanc lmnts) in th arms of th bridg. pizorsistiv transducr constant DC voltag input to bridg + i A 2 i m mchanical input causs a chang in on or mor of th rsistancs B i 2 i i i 4 D + o mv output from bridg 4 C Figur 5: Whatston bridg circuit insid a pizorsistiv snsor. On or mor of th rsistors through 4 may b pizorsistors affctd by th mchanical input. 2 Th input voltag i is supplid by a constant DC sourc. Th four arms of th bridg ach contain a rsistor, through 4 (at last on of which is mad of a pizorsistiv matrial). Th output voltag o is th diffrnc btwn th voltags at nods A and C, that is, o. () A To obtain an xprssion for th output, thrfor, w nd xprssions for th voltags at A and C. Using nodal analysis (applying Kirchhoff s currnt rul) at thos two nods, C at A : i + im i2, at C : i + im i4. (2) Th output voltag is usually masurd by a voltmtr with a high rsistanc, making th currnt i m small nough to b ngligibl. Thus, i, i i4. () i 2 Pag

9 Th bhavior of rsistors is dscribd using Ohm s law, Δ i, whr Δ is th diffrnc in voltag across th two nds of th rsistor. Substituting for ach currnt in () yilds, A D B 2 A, B C C 4 D. (4) Th voltag at B is th input voltag and th voltag at D is th rfrnc zro voltag. Making ths substitutions yilds A i A, 2 i C C 4. (5) arranging ths two quations to solv for th voltags at A and at C and substituting into () yilds th input-output rlationship. (6) 4 o i Th first conclusion w can draw from this analysis so far is th condition for bridg balanc. If thr is no mchanical input to th snsor, w would lik to hav zro voltag output. Zro output occurs if th parnthtical trm in (6) is zro, that is, + + W can rarrang this rlationship to obtain (7). (8) This condition can b mt by th dsignr in mor than on way. For instanc, in what is calld a full-bridg, all four rsistors ar idntical pizorsistors with idntical valus of. Or in a halfbridg, and 2 could b idntical pizorsistors with and 4 bing idntical fixd rsistors. In ithr cas, slcting, 2,, and 4 such that (8) is tru, w hav o 0 whn thr is no mchanical input to th transducr. Continuing our bridg analysis, w know that th snsor is dsignd such that th rsistors undrgo a small chang in rsistanc Δ that producs a small chang in output voltag Δ o. Small changs lik ths ar radily (and rigorously) xprssd mathmatically using a Taylorsris xpansion about th balancd condition. If w assum that all th rsistancs ar subjct to chang du to applid strain, thn th Taylor sris has th form, o o o o Δo Δ + Δ2 + Δ + Δ4 + highr ordr trms. (9) 2 W assum that th highr-ordr trms ar ngligibl bcaus thy involv products and intgr powrs of Δ. Th magnitud of Δ is small and so th products and powrs of Δ ar smallr still hnc ngligibl. 4 Pag

10 W obtain th partial drivativ trms from (6), substitut thm into (9), nglct th highr-ordr trms, and divid by i to obtain Δ i o 2 4 Δ Δ + Δ Δ ( + ) ( + ) ( + ) ( + ). (0) This gnral form of th bridg modl accommodats any combination of valus of th rsistancs through 4. To dvlop insight into th dsign of th snsor, howvr, it hlps at this point to study a particular dsign th full-bridg with four idntical pizorsistors, that is, 2 4. With ths substitutions, (0) bcoms Δ i Δ 4 Δ Δ + Δ o 2 4. () As a point of pdagogy: th bridg analysis rlats th lctrical input i, th lctrical output Δ o, and th rlativ chang in rsistanc Δ/ of th pizorsistiv matrial. Our nxt logical stp, thrfor, is to xamin how th rsistanc trm Δ/ rlats to th mchanical proprtis of th pizorsistiv matrial. lating lctrical rsistanc to mchanical strain. Givn a physical matrial of lngth and constant cross-sctional ara A, its lctrical rsistanc is givn by ρ, (2) A whr ρ is th matrial s rsistivity. Th gomtry of th rsistor is illustratd in Figur 6 for both a rctangular cross-sction (as in a thin plat) and a circular cross-sction (as in a thin wir). uniform cross-sctional ara A rctangular conductor circular conductor Figur 6: Gnralizd rsistor gomtry. 2 A chang in rsistanc Δ is producd by changs in any of th thr quantitis rsistivity, lngth, or ara. Small changs ar modld using a Taylor-sris xpansion. From (2) w obtain Δ Δρ + Δ + ΔA + highr ordr trms. () ρ A W obtain th partial drivativ trms from (2), nglct th highr-ordr trms of th sris, and divid by to obtain Δ Δρ Δ ΔA +. (4) ρ A Pag

11 Th first trm on th right-hand sid of (4) rprsnts th pizorsistiv proprty a chang in rsistanc du to a chang in rsistivity Δρ du to th application of mchanical strss. Th scond two trms rprsnt changs in rsistanc du to changs in th gomtry (lngth and ara) of th rsistor. In smiconductors, th first trm dominats. In mtals, th gomtric trms dominat 8,9. In th nxt two sctions w dvlop th modl for both mtals and smiconductors. Gag factor for mtal rsistors. In mtals, th rlativ chang in rsistanc Δ/ is du primarily to th changing gomtry. In this cas w can nglct th Δρ/ρ trm in (4) and modl th rlativ chang in rsistanc using Δ Δ ΔA. (5) A Pizorsistors mad of mtals ar most commonly ncountrd in th form of strain gags. Strain gags ar fabricatd to b most rsponsiv to uniaxial strain. Thus our analysis of th gomtric ffct in (5) is basd on uniaxial strain applid to an isotropic matrial. Whn a matrial is subjctd to strss in on dirction (w ll us a rctangular cross-sction to illustrat), th lngth of th matrial incrass by a small amount Δ and th hight h and width w dcras by th amounts Δh and Δw, as illustratd in Figur. Strain ε in th dirction of th applid strss is dfind as th ratio of th chang in lngth to th original lngth, that is, ε Δ/. original ara A, hight h and width w nw ara, hight hδh and width wδw + Δ applid strss σ Figur 7: Dimnsional changs du to applid strss in on dirction. 2 Th cross-sctional ara of th unstrssd spcimn is A hw. A small chang in ara ΔA is modld using (yt again) a Taylor-sris xpansion, A A ΔA Δh + Δw + highr ordr trms. (6) h w Th highr-ordr trms involv products and intgr powrs of Δh and Δw that ar ngligibl in magnitud compard to th first-ordr trms. Nglcting thm and dividing by A yilds ΔA Δh Δw +. (7) A h w Pag 5.92.

12 Th transvrs strain trms Δh/h and Δw/w for mtals and cubic crystals can b xprssd in trms of Poisson s ratio ν and th axial strain ε by Δh νε and h Δw νε, (8) w whr th ngativ signs indicat that both h and w dcras with positiv axial strain ε. Substituting (8) in (7) and simplifying yilds ΔA 2νε. (9) A To show that this rlationship is not uniqu to th rctangular conductor, w outlin th analysis for a circular conductor. Cross-sctional ara A for a circular conductor is givn by A πr 2, whr r is th conductor radius. Applying a Taylor sris as bfor yilds ΔA Δr 2. (20) A r adial strain is a function of axial strain, Δr/r νε. By substitution in (20) w obtain ΔA 2νε. (2) A This rsult (2) for a circular conductor is idntical to rsult (9) for a rctangular conductor. turning to our chang-of-rsistanc rlationship (5), substituting (2) and ε Δ/ yilds Δ ( + 2ν ) ε. (2) This rlationship modls th chang in rsistanc in mtals usd in strain gags as a function of a matrial proprty, Poisson s ratio, and th applid mchanical input, uniaxial strain. Snsitivity, in a snsor, is th ratio of chang in output to chang in input. For th rsistiv snsing lmnt th output is th rlativ chang in rsistanc Δ/ du to th input strain ε. Thus th snsitivity of th lmnt dpnds on th ratio of Δ/ to ε. In pizorsistiv applications, this ratio is calld th gag factor, F, a dimnsionlss numbr dfind as Δ F. (22) ε Applying this dfinition to (2), w obtain th xprssion for gag factor for mtal strain gags F + 2ν. (2) Gag factor is usd to compar th prdictd prformanc of candidat matrials as pizorsistors (highr F mans gratr snsitivity) and to guid us in positioning th pizorsistors on th mchanical structur that is subjctd to th input strain a topic to which w rturn aftr dvloping an xprssion gag factor for smiconductors. Pag

13 Gag factor for smiconductor rsistors. In smiconductors, th rlativ chang in rsistanc Δ/ is du primarily to changs in rsistivity, not gomtry. Nglcting th gomtric trms Δ/ and ΔA/A in (4) yilds Δ Δρ. (24) ρ For a pizorsistor subjctd to longitudinal and transvrs strsss, th rsistivity chang is Δρ π σ + π Tσ T. (25) ρ whr π and π T ar th longitudinal and transvrs pizorsistanc cofficints of th matrial. In practic, longitudinal mans in th dirction of currnt and transvrs mans prpndicular to th dirction of currnt. Altrnativly and slightly mor usful in our discussion of gag factor rsistivity can b xprssd in trms of strain, Δρ γ ε + γ TεT. (26) ρ whr γ and γ T ar th longitudinal and transvrs lastorsistanc cofficints of th matrial. Th two modls, (25) and (26), ar rlatd by th rlationships btwn strss and strain in th longitudinal and transvrs dirctions. Howvr, bcaus pizorsistiv smiconductor matrials ar gnrally anisotropic, th linar Young s modulus rlationship, σ Eε, dos not apply hr. Substituting (26) in (24) w obtain Δ γ ε + γ TεT. (26) This rlationship modls th chang in rsistanc in smiconductors usd in pizorsistiv applications as a function of matrial proprty, th lastorsistanc cofficints, and th applid mchanical inputs, longitudinal and transvrs strains. Dividing by ε, w obtain an xprssion for th gag factor, F γ + γ ε T T. (28) ε Both th lastorsistanc cofficints and th strains dpnd on th orintation of th rsistor. Gag factors for diffrnt matrials li on th approximat rangs givn in Tabl (s, for xampl 9, ). Th tabl shows that smiconductors ar mor snsitiv (highr F) that mtal strain gags. Th trad-off is that smiconductors ar mor brittl and hav lowr valus of fractur strss than mtals. Pag 5.92.

14 Tabl : Gag factors for mtals and smiconductors 2 F 5 for mtals, 5 F 50 for crmts (cramic-mtal mixturs) 70 F 5 for silicon and grmanium Physical placmnt and orintation of pizorsistors. Using th dfinition of bridg factor (22), w rarrang trms to obtain an xprssion for th rlativ rsistanc chang: Δ/ Fε. This xprssion holds for both mtal and smiconductor pizorsistors. Substituting Fε for ach Δ/ trm in th bridg modl () yilds an xprssion for bridg output in trms of strain only, assuming F is known and constant, Δ F ( ε ε + ε ε ) o 2 4. (29) i 4 By introducing th concpt of gag factor, this modl unambiguously rlats th snsor s basic mchanical input (strain) to th snsor s basic lctrical output (Δ o ) for both mtal and smiconductor pizorsistors. Th modl shows too that for a givn lvl of strain, a highr gag factor (or snsitivity) producs highr output voltag from th bridg. Th modl also lads us to insights rgarding placmnt of pizorsistor on th mchanical structur of th snsor lmnt. Equation (29) indicats that if th strains ar qual in magnitud and hav th sam sign, thn th bridg will produc zro output not a usful outcom. To obtain a usful voltag output, w thrfor position rsistors 2 and 4 to undrgo strain in th opposit sns to th strain of rsistors and. For xampl, considr th pizorsistiv acclromtr shown in Figur. Th acclromtr housing is scurd to a body undrgoing th acclration w want to masur th vibration of a machin, for xampl. In rspons to th acclration of th body, th sismic mass acclrats causing th cantilvr bam to bnd. Th bnding applis strain to th pizorsistors. Physical placmnt and orintation of th rsistors is influncd by thr considrations: th bridg configuration (which rsistor is wird into which lg of th bridg), th rgion of maximum strss, and th dirction of th strain to which w want th rsistor to rspond. rsistors orintd to rspond to longitudinal strain ε cantilvr bam sismic mass acclration snsitiv axis 2 4 (undr) snsor housing rgion of maximum strss Figur 8: Placmnt of rsistors on a bam-typ pizorsistiv acclromtr snsitiv to acclration in on dirction i 4 bridg configuration + o Pag

15 Th bridg configuration in this xampl is dtrmind by th sign of th strain in ach rsistor location. If th bam bnds downwards, th two rsistors on top of th bam ar in tnsion (a positiv ε for p-typ smiconductors) at th sam tim th rsistors undrnath th bam ar in comprssion (a ngativ ε for p-typ smiconductors). If th acclration changs dirction, th rgions of tnsion and comprssion swap. For th strains to add up and not cancl ach othr out in (29) w plac rsistors and sid by sid on on sid of th bam (hr both ar shown on top of th bam) and rsistors 2 and 4 on th othr sid of th bam. Thn ε and ε hav th sam sign, opposit that of ε 2 and ε 4, and th bridg producs a total positiv or a total ngativ output voltag Δ o. Th four rsistors ar placd at th bas of th bam bcaus this is th rgion of maximum strss. Any othr placmnt rducs th snsitivity of th snsor. Th rsistors ar orintd to b rsponsiv to longitudinal strain, that is, th dirction along th longitudinal axis of th cantilvr bam. Transvrs ffcts ar ngligibl in this configuration. Ths thr factors bridg configuration, location and orintation of maximum strss and strain, and th orintation of th rsistors that rspond to th strain ar usd to dtrmin th optimum placmnt and orintation of pizorsistors in a transducr. Dvic cas study: a pizorsistiv prssur snsor In this sction w study a pizorsistiv prssur snsor with oprational paramtrs similar to thos sn in automotiv applications. W us paramtrs rprsntativ of a class of prssur snsors similar in siz and us to th Omga PX409 prssur transducr. To giv our numrical xampl som smblanc to rality, w us physical paramtrs from th litratur 4,5. stainlss stl housing lctrical connction prssur inlt 80 mm Extrior viw silicon oil rsrvoir stainlss stl diaphragm structur to support th Si-wafr (00) Si-wafr prssur inlt i o Cross-sctional schmatic signal conditioning compartmnt Figur 9: A commrcially availabl pizorsistiv prssur snsor. 2 (Basd on th Omga PX409 prssur transducr 6.) Pag

16 Th basic configuration of this pizorsistiv snsor is shown in Figur 9 (adaptd from 6 ). Th snsor housing is stainlss stl, about 80 mm long, with a prssur fitting at on nd and an lctrical connction for input and output voltag at th othr nd. Snsors of this typ can typically masur prssur rangs from kpa ( psi) to MPa (5000 psi). Th DC xcitation voltag is usually btwn 5 0 V. Whn slcting a particular snsor mak and modl, on usually has a choic of lctrical output signals: 0 00 mv, 0 5 V, or 4 20 ma. Th cross-sction shows that th working fluid whos prssur w want to masur ntrs th snsor through th prssur inlt fitting and imposs prssur on th stainlss stl diaphragm. A small volum of silicon oil transfrs th prssur from th stainlss-stl diaphragm to th (00) Si-diaphragm. Th inducd strss and strain of th wafr is dtctd by pizorsistors on th wafr in a bridg configuration, producing an lctrical output proportional to th inlt prssur. In this xampl, w xamin a prssur snsor with a 0 MPa (45 psi) full scal input, 0 00 mv full scal output, a 0 VDC xcitation, and p-si pizorsistors. W bgin by discussing th mchanical proprtis of th diaphragm. In this xampl, th (00) Si-diaphragm is a squar,.2 mm on ach sid, 80µm thick, orintd with th <0> dirctions biscting th squar as shown in Figur. Whn prssur is applid from blow th largst upwards dflction of th diaphragm is at th cntr of th squar. Consquntly, th largst strss σ C, locatd midway along ach dg, is dirctd towards this cntr. Strss σ B, at th sam location, is dirctd paralll to th dg, along th boundary of th diaphragm. Basd on publishd xprimntal rsults for a squar diaphragm of this typ and siz, w stimat σ C 45.0 MPa and σ B 22.5 MPa 4. Th strains in th sam two dirctions ar ε C 52 µε and ε B 7 µε, whr th symbol µε mans microstrain ( microstrain 0 6 strain). Th maximum strss σ C is lowr than th fractur strss of th Si-diaphragm (60 MPa) by safty factor of 8. <0> location of maximum strss and strain (all four dgs) location of maximum dflction (00) Si-diaphragm σ C σb σ C.2 mm ach sid σ B <0> 80 µm thick Figur 0: Orintation of th Si-diaphragm and points of maximum strss and strain. 2 Th four p-typ pizorsistors ar placd at th four locations of maximum strss and strain. From th bridg modl (29), w know w want rsistors and to undrgo a positiv strain at th sam tim rsistors 2 and 4 undrgo a ngativ strain. W accomplish this by orinting th rsistors as shown in Figur (adaptd from,2 ). sistors and ar orintd with thir Pag

17 longitudinal axs in th dirction of maximum strss (σ C ); ε and ε will b positiv. sistors 2 and 4 ar orintd with thir transvrs axs in th dirction of maximum strss (σ C ); ε 2 and ε 4 will b ngativ. pizorsistor conductors to bridg <0> 2 σ σ T i currnt runs longitudinally σ i 4 σ T 2 + i 4 bridg configuration + o (00) Si-wafr <0> Figur : ocation and orintation of four pizorsistors on th squar diaphragm. 2 call, from (26), that th chang in rsistanc Δ/ is a function of th longitudinal and transvrs lastorsistanc cofficints and strain. W group th analysis blow into two columns: th lft column for rsistors and and th right column for rsistors 2 and 4. W us (24) and (26) for ach cas: Δ, Δ γ ε + γ Tε, 4 T, γ ε + γ TεT 2. (0) Comparing Figur to Figur, w s that th longitudinal strain of rsistors and is ε C (towards th cntr of th diaphragm) whil th longitudinal strain of rsistors 2 and 4 is ε B (along th boundary of th diaphragm). Substituting for ε yilds Δ Δ 4 2. (), γ ( ε C ) + γ Tε, T, γ ( ε B ) + γ TεT whr parnthss hav bn usd to highlight th substitutions. Th convrs is tru for th transvrs strains. Th transvrs strain of rsistors and is ε B (along th boundary) whil th transvrs strain of rsistors 2 and 4 is ε C (towards th cntr). Substituting for ε T yilds Δ, γ ( ε ) + γ ( ε ),, γ ( ε ) + γ ( ε ) C T B Δ 4 2 B T C. (2) Th lastorsistanc cofficints of th rsistors in th <0> dirction ar found in publishd tabls 9 to b γ 20 <0> and γ T 54 <0>. Pag

18 W r rady to obtain a numrical valu for th two Δ/ trms: Δ Δ, 2,4 6 6 ( 20)( 52 0 ) + ( 54)( 7 0 ) ( 20)( 7 0 ) + ( 54)( 52 0 ) () Thus, as w d plannd, rsistors and s a positiv chang in rsistanc (of about 2%) and rsistors 2 and 4 s a ngativ chang in rsistanc (of about %). As a rality chck on th analysis to this point, w comput th gag factor F for rsistors and, orintd longitudinally in th dirction of maximum strss (σ C ). Th gag factor is computd blow, with a rsult that lis in th xpctd rang (70 F 5) for silicon. Δ F ε C (4) Nxt, w dtrmin th ratio of lctrical output to input at th full prssur load of.0 MPa using th full-bridg modl and th valus of Δ/, Δ i o Δ Δ mv/v. 2 Δ + [ 9. ( 0.2) + 9. ( 0.2) ] Δ 4 0 With a 0 VDC xcitation voltag, th bridg full load output is 47 mv. Sinc th full load is.0 MPa, th snsitivity η is givn by. (5) 47 mv η MPa. (6) 47 mv/mpa (.0 mv/psi) To mt our goal of a 0 00 mv full scal output, w add an amplifir circuit to attnuat (rduc) th 47 mv bridg output by a factor of 00/ This factor is calld a gain K and is oftn rportd in th units of dcibls (db) as follows, 00 K 20log0 47. (7).2 db Pag

19 Th simplst op-amp txtbook circuit that provids positiv attnuation compriss two invrting amplifirs in sris, as shown in Figur. W hav to slct th rsistors f and o to obtain th dsird gain of (or.2 db). f f voltag signal from bridg o + o + transducr output Figur 2: Simpl non-invrting attnuation circuit. 2 Th gain of an invrting amplifir is th ratio of f to o, that is, K f. (8) and thrfor th gain of th two invrting op-amps in sris is givn by o 2 f f f K +. (9) o o o W writ a computr program to sort through th combinations of radily obtainabl rsistors looking for valus of K clos to W find that slcting f 6.2 Ω and o 7.5 Ω producs a gain K 0.68, which is within 0.2% of th dsird valu, clos nough to b usful. This amplifir circuit is placd in th signal-conditioning compartmnt of th snsor. Our lctrical output-to-input ratio now includs th amplifir gain, Δ i o K Δ Δ mv/v. 2 Δ + Δ [ 9. ( 0.2) + 9. ( 0.2) ] 4 0 With a 0 VDC xcitation voltag, th bridg full load output is 00 mv and th snsitivity η is now, as dsird,. (40) η 00 mv/mpa (0.69 mv/psi). (4) As a point of pdagogy: w hav purposfully slctd an ovrsimplifid attnuation circuit to kp th analysis accssibl to our audinc. In taching this matrial to our studnts w not that ral signal conditioning is gnrally mor complx and accomplishs mor than just stting a gain. Snturia, for xampl, shows a schmatic of a signal conditioning circuit for a Motorola prssur snsor, though without mathmatical analysis. In summary, this xampl illustrats how ach of th important factors bridg configuration, location and orintation of maximum strss and strain, and th orintation of th rsistors that rspond to th strain affct th dsign and snsitivity of a pizorsistiv transducr. Pag

20 Conclusion Th goal of this papr is to prsnt an approach to taching th oprating principls of pizorsistiv snsors that addrsss th issus w v ncountrd in most instrumntation txts of ithr ovrsimplifying th prsntation or writing for a rsarch-lvl audinc. In our opinion, th lvl of dtail w provid and basing ach stp of th dvlopmnt on principls familiar to th sophomor-lvl undrgraduat nginring studnt mts this goal. First, th tchnical contnt and mathmatics ar appropriat for sophomor-lvl nginring undrgraduats. Scond, th tchnical matrial is prsntd cohrntly, that is, ach stp of th xposition is motivatd by th rsults of th prvious stp. Third, sinc mchanical strain is th physical phnomnon rlating input to output, a strain-formulation is usd for gag factor and for th placmnt and orintation of th pizorsistors instad of th strss-formulation found in most txtbooks. W shar this approach with th instrumntation ducation community in th hop that its accssibility and cohrnc will hlp improv th taching of th oprating principls of this on important typ of snsor. Bibliography. Bryzk J, oundy S, Bircumshaw B, Chung C, Castllino K, Stttr J, and Vstl M (Mar/Apr 2006) Marvlous MEMS, IEEE Circuits & Dvics Magazin, p Adams T and ayton (200) Introductory MEMS: Fabrication and Applications, Springr, Nw York, NY.. Bckwith TG, Marangoni D, and inhard JH (2007) Mchanical Masurmnts 6/, Parson Education, Parson Prntic Hall, Uppr Saddl ivr, NJ. 4. Holman JP (200) Exprimntal Mthods for Enginrs 7/, McGraw-Hill, Nw York, NY. 5. Northrop B (2005) Introduction to Instrumntation and Masurmnts 2/, CC Prss, Taylor & Francis Group, Boca aton, F. 6. Whlr AJ and Ganji A (200) Introduction to Enginring Exprimntation /, Parson Highr Education, Prntic Hall, Uppr Saddl ivr, NJ 7. Figliola S and Basly DE (2000) Thory and Dsign for Mchanical Masurmnts /, John Wily & Sons, Nw York, NY. 8. Doblin EO (2004) Masurmnt Systms : Application and Dsign 5/, McGraw-Hill, Nw York, NY. 9. Busch-Vishniac IJ (999) Elctromchanical Snsors and Actuators, Springr-Vrlag, Nw York, NY. 0. Maluf N and Williams K (2004) An Introduction to Microlctromchanical Systms Enginring 2/, Artch Hous, Norwood, MA.. Snturia SD (200) Microsystm Dsign, Kluwr Acadmic Publishrs, Norwll, MA. 2. Madou MJ (2002) Fundamntals of Microfabrication 2/, CC Prss, Boca aton, F.. Bby S, Ensll G, Kraft M, and Whit N (2004) MEMS Mchanical Snsors, Artch Hous, Norwood, MA. 4. Clark SK and Knsall DW (979) Prssur snsitivity in anisotropically tchd thin-diaphragm prssur snsors, IEEE Trans on Elctron Dvics, ED-26:2, Dc in, Chu H-C, and u Y-W (Dc 999) Pizorsistiv prssur snsors, J of Microlctromchanical Systms, 8:4. 6. Omga Enginring (2009) PX409 Gag and Absolut Prssur Spcifications, rtrivd from 7. ayton, (2006) Mini-abs: A Hands-On Substitut for cturs, workshop givn at th Frontirs in Educ. Conf., San Digo. 8. ayton A and Mayhw JE (2006), Mchanical masurmnts: writing th script, in proc. ASEE Annual Conf., Chicago Pag

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

NTHU ESS5850 Micro System Design F. G. Tseng Fall/2016, 7-2, p1. Lecture 7-2 MOSIS/SCNA Design Example- Piezoresistive type Accelerometer II

NTHU ESS5850 Micro System Design F. G. Tseng Fall/2016, 7-2, p1. Lecture 7-2 MOSIS/SCNA Design Example- Piezoresistive type Accelerometer II F. G. Tsng Fall/016, 7-, p1 ctur 7- MOSIS/SCNA Dsign Exampl-!! Pizorsistivity Pizorsistiv typ Acclromtr II a Considr a conductiv lock of dimnsion a as shown in th figur. If a currnt is passd through th

More information

Voltage, Current, Power, Series Resistance, Parallel Resistance, and Diodes

Voltage, 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 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

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

4.2 Design of Sections for Flexure

4.2 Design of Sections for Flexure 4. Dsign of Sctions for Flxur This sction covrs th following topics Prliminary Dsign Final Dsign for Typ 1 Mmbrs Spcial Cas Calculation of Momnt Dmand For simply supportd prstrssd bams, th maximum momnt

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 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

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

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 4 Introduction to Finit Elmnt Analysis Chaptr 4 Trusss, Bams and Frams Ths nots ar prpard by Dr. Cünyt Srt http://www.m.mtu.du.tr/popl/cunyt

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

Exam 1. It is important that you clearly show your work and mark the final answer clearly, closed book, closed notes, no calculator.

Exam 1. It is important that you clearly show your work and mark the final answer clearly, closed book, closed notes, no calculator. Exam N a m : _ S O L U T I O N P U I D : I n s t r u c t i o n s : It is important that you clarly show your work and mark th final answr clarly, closd book, closd nots, no calculator. T i m : h o u r

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

Lecture 37 (Schrödinger Equation) Physics Spring 2018 Douglas Fields

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

More information

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

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

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

The pn junction: 2 Current vs Voltage (IV) characteristics

The 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 information

San José State University Aerospace Engineering AE 138 Vector-Based Dynamics for Aerospace Applications, Fall 2016

San José State University Aerospace Engineering AE 138 Vector-Based Dynamics for Aerospace Applications, Fall 2016 San José Stat Univrsity Arospac Enginring AE 138 Vctor-Basd Dynamics for Arospac Applications, Fall 2016 Instructor: Offic Location: Email: Offic Hours: Class Days/Tim: Classroom: Prof. J.M. Huntr E272F

More information

Design Guidelines for Quartz Crystal Oscillators. R 1 Motional Resistance L 1 Motional Inductance C 1 Motional Capacitance C 0 Shunt Capacitance

Design Guidelines for Quartz Crystal Oscillators. R 1 Motional Resistance L 1 Motional Inductance C 1 Motional Capacitance C 0 Shunt Capacitance TECHNICAL NTE 30 Dsign Guidlins for Quartz Crystal scillators Introduction A CMS Pirc oscillator circuit is wll known and is widly usd for its xcllnt frquncy stability and th wid rang of frquncis ovr which

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

Seebeck and Peltier Effects

Seebeck and Peltier Effects Sbck and Pltir Effcts Introduction Thrmal nrgy is usually a byproduct of othr forms of nrgy such as chmical nrgy, mchanical nrgy, and lctrical nrgy. Th procss in which lctrical nrgy is transformd into

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

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

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

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

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

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

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

Extraction of Doping Density Distributions from C-V Curves

Extraction of Doping Density Distributions from C-V Curves Extraction of Doping Dnsity Distributions from C-V Curvs Hartmut F.-W. Sadrozinski SCIPP, Univ. California Santa Cruz, Santa Cruz, CA 9564 USA 1. Connction btwn C, N, V Start with Poisson quation d V =

More information

MCE503: Modeling and Simulation of Mechatronic Systems Discussion on Bond Graph Sign Conventions for Electrical Systems

MCE503: Modeling and Simulation of Mechatronic Systems Discussion on Bond Graph Sign Conventions for Electrical Systems MCE503: Modling and Simulation o Mchatronic Systms Discussion on Bond Graph Sign Convntions or Elctrical Systms Hanz ichtr, PhD Clvland Stat Univrsity, Dpt o Mchanical Enginring 1 Basic Assumption In a

More information

CS 361 Meeting 12 10/3/18

CS 361 Meeting 12 10/3/18 CS 36 Mting 2 /3/8 Announcmnts. Homwork 4 is du Friday. If Friday is Mountain Day, homwork should b turnd in at my offic or th dpartmnt offic bfor 4. 2. Homwork 5 will b availabl ovr th wknd. 3. Our midtrm

More information

A New Approach to the Fatigue Life Prediction for Notched Components Under Multiaxial Cyclic Loading. Zhi-qiang TAO and De-guang SHANG *

A New Approach to the Fatigue Life Prediction for Notched Components Under Multiaxial Cyclic Loading. Zhi-qiang TAO and De-guang SHANG * 2017 2nd Intrnational Conrnc on Applid Mchanics, Elctronics and Mchatronics Enginring (AMEME 2017) ISBN: 978-1-60595-497-4 A Nw Approach to th Fatigu Li Prdiction or Notchd Componnts Undr Multiaxial Cyclic

More information

Part 7: Capacitance And Capacitors

Part 7: Capacitance And Capacitors Part 7: apacitanc And apacitors 7. Elctric harg And Elctric Filds onsidr a pair of flat, conducting plats, arrangd paralll to ach othr (as in figur 7.) and sparatd by an insulator, which may simply b air.

More information

2013 Specialist Mathematics GA 3: Written examination 2

2013 Specialist Mathematics GA 3: Written examination 2 0 0 Spcialist Mathmatics GA : Writtn xamination GENERAL COMMENTS Th 0 Spcialist Mathmatics xamination comprisd multipl-choic qustions (worth marks) and fiv xtndd qustions (worth 8 marks). Th papr smd accssibl

More information

Coupled Pendulums. Two normal modes.

Coupled Pendulums. Two normal modes. Tim Dpndnt Two Stat Problm Coupld Pndulums Wak spring Two normal mods. No friction. No air rsistanc. Prfct Spring Start Swinging Som tim latr - swings with full amplitud. stationary M +n L M +m Elctron

More information

Calculus concepts derivatives

Calculus concepts derivatives All rasonabl fforts hav bn mad to mak sur th nots ar accurat. Th author cannot b hld rsponsibl for any damags arising from th us of ths nots in any fashion. Calculus concpts drivativs Concpts involving

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

VSMN30 FINITA ELEMENTMETODEN - DUGGA

VSMN30 FINITA ELEMENTMETODEN - DUGGA VSMN3 FINITA ELEMENTMETODEN - DUGGA 1-11-6 kl. 8.-1. Maximum points: 4, Rquird points to pass: Assistanc: CALFEM manual and calculator Problm 1 ( 8p ) 8 7 6 5 y 4 1. m x 1 3 1. m Th isotropic two-dimnsional

More information

Deift/Zhou Steepest descent, Part I

Deift/Zhou Steepest descent, Part I Lctur 9 Dift/Zhou Stpst dscnt, Part I W now focus on th cas of orthogonal polynomials for th wight w(x) = NV (x), V (x) = t x2 2 + x4 4. Sinc th wight dpnds on th paramtr N N w will writ π n,n, a n,n,

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

Mechanical Properties

Mechanical Properties Mchanical Proprtis Elastic dformation Plastic dformation Fractur Mchanical Proprtis: Th Tnsion Tst s u P L s s y ΔL I II III For matrials proprtis, rplac load-dflction by strss-strain Enginring strss,

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

(Upside-Down o Direct Rotation) β - Numbers

(Upside-Down o Direct Rotation) β - Numbers Amrican Journal of Mathmatics and Statistics 014, 4(): 58-64 DOI: 10593/jajms0140400 (Upsid-Down o Dirct Rotation) β - Numbrs Ammar Sddiq Mahmood 1, Shukriyah Sabir Ali,* 1 Dpartmnt of Mathmatics, Collg

More information

First derivative analysis

First derivative analysis Robrto s Nots on Dirntial Calculus Chaptr 8: Graphical analysis Sction First drivativ analysis What you nd to know alrady: How to us drivativs to idntiy th critical valus o a unction and its trm points

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

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

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

Content Skills Assessments Lessons. Identify, classify, and apply properties of negative and positive angles.

Content Skills Assessments Lessons. Identify, classify, and apply properties of negative and positive angles. Tachr: CORE TRIGONOMETRY Yar: 2012-13 Cours: TRIGONOMETRY Month: All Months S p t m b r Angls Essntial Qustions Can I idntify draw ngativ positiv angls in stard position? Do I hav a working knowldg 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

7.4 Potential Difference and Electric Potential

7.4 Potential Difference and Electric Potential 7.4 Potntial Diffrnc and Elctric Potntial In th prvious sction, you larnd how two paralll chargd surfacs produc a uniform lctric fild. From th dfinition of an lctric fild as a forc acting on a charg, it

More information

Finite Element Model of a Ferroelectric

Finite Element Model of a Ferroelectric Excrpt from th Procdings of th COMSOL Confrnc 200 Paris Finit Elmnt Modl of a Frrolctric A. Lópz, A. D Andrés and P. Ramos * GRIFO. Dpartamnto d Elctrónica, Univrsidad d Alcalá. Alcalá d Hnars. Madrid,

More information

Supplementary Materials

Supplementary Materials 6 Supplmntary Matrials APPENDIX A PHYSICAL INTERPRETATION OF FUEL-RATE-SPEED FUNCTION A truck running on a road with grad/slop θ positiv if moving up and ngativ if moving down facs thr rsistancs: arodynamic

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

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

Dynamic Modelling of Hoisting Steel Wire Rope. Da-zhi CAO, Wen-zheng DU, Bao-zhu MA *

Dynamic Modelling of Hoisting Steel Wire Rope. Da-zhi CAO, Wen-zheng DU, Bao-zhu MA * 17 nd Intrnational Confrnc on Mchanical Control and Automation (ICMCA 17) ISBN: 978-1-6595-46-8 Dynamic Modlling of Hoisting Stl Wir Rop Da-zhi CAO, Wn-zhng DU, Bao-zhu MA * and Su-bing LIU Xi an High

More information

University of Illinois at Chicago Department of Physics. Thermodynamics & Statistical Mechanics Qualifying Examination

University of Illinois at Chicago Department of Physics. Thermodynamics & Statistical Mechanics Qualifying Examination Univrsity of Illinois at Chicago Dpartmnt of hysics hrmodynamics & tatistical Mchanics Qualifying Eamination January 9, 009 9.00 am 1:00 pm Full crdit can b achivd from compltly corrct answrs to 4 qustions.

More information

Statistical Thermodynamics: Sublimation of Solid Iodine

Statistical 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 information

Status of LAr TPC R&D (2) 2014/Dec./23 Neutrino frontier workshop 2014 Ryosuke Sasaki (Iwate U.)

Status of LAr TPC R&D (2) 2014/Dec./23 Neutrino frontier workshop 2014 Ryosuke Sasaki (Iwate U.) Status of LAr TPC R&D (2) 214/Dc./23 Nutrino frontir workshop 214 Ryosuk Sasaki (Iwat U.) Tabl of Contnts Dvlopmnt of gnrating lctric fild in LAr TPC Introduction - Gnrating strong lctric fild is on of

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

ph People Grade Level: basic Duration: minutes Setting: classroom or field site

ph People Grade Level: basic Duration: minutes Setting: classroom or field site ph Popl Adaptd from: Whr Ar th Frogs? in Projct WET: Curriculum & Activity Guid. Bozman: Th Watrcours and th Council for Environmntal Education, 1995. ph Grad Lvl: basic Duration: 10 15 minuts Stting:

More information

A central nucleus. Protons have a positive charge Electrons have a negative charge

A central nucleus. Protons have a positive charge Electrons have a negative charge Atomic Structur Lss than ninty yars ago scintists blivd that atoms wr tiny solid sphrs lik minut snookr balls. Sinc thn it has bn discovrd that atoms ar not compltly solid but hav innr and outr parts.

More information

Ultimate strength analysis & design of residential slabs on reactive soil

Ultimate strength analysis & design of residential slabs on reactive soil Ultimat strngth analysis & dsign of rsidntial slabs on ractiv soil This documnt prsnts an ovrviw of thory undrlying ultimat strngth analysis and dsign of stiffnd raft and waffl raft slabs, as commonly

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

AS 5850 Finite Element Analysis

AS 5850 Finite Element Analysis AS 5850 Finit Elmnt Analysis Two-Dimnsional Linar Elasticity Instructor Prof. IIT Madras Equations of Plan Elasticity - 1 displacmnt fild strain- displacmnt rlations (infinitsimal strain) in matrix form

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

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

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

1 Minimum Cut Problem

1 Minimum Cut Problem CS 6 Lctur 6 Min Cut and argr s Algorithm Scribs: Png Hui How (05), Virginia Dat: May 4, 06 Minimum Cut Problm Today, w introduc th minimum cut problm. This problm has many motivations, on of which coms

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

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

Division of Mechanics Lund University MULTIBODY DYNAMICS. Examination Name (write in block letters):.

Division of Mechanics Lund University MULTIBODY DYNAMICS. Examination Name (write in block letters):. Division of Mchanics Lund Univrsity MULTIBODY DYNMICS Examination 7033 Nam (writ in block lttrs):. Id.-numbr: Writtn xamination with fiv tasks. Plas chck that all tasks ar includd. clan copy of th solutions

More information

TOPOLOGY DESIGN OF STRUCTURE LOADED BY EARTHQUAKE. Vienna University of Technology

TOPOLOGY DESIGN OF STRUCTURE LOADED BY EARTHQUAKE. Vienna University of Technology Bluchr Mchanical Enginring Procdings May 2014, vol. 1, num. 1 www.procdings.bluchr.com.br/vnto/10wccm TOPOLOGY DESIG OF STRUCTURE LOADED BY EARTHQUAKE P. Rosko 1 1 Cntr of Mchanics and Structural Dynamics,

More information

Module 7 Design of Springs. Version 2 ME, IIT Kharagpur

Module 7 Design of Springs. Version 2 ME, IIT Kharagpur Modul 7 Dsign of Springs Lsson Dsign of Hlical Springs for Variabl Load Instructional Objctivs: At th nd of this lsson, th studnts should b abl to undrstand: Natur of varying load on springs Modification

More information

ME311 Machine Design

ME311 Machine Design ME311 Machin Dsign Lctur 4: Strss Concntrations; Static Failur W Dornfld 8Sp017 Fairfild Univrsit School of Enginring Strss Concntration W saw that in a curvd bam, th strss was distortd from th uniform

More information

Two Products Manufacturer s Production Decisions with Carbon Constraint

Two Products Manufacturer s Production Decisions with Carbon Constraint Managmnt Scinc and Enginring Vol 7 No 3 pp 3-34 DOI:3968/jms9335X374 ISSN 93-34 [Print] ISSN 93-35X [Onlin] wwwcscanadant wwwcscanadaorg Two Products Manufacturr s Production Dcisions with Carbon Constraint

More information

Full Order Observer Controller Design for Two Interacting Tank System Based on State Space Approach

Full Order Observer Controller Design for Two Interacting Tank System Based on State Space Approach Intrnational Journal of Application or Innovation in Enginring & Managmnt (IJAIEM) Wb Sit: www.ijaim.org Email: ditor@ijaim.org Volum 6, Issu 7, July 07 ISSN 39-4847 Full Ordr Obsrvr Controllr Dsign for

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

CE 530 Molecular Simulation

CE 530 Molecular Simulation CE 53 Molcular Simulation Lctur 8 Fr-nrgy calculations David A. Kofk Dpartmnt of Chmical Enginring SUNY Buffalo kofk@ng.buffalo.du 2 Fr-Enrgy Calculations Uss of fr nrgy Phas quilibria Raction quilibria

More information

MA 262, Spring 2018, Final exam Version 01 (Green)

MA 262, Spring 2018, Final exam Version 01 (Green) MA 262, Spring 218, Final xam Vrsion 1 (Grn) INSTRUCTIONS 1. Switch off your phon upon ntring th xam room. 2. Do not opn th xam booklt until you ar instructd to do so. 3. Bfor you opn th booklt, fill in

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

INC 693, 481 Dynamics System and Modelling: The Language of Bound Graphs Dr.-Ing. Sudchai Boonto Assistant Professor

INC 693, 481 Dynamics System and Modelling: The Language of Bound Graphs Dr.-Ing. Sudchai Boonto Assistant Professor INC 693, 48 Dynamics Systm and Modlling: Th Languag o Bound Graphs Dr.-Ing. Sudchai Boonto Assistant Prossor Dpartmnt o Control Systm and Instrumntation Enginring King Mongkut s Unnivrsity o Tchnology

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

MEASURING HEAT FLUX FROM A COMPONENT ON A PCB

MEASURING HEAT FLUX FROM A COMPONENT ON A PCB MEASURING HEAT FLUX FROM A COMPONENT ON A PCB INTRODUCTION Elctronic circuit boards consist of componnts which gnrats substantial amounts of hat during thir opration. A clar knowldg of th lvl of hat dissipation

More information

Chapter 13 Aggregate Supply

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

More information

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

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

4. Money cannot be neutral in the short-run the neutrality of money is exclusively a medium run phenomenon.

4. Money cannot be neutral in the short-run the neutrality of money is exclusively a medium run phenomenon. PART I TRUE/FALSE/UNCERTAIN (5 points ach) 1. Lik xpansionary montary policy, xpansionary fiscal policy rturns output in th mdium run to its natural lvl, and incrass prics. Thrfor, fiscal policy is also

More information

2008 AP Calculus BC Multiple Choice Exam

2008 AP Calculus BC Multiple Choice Exam 008 AP Multipl Choic Eam Nam 008 AP Calculus BC Multipl Choic Eam Sction No Calculator Activ AP Calculus 008 BC Multipl Choic. At tim t 0, a particl moving in th -plan is th acclration vctor of th particl

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

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

DIELECTRIC AND MAGNETIC PROPERTIES OF MATERIALS

DIELECTRIC AND MAGNETIC PROPERTIES OF MATERIALS DILCTRIC AD MAGTIC PROPRTIS OF MATRIALS Dilctric Proprtis: Dilctric matrial Dilctric constant Polarization of dilctric matrials, Typs of Polarization (Polarizability). quation of intrnal filds in liquid

More information

Osmium doping of UAl 2. Department of Physics and Engineering Greenville, SC Department of Physics Gainesville, FL

Osmium doping of UAl 2. Department of Physics and Engineering Greenville, SC Department of Physics Gainesville, FL Osmium doping of UAl 2 T. D. Scott 1,2, D. J. Burntt 2, J. S. Kim 2, and G. R. Stwart 2 1 Bob Jons Univrsity Dpartmnt of Physics and Enginring Grnvill, SC 29614 2 Univrsity of Florida Dpartmnt of Physics

More information

SER/BER in a Fading Channel

SER/BER in a Fading Channel SER/BER in a Fading Channl Major points for a fading channl: * SNR is a R.V. or R.P. * SER(BER) dpnds on th SNR conditional SER(BER). * Two prformanc masurs: outag probability and avrag SER(BER). * Ovrall,

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

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

Sliding Mode Flow Rate Observer Design

Sliding Mode Flow Rate Observer Design Sliding Mod Flow Rat Obsrvr Dsign Song Liu and Bin Yao School of Mchanical Enginring, Purdu Univrsity, Wst Lafaytt, IN797, USA liu(byao)@purdudu Abstract Dynamic flow rat information is ndd in a lot of

More information

Math 34A. Final Review

Math 34A. Final Review Math A Final Rviw 1) Us th graph of y10 to find approimat valus: a) 50 0. b) y (0.65) solution for part a) first writ an quation: 50 0. now tak th logarithm of both sids: log() log(50 0. ) pand th right

More information

Laboratory work # 8 (14) EXPERIMENTAL ESTIMATION OF CRITICAL STRESSES IN STRINGER UNDER COMPRESSION

Laboratory work # 8 (14) EXPERIMENTAL ESTIMATION OF CRITICAL STRESSES IN STRINGER UNDER COMPRESSION Laboratory wor # 8 (14) XPRIMNTAL STIMATION OF CRITICAL STRSSS IN STRINGR UNDR COMPRSSION At action of comprssing ffort on a bar (column, rod, and stringr) two inds of loss of stability ar possibl: 1)

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