Experimental evaluation of a flapping-wing aerodynamic model for MAV applications

Size: px
Start display at page:

Download "Experimental evaluation of a flapping-wing aerodynamic model for MAV applications"

Transcription

1 Exprimntal valuation of a flapping-wing arodynamic modl for MAV applications Jun-Song a, Da-Kwan Kim b, Jin-Young a, Ja-Hung Han a a Dpartmnt of Arospac Enginring, KAIS, 335 Gwahangno, Yusong-gu, Dajon, 35-7, Rpublic of Kora b COMS Systms Dpartmnt, Communication, Ocan & Mtorological Satllit Program Offic, Kora Arospac Rsarch Institut, Dajon, , Rpublic of Kora < Articl Info. > Publication itl Journal Hompag SPIE 5th Annual Symposium Smart Structurs and Matrials Publication Yar 8 Volum/Issu Vol.698, 698M Paginations DOI urthr Info. Rmark his PD fil is basd on th final submission to th publishr, and thr might b slight chang from th final form providd by th publishr. Copyright 8 Socity of Photo-Optical Instrumntation Enginrs.

2 Exprimntal valuation of a flapping-wing arodynamic modl for MAV applications Jun-Song a, Da-Kwan Kim b, Jin-Young a, Ja-Hung Han* a a Dpartmnt of Arospac Enginring, KAIS, 335 Gwahangno, Yusong-gu, Dajon, 35-7, Rpublic of Kora b COMS Systms Dpartmnt, Communication, Ocan & Mtorological Satllit Program Offic, Kora Arospac Rsarch Institut, Dajon, , Rpublic of Kora ABSRAC In th prliminary dsign phas of th bio-inspird flapping-wing MAV (micro air vhicl), it is ncssary to prdict th arodynamic forcs around th flapping-wing undr flapping-wing motion at cruising flight. In this study, th fficint quasi-stady flapping-wing arodynamic modl for MAV application is xplaind and it is xprimntally vrifid. h flapping-wing motion is dcoupld to th plunging and pitching motion, and th plunging-pitching motion gnrator with load cll assmbly is dvlopd. h compnsation of inrtial forcs from th masurd lift and thrust is studid to masur th pur arodynamic loads on th flapping-wing. Advancd ratio is introducd to valuat th unstadinss of th flow and to mak an application rang of flapping-wing arodynamic modl. Kywords: Bio-inspird, lapping-wing, Arodynamic modl, Micro air vhicl, Wind tunnl tsting, Advancd ratio. INRODUCION h dsign of wing structurs of flapping-wing vhicls is quit diffrnt from that in fixd- and rotary-wing aircraft. On of diffrncs is th us of arolastic dformation. or th convntional aircrafts arolastic phnomna hav bn rgardd as somthing to b avoidd or prvntd in gnral. Howvr, for birds and inscts, it is not always ncssary to rduc or supprss thos dformations bcaus thy indd us th arolastic charactristics of thir wing structurs. Actually most of birds and bats can chang thir wing shaps activly to gnrat propr arodynamic loads. Howvr, it sms that th passiv pitching causd by th intraction of flxibl wing structurs and arodynamic loads contributs a lot to th incras in arodynamic prformancs. h charactristics of flapping-wing arodynamics ar dpndnt upon th kinmatics of wing motion, wing gomtry, wing structural proprtis and flow condition. h flapping-wing arodynamics govrnd by unstady low Rynolds numbr flow has not bn fully undrstood; spcially th rols or ffcts of lading-dg vortx, span-wis flow, and dlayd stall nd to b furthr invstigatd. Currntly, many rsarchrs dmonstrat thir bio-inspird flapping-wing MAV by trial-and-rror approachs. ik a pigon or magpi, bird-scal natur s flyrs hav highr aspct ratio wing, lowr flapping frquncy and rlativly small wing dformation than inscts or hummingbirds. hos craturs xprinc th quasi-stady flow fild which is much mor prdictabl than unstady on. Daurir [] stablishd a flapping-wing arodynamic modl, calld modifid strip thory (MS). h arodynamic modl maks it possibl to stimat th arodynamic prformancs of bird-scal flapping-wing MAV in th phas of prliminary dsign and dvlopmnt. Kim [] improvd th MS to considr highr rsultant angl of attack, and addd th dynamic stall modl for not only pitching but also plunging motion. H obtaind th arodynamic paramtrs usd in MS from th stady stat wind tunnl tst data. Evn th flapping-wing arodynamic modl is vry fficint analyzing tool but it should b validatd by th rfind xprimntal data undr various kinmatical and arodynamic conditions. Howvr, thr ar not nough xprimntal rsults at low Rynolds numbr rgim and in th broadn rang of wing kinmatics paramtrs. Accordingly w dvlopd an xprimntal dvic to acquir th arodynamic data undr various flapping-wing motions at low Rynolds numbrs, and th xprimntal rsults wr compard with MS simulation rsults. jahunghan@kaist.ac.kr; phon ; fax ; Activ and Passiv Smart Structurs and Intgratd Systms 8, ditd by Mhdi Ahmadian Proc. of SPIE Vol. 698, 698M, (8) X/8/$8 doi:.7/ Proc. of SPIE Vol M-

3 . EXPERIMENA SE-UP AND MEHODS o analyz th arodynamic charactristics of th flapping-wing, w dcoupld th flapping-wing motion into two mainly ffctiv wing motions: plunging and pitching. Sunada t al. [3] dvlopd a plunging and pitching motion gnrator; howvr thy did th xprimnts in th watr tank at vry low actuation frquncy. Okamoto t al. [4] also trid to masur th arodynamic forcs and momnts around flat-plat wing undr unstady wing motions in th wind tunnl. But thos xprimntal dvics hav som limitations such as small amplituds (~.5c) and low actuation frquncy lvl (~Hz). Birds hav plunging amplituds mor than tims of thir wing chord lngth. lapping frquncy dpnds on th wing span but thy usually hav 3~7Hz for 6cm wing span (c.f. Magpi) [7]. Considring natur s flapping motions, w dvlopd rlativly larg amplitud (pak-to-pak 6cm) and high frquncy (~Hz) motion gnrator.. Plunging-pitching motion gnrator ig. shows th ovrall shap of th dvlopd plunging-pitching motion gnrator, consisting mainly of plunging motion gnrator, pitching motion gnrator and load cll assmbly. Basically th scotch-yok mchanism convrts th rotational motion of th motor into th sinusoidal motion, and th attachd balancd mass rducs th vibration of th ntir systm. h plunging frquncy incrass linarly with th spd of th plunging actuation motor and th spd is controlld by th xtrnal analog signal of invrtr. oad cll assmbly is attachd to th plunging motion gnrator as shown in ig.. It consists of two load clls (KOYO-65AQ-3, 5kgf) to gaug th lift and th thrust dirctional forcs, and connctd to two dynamic strain amplifirs (DN-AM3). his part is hidd in th aluminum fairing for th wind tunnl tsting. h pitching motion gnrator is mountd on th lift dirctional load cll. And it can b rplacd by thr typs of tst bd, () static tst jig to fix th angl of attack for stady stat wind tunnl tst of th tst wing and th plunging-only tst, () passiv tst jig to gnrat th passiv pitching motion by translational spring as shown in ig. and (3) activ tst jig to install th stpping motor for activ pitching control, rspctivly. In this papr, w usd th static tst jig to prform th stady stat wind tunnl tst and plunging motion only tst at fixd angl of attack as an initial study of this rsarch. W usd two long rang displacmnt lasr snsors (B-3/B-) to monitor th plunging and pitching wing motions. Bfor w installd th motion gnrator to th wind tunnl facility, w valuatd it by data whthr it gnrats propr motions of dsird amplituds and frquncis. Morovr, to find th rlationship btwn [gf] and [mv], ach dirctional load cll was calibratd by th wight of a balanc. his xprimntal dvic nds 5 A/D ports ( load clls-lift/thrust, lasr displacmnt snsors-plunging/pitching, acclromtr-plunging) and D/A ports (plunging frquncy and wind tunnl spd control). All th signals ar managd by RI (Ral-im-Intrfac) DSP board (dspace-ds3). h sampling tim is fixd to ms throughout th xprimnt. Pitching Motion Masurmnt Point Passiv Pitching Motion Gnrator ift c θ Scotch-yok Plunging Motion Gnrator oad cll Assmbly hrust U α h & Static st Jig g r Plunging Motion Masurmnt Point h Y Z X ig Plunging-pitching motion gnrator ig oad cll assmbly and th dirction of forcs Proc. of SPIE Vol M-

4 h low pass filtr with th cut-off frquncy of.5 tims of th plunging actuation frquncy was applid to th ntir snsor signals. h discrt ourir transform filtr was usd to prvnt th phas dlay.. Inrtial forc modling h load clls attachd to th plunging motion gnrator xprinc th acclration of plunging motion. Du to th mass of load cll itslf, w can obsrv th signal, but it can not b dtrmind thortically. o xtract th pur arodynamic loads from th combind signal of th inrtia and th arodynamic forcs, w introducd th dynamic calibration of th load cll to mak an inrtial modl. irst of all, w xamind th structural charactristics of our masurmnt systm by th modal tst (PCB86C, HP356xa). h first natural frquncy of th xprimntal dvic is gratr than Hz. h plunging motion actuation frquncy f is austd from i =Hz to Hz. Hnc, w mad sur that th chang of structural proprtis of load cll assmbly such as phas dlay, and quivalnt mass of load cll ar not varid with th frquncy. h raw data of ach load cll ar composd of = ( f = i ) ( f i ), I A ( f = i ) + ( f i ) I = A + = = () h subscript I and A imply inrtia and arodynamic forcs, and th suprscript and dnot lift and thrust, rspctivly. If thr is no pitching motion gnrator which is mountd on th lift dirctional load cll, w could introduc th quivalnt mass of load cll assmbly m and m to build an inrtial modl of ach dirction. ( ) = m a I, = m I a,, ( ) In cas th lift and th thrust dirctional acclrations ar known, w can dtrmin th quivalnt mass. m ( ) f i = = I, RMS a RMS, m ( ) f i = = I, RMS a RMS () (3) h lift dirctional acclration a is asily calculatd bcaus th plunging motion has th xact sinusoidal form. In contrast, th thrust dirctional acclration a can not b drivd simply. Hnc w mak th two dummy mass which hav th diffrnt wights ( m d =8.98g, m d =43.5g) and it can b assmbld on th lift dirctional load cll just lik th static tst jig in ig. Whn th dummy masss ar installd, thn th inrtia forcs can b xprssd as ( ) = ( m + m ) ( a ),, ( ) = ( m + m ) ( a ), I rom quations () and (4), w can gt th acclration componnts as follows: ( a ) ( f = i ) ( f i ) I, = I, =, ( a ) m I ( ) ( ) I, I, (4) = (5) m inally w avragd thos acclration valus to gt much prcis ons. Basd on th rsult of th quation (5), w can xprss thm to analytical forms. a f i = ( t) = h( πf ) sin(πft), a = i ( t) = C h( π f ) ( sin(πft) + ( + C )sin(π ( f ) t + π )) f (6) whr C =.889, C. for i = to 9. Proc. of SPIE Vol M-3

5 8 6 5 ift Dirctional Acclration [m/s ] h=.4m f=5hz a modl a modl a xp a xp hrust dirctional acclration [m/s ] Equivalnt Mass [g] 4 3 m q m q im [sc] ig 3 ift and thrust dirctional acclration modling Plunging rquncy [Hz] ig 4 Equivalnt mass of lift and thrust dirction h cofficints C and C rprsnt th structural coupling factor btwn th lift and th thrust. It is dtrmind by th curv fitting to minimiz th rror btwn th xprimnt data (5) and th acclration modl (6) for i = to 9. ig 3 rprsnts th rsult of th lift and th thrust dirctional acclrations modling at h =.4m and f =5Hz. rom th quation (3), th quivalnt masss of ach dirctional load cll can b valuatd as shown in ig 4. It is confirmd that th quivalnt masss ar not varid with th actuation frquncy, and that thy hav th man valus of m =3.389g and m =.887g with th standard dviation.5g and.33g, rspctivly. Adding th inrtial ffcts of static or passiv tst jig, w can calculat th total inrtial forcs. Evntually w can sparat th signal from th inrtia combind on to pur arodynamic loads. * ( ) = ( m + m + m ) a I tst w whr tst, static d = ( m I + mtst + mw ) a *, ( ) * m = m, m tst, dynamic = md, m w mw + m jo int = = 5.37g (7).3 Wind tunnl tsts of th plunging-pitching motion ig. 5 shows th xprimntal dvic assmbld to th low-spd wind tunnl facility in KAIS. h wind tunnl has 3 x 3cm squar and cm lngth tst sction, and th flow vlocity can b controlld from m/s to 5m/s. asr displacmnt snsor (Pitching) ow-spd Wind unnl st wing Anmomtr (Van yp) Wind unnl Control Panl Plunging Motion Gnrator Acclromtr Amp. (Vrtical) asr displacmnt snsor (Plunging) DAQ Systm (dspace Control board) Plunging Motion Controllr oad Cll Amplifir ig 5 Plunging-pitching motion gnrator installd in th low-spd wind tunnl Proc. of SPIE Vol M-4

6 o us our flapping-wing arodynamic modl, MS, w startd th wind tunnl tsting to gt th static lift and drag cofficints vrsus angl of attack of th tst wing that has th span b =8mm, chord lngth c =3mm, thicknss t =.5mm, aspct ratio AR =6 and mass m w =7.45g. It is mad of carbon/poxy fram and balsa to rsist th arodynamic forcs and it is sufficintly rigid in th rang of ~Hz xcitation frquncy. W simulatd our arodynamic modl at zro frquncy to gt th arodynamic paramtrs which hav th last rror compard with th xprimnt data of th stady stat wind tunnl tsting of th airfoil. hn using ths paramtrs, summarizd in Equation (8), w could stimat th arodynamic forcs inducd by dynamic plunging and pitching motion without furthr xprimnts. As shown in th ig 6, th angl of attack was austd from - dg to dg with dg incrmnts at th flow vlocitis U = 6 and 8m/s, R =4 and 65, rspctivly. η =.9, ( C ) uppr =.36, ( ) lowr C =.9, s d α =, ( stall ) max c C d =3.9, ( ) c d f α =8., ( stall ) min α =-8.8 (8). lat-plat wing AR=6 Cofficints of ift and Drag C, Exp., R=4 C, Exp., R=4 C, Exp., R=65 C, Exp., R=65 C, MS Simulation C, MS Simulation - - Angl of attack [dg] ig 6 ift and thrust cofficints at R=4 and R=65 with MS simulation rsults.4 lapping-wing arodynamic modl, MS Daurir [] proposd th flapping-wing arodynamic modl by using simpl strip thory. Mainly, this thory is volvd from th modification of th fluttr analysis for larg amplitud wing motion and low spd flow. Modifid strip thory has th svral assumptions: invariabl finit span, continuous sinusoidal wing motion, and low rsultant angl of attack. Various arodynamic ffcts, such as cambr ffct, partial lading dg suction ffct, viscous ffct, unstady wak ffct, and dynamic stall modl of pitching motion can b considrd in this modl. Kim [] improvd this arodynamic modl for th highr rsultant angl of attack, and applid th dynamic stall modl not only for th pitching but also plunging wing motion. his papr is focusd on th xprimntal vrification of our flapping-wing arodynamic modls ( MS is original vrsion [] and MS-stall is improvd on []). 3. RESUS AND DISCUSSION Using th xprimntal st-up and mthods dscribd in th prvious chaptr, now th xprimntal data and th simulation rsults ar analyzd. h xprimntal conditions in this papr ar flow spd U =6m/s, plunging amplitud h =.4m, plunging frquncy f =~9Hz (Hz inc.) and fixd angl of attack θ =, 4, and dg. Shown ig 7 is th tim history of plunging motion, angl of attack, and lift and thrust cofficints at fixd angl of attack of 4 dg and th plunging frquncy of 5Hz. MS-stall and xprimnt data ar vry clos but MS can not Proc. of SPIE Vol M-5

7 follow th valu nar th pak of lift cofficint. It addrsss that th dynamic stall modl and th stall critrion of MSstall ar bttr than thos of MS. h thrust cofficint of MS is diffrnt with that of xprimntal rsult and MS-stall. rom th stall critrion usd for MS, thr is a big discontinuity during th upstrok. It producs th signal having th twic frquncy, bcaus w applid th numrical filtr to mak th sam signal procssing condition as th xprimntal data..4 h [m] α [dg] Exp MS-stall MS C. C Exp MS-stall MS im [sc] ig 7 im history of plunging-only tst, U = 6m/s, θ = 4, f = 5Hz h ffctiv way to validat th arodynamic modl is to compar th man and RMS (Root Man Squar) valus of lift and thrust cofficints. h igs. 8 and 9 show that th MS-stall is bttr than MS with bttr comparison with th xprimntal data ovr 5Hz. Evn though thr is no pitching motion; th dynamic stall modl with MS-stall critrion calculats th accurat arodynamic loads around th tst wing. h rsultant angl of attack γ is calculatd from th wing kinmatical paramtrs []. So, th γ is incrasd with th incras in th plunging amplitud, plunging frquncy and fixd man angl of attack θ at fr stram vlocity U. (C, Exp. (C, MS-stall (C, MS (C, Exp. (C, MS-stall (C, MS (C, Exp. (C, MS-stall (C, MS (C, Exp. (C, MS-stall (C, MS Man valus of lift and thrust cofficints.3. h =.33c θ = 4 dg R = Man valus of lift and thrust cofficints h =.33c θ = dg R = Plunging rquncy [Hz] Plunging frquncy [Hz] ig 8 Man lift and thrust cofficints h =.4m, θ =4 and, R =4 Proc. of SPIE Vol M-6

8 (C, Exp. (C, MS-stall (C, MS (C, Exp. (C, MS-stall (C, MS (C, Exp. (C, MS-stall (C, MS (C, Exp. (C, MS-stall (C, MS RMS valus of lift and thrust cofficints h =.33c θ = 4 dg R = 4 RMS valus of lift and thrust cofficints h =.33c θ = dg R = Plunging rquncy [Hz] Plunging rquncy [Hz] ig 9 RMS lift and thrust cofficints h =.4m, θ =4 and, R =4 h xprimntal conditions of igs. 8 and 9 ar th sam xcpt th fixd man angl of attack θ. So, th fixd angl of attack dirctly affcts th stall critrion. or th cas θ =4 in ig 9, th RMS valu of lift cofficint of MS-stall starts to show discrpancy from th xprimntal data ovr th 6Hz. In addition th man thrust cofficints hav all ngativ valus; th plunging-only tst with fixd angl of attack could not mak th positiv man valu. h fixd angl of attack without pitching motion cass dirctly acclrats th stall phnomnon of tst wing. Howvr th wing of almost natur s flyrs is flxibl. It dforms passivly or activly thir pitching angl during th flapping motion to prvnt or dlay th stall phnomna. It is nough to us th MS-stall to calculat th arodynamic forcs of th birds at th cruising flight condition. Instad of monitoring th rsultant angl of attack, w introduc th advanc ratio J to judg th applicabl rang of MS. h MS is actually basd on th quasi-stady flow rgim; w can not apply it to th unstady rgion. h unstadinss of flapping-wing motion can b xprssd as a dimnsionlss paramtr, th advanc ratio J. It is originally dfind by th ratio of th flight spd to th spd of th wing tip for rotor blad. h smallr valu of J has largr unstadinss of th flow fild. In this rsarch, th advanc ratio is dfind as J = U h& U / hω. / = (C.5. (C θ = dg EXP MS-stall MS θ = 4dg EXP MS-stall MS θ =dg EXP MS-stall MS θ = dg EXP MS-stall MS θ = 4dg EXP MS-stall MS θ =dg EXP MS-stall MS (C ) rms (C ) rms Advanc Ratio J ig ( C, ( C ) rms, ( C and ( ) rms C Vs. Advanc Ratio J at Advanc Ratio J θ =, 4, Proc. of SPIE Vol M-7

9 h man and RMS valu of lift and thrust cofficints in igs 8 and 9 ar rprsntd again by changing th x-axis from frquncy to advanc ratio. W found that our xprimntal conditions blongd to th rgion of th quasi-stady flow. Howvr th advanc ratio is smallr, th xprimntal data of lift and thrust cofficints ar apparntly incrasd but th MS simulation rsults could not follow up. Du to th fixd angl of attack, it associats frquntly to th post-stall critrion and it contributs not only to nlarg th man lift cofficints but also to drop th man thrust cofficints. 4. CONCUSIONS W dvlopd th plunging-pitching motion gnrator to masur th arodynamic charactristics of unstady wing motions at low Rynolds numbr flow. h dynamic calibration mthod of load cll assmbly is introducd. Evn though th acclration information was not availabl, it was succssful to build th inrtial modl of ach dirctional load cll. h arodynamic loads xprimntally masurd ar compard with th simulation data of MS and MS-stall. h stall critrion using th highr rsultant angl of attack was xprimntally validatd in th rang of h =.4m, θ =, 4, dg, f = to 9Hz. inally w rplacd th frquncy to th advanc ratio to find th applicabl rang of our flappingwing arodynamic modl. W can stimat th arodynamic forcs around th flat-plat wing for th cas of th lift cofficints, J 5 and th thrust cofficints, J In th nar futur, w will prform th nxt stp xprimnts undr passiv and activ pitching motions. It will giv us th propr pitching motion to nhanc th charactristics of lift and thrust. Morovr, th applicabl rang of our flapping-wing arodynamic modl will b rvaluatd. ACKNOWEDGEMEN his work was supportd by th Kora Rsarch oundation Grant fundd by th Koran Govrnmnt (MOEHRD) (KR-7-33-D). h first thr authors would lik to thank th Brain Kora Projct in 7. REERENCES J. D. Daurir, An arodynamic modl for flapping-wing flight, Aronaut. J. 97(964), 5-3 (993). D.-K. Kim, J.-S., J.-Y. and J.-H. Han, An arolastic analysis of a flxibl flapping wing using modifid strip thory, SPIE Smart Structurs and Matrials & Nondstructiv Evaluation and Halth Monitoring, San Digo, CA, USA, Mar S. Sunada and A. Sakaguchi, Unstady forcs on a two-dimnsional wing in plunging and pitching motions, AIAA J. 39(7), 3-39 (). 4 M. Okamoto and A. Azuma, Exprimntal study on arodynamic charactristics of unstady wings at low Rynolds numbr, AIAA J. 43(), (5). 5 M. J. C. Smith, P. J. Wilkin and M. H. Williams, h advantags of an unstady panl mthod in modling th arodynamic forcs on rigid flapping wings, J. Exp. Biol. 99, (996). 6 S. A. Ansari, R. Żbikowski and K. Knowls, Arodynamic modling of insct-lik flapping flight for micro air vhicls, Prog. Arosp. Sci. 4, 9-7 (6). 7 A. J. Ward-Smith, Biophysical Arodynamics and th Natural Environmnt, 68-, John Wily & Sons, 984. Proc. of SPIE Vol M-8

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

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

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

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

More information

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

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

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

NUMERICAL SIMULATION OF THERMAL WARPING AND BUCKLING IN ENAMELLED STEEL PARTS

NUMERICAL SIMULATION OF THERMAL WARPING AND BUCKLING IN ENAMELLED STEEL PARTS NUMERICAL SIMULATION OF THERMAL WARPING AND BUCKLING IN ENAMELLED STEEL PARTS 337 XXI Intrnational Enamllrs Congrss Numrical Simulation of Thrmal Warping and Buckling in Enamlld Stl Parts Filip Van dn

More information

MCB137: Physical Biology of the Cell Spring 2017 Homework 6: Ligand binding and the MWC model of allostery (Due 3/23/17)

MCB137: Physical Biology of the Cell Spring 2017 Homework 6: Ligand binding and the MWC model of allostery (Due 3/23/17) MCB37: Physical Biology of th Cll Spring 207 Homwork 6: Ligand binding and th MWC modl of allostry (Du 3/23/7) Hrnan G. Garcia March 2, 207 Simpl rprssion In class, w drivd a mathmatical modl of how simpl

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

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

Data Assimilation 1. Alan O Neill National Centre for Earth Observation UK

Data Assimilation 1. Alan O Neill National Centre for Earth Observation UK Data Assimilation 1 Alan O Nill National Cntr for Earth Obsrvation UK Plan Motivation & basic idas Univariat (scalar) data assimilation Multivariat (vctor) data assimilation 3d-Variational Mthod (& optimal

More information

Rotor Stationary Control Analysis Based on Coupling KdV Equation Finite Steady Analysis Liu Dalong1,a, Xu Lijuan2,a

Rotor Stationary Control Analysis Based on Coupling KdV Equation Finite Steady Analysis Liu Dalong1,a, Xu Lijuan2,a 204 Intrnational Confrnc on Computr Scinc and Elctronic Tchnology (ICCSET 204) Rotor Stationary Control Analysis Basd on Coupling KdV Equation Finit Stady Analysis Liu Dalong,a, Xu Lijuan2,a Dpartmnt of

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

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

INFLUENCE OF GROUND SUBSIDENCE IN THE DAMAGE TO MEXICO CITY S PRIMARY WATER SYSTEM DUE TO THE 1985 EARTHQUAKE

INFLUENCE OF GROUND SUBSIDENCE IN THE DAMAGE TO MEXICO CITY S PRIMARY WATER SYSTEM DUE TO THE 1985 EARTHQUAKE 13 th World Confrnc on Earthquak Enginring Vancouvr, B.C., Canada August 1-6, 2004 Papr No. 2165 INFLUENCE OF GROUND SUBSIDENCE IN THE DAMAGE TO MEXICO CITY S PRIMARY WATER SYSTEM DUE TO THE 1985 EARTHQUAKE

More information

Instantaneous Cutting Force Model in High-Speed Milling Process with Gyroscopic Effect

Instantaneous Cutting Force Model in High-Speed Milling Process with Gyroscopic Effect Advancd Matrials sarch Onlin: -8-6 ISS: 66-8985, Vols. 34-36, pp 389-39 doi:.48/www.scintific.nt/am.34-36.389 rans ch Publications, Switzrland Instantanous Cutting Forc Modl in High-Spd Milling Procss

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

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

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

Dynamic Characteristics Analysis of Blade of Fan Based on Ansys

Dynamic Characteristics Analysis of Blade of Fan Based on Ansys Powr and Enrgy Enginring Confrnc 1 Dynamic Charactristics Analysis of Blad of Fan Basd on Ansys Junji Zhou, Bo Liu, Dingbiao Wang, Xiaoqian li School of Chmical Enginring Zhngzhou Univrsity Scinc Road

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

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

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

More information

Numerical considerations regarding the simulation of an aircraft in the approaching phase for landing

Numerical considerations regarding the simulation of an aircraft in the approaching phase for landing INCAS BULLETIN, Volum, Numbr 1/ 1 Numrical considrations rgarding th simulation of an aircraft in th approaching phas for landing Ionl Cristinl IORGA ionliorga@yahoo.com Univrsity of Craiova, Alxandru

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

Chapter 3 Lecture 14 Longitudinal stick free static stability and control 3 Topics

Chapter 3 Lecture 14 Longitudinal stick free static stability and control 3 Topics Chaptr 3 Lctur 14 Longitudinal stick fr static stability and control 3 Topics 3.4.4 Rquirmnt for propr stick forc variation 3.4.5 Fl of th stability lvl by th pilot Exampl 3.3 3.5 Dtrmination of stick-fr

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

The Autonomous Underwater Vehicle (AUV) MAYA: General Description

The Autonomous Underwater Vehicle (AUV) MAYA: General Description Introduction h ocans and rivrs always hav bn and still ar an important sourc of rvnu and prosprity for mankind. Du to th grat importanc of ocans and rivrs, th scintific community maks us of Autonomous

More information

Full Waveform Inversion Using an Energy-Based Objective Function with Efficient Calculation of the Gradient

Full Waveform Inversion Using an Energy-Based Objective Function with Efficient Calculation of the Gradient Full Wavform Invrsion Using an Enrgy-Basd Objctiv Function with Efficint Calculation of th Gradint Itm yp Confrnc Papr Authors Choi, Yun Sok; Alkhalifah, ariq Ali Citation Choi Y, Alkhalifah (217) Full

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

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

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

Studies of Turbulence and Transport in Alcator C-Mod Ohmic Plasmas with Phase Contrast Imaging and Comparisons with GYRO*

Studies of Turbulence and Transport in Alcator C-Mod Ohmic Plasmas with Phase Contrast Imaging and Comparisons with GYRO* Studis of Turbulnc and Transport in Ohmic Plasmas with Phas Contrast Imaging and Comparisons with GYRO* L. Lin 1, M. Porkolab 1, E.M. Edlund 1, J.C. Rost 1, M. Grnwald 1, D.R. Mikklsn 2, N. Tsujii 1 1

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

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

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

Numerical Analysis of Transient Responses for Elastic Structures Connected to a Viscoelastic Shock Absorber Using FEM with a Nonlinear Complex Spring

Numerical Analysis of Transient Responses for Elastic Structures Connected to a Viscoelastic Shock Absorber Using FEM with a Nonlinear Complex Spring Numrical Analysis of Transint Rsponss for Elastic Structurs Connctd to a Viscolastic Shock Absorbr Using FEM with a Nonlinar Complx Spring Takao Yamaguchi, Yusaku Fujii, Toru Fukushima, Akihiro Takita,

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

Simulated Analysis of Tooth Profile Error of Cycloid Steel Ball Planetary Transmission

Simulated Analysis of Tooth Profile Error of Cycloid Steel Ball Planetary Transmission 07 4th Intrnational Matrials, Machinry and Civil Enginring Confrnc(MATMCE 07) Simulatd Analysis of Tooth Profil Error of Cycloid Stl Ball Plantary Transmission Ruixu Hu,a, Yuquan Zhang,b,*, Zhanliang Zhao,c,

More information

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

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

More information

Atomic and Laser Spectroscopy

Atomic and Laser Spectroscopy L-E B, OL, MOV 83 Atomic and Lasr Spctroscopy Th aim of this xrcis is to giv an ovrviw of th fild of lasr spctroscopy and to show modrn spctroscopic mthods usd in atomic, molcular and chmical physics.

More information

On the Hamiltonian of a Multi-Electron Atom

On the Hamiltonian of a Multi-Electron Atom On th Hamiltonian of a Multi-Elctron Atom Austn Gronr Drxl Univrsity Philadlphia, PA Octobr 29, 2010 1 Introduction In this papr, w will xhibit th procss of achiving th Hamiltonian for an lctron gas. Making

More information

Determination of Vibrational and Electronic Parameters From an Electronic Spectrum of I 2 and a Birge-Sponer Plot

Determination of Vibrational and Electronic Parameters From an Electronic Spectrum of I 2 and a Birge-Sponer Plot 5 J. Phys. Chm G Dtrmination of Vibrational and Elctronic Paramtrs From an Elctronic Spctrum of I 2 and a Birg-Sponr Plot 1 15 2 25 3 35 4 45 Dpartmnt of Chmistry, Gustavus Adolphus Collg. 8 Wst Collg

More information

Dynamic response of a finite length euler-bernoulli beam on linear and nonlinear viscoelastic foundations to a concentrated moving force

Dynamic response of a finite length euler-bernoulli beam on linear and nonlinear viscoelastic foundations to a concentrated moving force Journal of Mchanical Scinc and Tchnology 2 (1) (21) 1957~1961 www.springrlink.com/contnt/1738-9x DOI 1.17/s1226-1-7-x Dynamic rspons of a finit lngth ulr-brnoulli bam on linar and nonlinar viscolastic

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

Answer Homework 5 PHA5127 Fall 1999 Jeff Stark

Answer Homework 5 PHA5127 Fall 1999 Jeff Stark Answr omwork 5 PA527 Fall 999 Jff Stark A patint is bing tratd with Drug X in a clinical stting. Upon admiion, an IV bolus dos of 000mg was givn which yildd an initial concntration of 5.56 µg/ml. A fw

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

CIRCULAR GRATING ECCENTRIC TESTING AND ERROR COMPENSATION FOR ROBOT JOINT USING DOUBLE READING HEAD

CIRCULAR GRATING ECCENTRIC TESTING AND ERROR COMPENSATION FOR ROBOT JOINT USING DOUBLE READING HEAD 10 th April 013. Vol. 50 No.1 005-013 JATIT & LLS. All rights rsrvd. ISSN: 199-8645 www.jatit.org E-ISSN: 1817-3195 CIRCULAR GRATING ECCENTRIC TESTING AND ERROR COMPENSATION FOR ROBOT JOINT USING DOUBLE

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

Selective Mass Scaling (SMS)

Selective Mass Scaling (SMS) Slctiv Mass Scaling (SMS) Thory and Practic Thomas Borrvall Dynamor Nordic AB Octobr 20 LS DYNA information Contnt Background Is SMS nwsworthy? Thory and Implmntation Diffrnc btwn CMS and SMS Undr th hood

More information

orbiting electron turns out to be wrong even though it Unfortunately, the classical visualization of the

orbiting electron turns out to be wrong even though it Unfortunately, the classical visualization of the Lctur 22-1 Byond Bohr Modl Unfortunatly, th classical visualization of th orbiting lctron turns out to b wrong vn though it still givs us a simpl way to think of th atom. Quantum Mchanics is ndd to truly

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

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

Evaluating Reliability Systems by Using Weibull & New Weibull Extension Distributions Mushtak A.K. Shiker

Evaluating Reliability Systems by Using Weibull & New Weibull Extension Distributions Mushtak A.K. Shiker Evaluating Rliability Systms by Using Wibull & Nw Wibull Extnsion Distributions Mushtak A.K. Shikr مشتاق عبذ الغني شخير Univrsity of Babylon, Collg of Education (Ibn Hayan), Dpt. of Mathmatics Abstract

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

Recursive Estimation of Dynamic Time-Varying Demand Models

Recursive Estimation of Dynamic Time-Varying Demand Models Intrnational Confrnc on Computr Systms and chnologis - CompSysch 06 Rcursiv Estimation of Dynamic im-varying Dmand Modls Alxandr Efrmov Abstract: h papr prsnts an implmntation of a st of rcursiv algorithms

More information

de/dx Effectively all charged particles except electrons

de/dx Effectively all charged particles except electrons de/dx Lt s nxt turn our attntion to how chargd particls los nrgy in mattr To start with w ll considr only havy chargd particls lik muons, pions, protons, alphas, havy ions, Effctivly all chargd particls

More information

Chapter 13 GMM for Linear Factor Models in Discount Factor form. GMM on the pricing errors gives a crosssectional

Chapter 13 GMM for Linear Factor Models in Discount Factor form. GMM on the pricing errors gives a crosssectional Chaptr 13 GMM for Linar Factor Modls in Discount Factor form GMM on th pricing rrors givs a crosssctional rgrssion h cas of xcss rturns Hors rac sting for charactristic sting for pricd factors: lambdas

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

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

Pipe flow friction, small vs. big pipes

Pipe flow friction, small vs. big pipes Friction actor (t/0 t o pip) Friction small vs larg pips J. Chaurtt May 016 It is an intrsting act that riction is highr in small pips than largr pips or th sam vlocity o low and th sam lngth. Friction

More information

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

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

More information

3-2-1 ANN Architecture

3-2-1 ANN Architecture ARTIFICIAL NEURAL NETWORKS (ANNs) Profssor Tom Fomby Dpartmnt of Economics Soutrn Mtodist Univrsity Marc 008 Artificial Nural Ntworks (raftr ANNs) can b usd for itr prdiction or classification problms.

More information

Computational Hydrodynamics and Control Modeling for Autonomous Underwater Vehicles

Computational Hydrodynamics and Control Modeling for Autonomous Underwater Vehicles Computational Hydrodynamics and Control Modling for Autonomous Undratr Vhicls David L. Bradly Th Pnnsylvania Stat Univrsity Applid Rsarch Laboratory P.O. Box 30, Stat Collg, PA 16804-0030 Phon: 814-863-9916

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

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

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

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

More information

EFFECT OF BALL PROPERTIES ON THE BALL-BAT COEFFICIENT OF RESTITUTION

EFFECT OF BALL PROPERTIES ON THE BALL-BAT COEFFICIENT OF RESTITUTION EFFECT OF BALL PROPERTIES ON THE BALL-BAT COEFFICIENT OF RESTITUTION A. M. NATHAN 1 AND L. V. SMITH 2 1 Univrsity of Illinois, 1110 W. Grn Strt, Urbana, IL 61801, USA, E-mail: a-nathan@illinois.du 2 Washington

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

PHASE-ONLY CORRELATION IN FINGERPRINT DATABASE REGISTRATION AND MATCHING

PHASE-ONLY CORRELATION IN FINGERPRINT DATABASE REGISTRATION AND MATCHING Anall Univrsităţii d Vst din Timişoara Vol. LII, 2008 Sria Fizică PHASE-OLY CORRELATIO I FIGERPRIT DATABASE REGISTRATIO AD ATCHIG Alin C. Tusda, 2 Gianina Gabor Univrsity of Orada, Environmntal Faculty,

More information

Nusselt number correlations for simultaneously developing laminar duct flows of liquids with temperature dependent properties

Nusselt number correlations for simultaneously developing laminar duct flows of liquids with temperature dependent properties Journal of Physics: Confrnc Sris OPEN ACCESS Nusslt numbr corrlations for simultanously dvloping laminar duct flows of liquids with tmpratur dpndnt proprtis To cit this articl: Stfano Dl Giudic t al 2014

More information

The influence of electron trap on photoelectron decay behavior in silver halide

The influence of electron trap on photoelectron decay behavior in silver halide Th influnc of lctron trap on photolctron dcay bhavior in silvr halid Rongjuan Liu, Xiaowi Li 1, Xiaodong Tian, Shaopng Yang and Guangshng Fu Collg of Physics Scinc and Tchnology, Hbi Univrsity, Baoding,

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

Principles of Humidity Dalton s law

Principles 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 information

Tropospheric Delay Estimation for Pseudolite Positioning

Tropospheric Delay Estimation for Pseudolite Positioning Journal of Global Positioning Systms (25) Vol. 4, No. 1-2: 16-112 Troposphric Dlay Estimation for Psudolit Positioning Jianguo Jack Wang, Jinling Wang School of Survying and Spatial Information Systms,

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

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

Learning Spherical Convolution for Fast Features from 360 Imagery

Learning Spherical Convolution for Fast Features from 360 Imagery Larning Sphrical Convolution for Fast Faturs from 36 Imagry Anonymous Author(s) 3 4 5 6 7 8 9 3 4 5 6 7 8 9 3 4 5 6 7 8 9 3 3 3 33 34 35 In this fil w provid additional dtails to supplmnt th main papr

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

A General Thermal Equilibrium Discharge Flow Model

A General Thermal Equilibrium Discharge Flow Model Journal of Enrgy and Powr Enginring 1 (216) 392-399 doi: 1.17265/1934-8975/216.7.2 D DAVID PUBLISHING A Gnral Thrmal Equilibrium Discharg Flow Modl Minfu Zhao, Dongxu Zhang and Yufng Lv Dpartmnt of Ractor

More information

MAXIMUM RESPONSE EVALUATION OF TRADITIONAL WOODEN HOUSES BASED ON MICROTREMOR MEASUREMENTS

MAXIMUM RESPONSE EVALUATION OF TRADITIONAL WOODEN HOUSES BASED ON MICROTREMOR MEASUREMENTS MAXIMUM RESPONSE EVALUATION OF TRADITIONAL WOODEN HOUSES BASED ON MICROTREMOR MEASUREMENTS Mina Sugino, Saki Ohmura, Satomi Tokuoka 3, Yasuhiro Hayashi 4 ABSTRACT: Th objctiv of this study is to propos

More information

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

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

More information

Chapter 6: Polarization and Crystal Optics

Chapter 6: Polarization and Crystal Optics Chaptr 6: Polarization and Crystal Optics * P6-1. Cascadd Wav Rtardrs. Show that two cascadd quartr-wav rtardrs with paralll fast axs ar quivalnt to a half-wav rtardr. What is th rsult if th fast axs ar

More information

6. The Interaction of Light and Matter

6. The Interaction of Light and Matter 6. Th Intraction of Light and Mattr - Th intraction of light and mattr is what maks lif intrsting. - Light causs mattr to vibrat. Mattr in turn mits light, which intrfrs with th original light. - Excitd

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

CO-ORDINATION OF FAST NUMERICAL RELAYS AND CURRENT TRANSFORMERS OVERDIMENSIONING FACTORS AND INFLUENCING PARAMETERS

CO-ORDINATION OF FAST NUMERICAL RELAYS AND CURRENT TRANSFORMERS OVERDIMENSIONING FACTORS AND INFLUENCING PARAMETERS CO-ORDINATION OF FAST NUMERICAL RELAYS AND CURRENT TRANSFORMERS OVERDIMENSIONING FACTORS AND INFLUENCING PARAMETERS Stig Holst ABB Automation Products Swdn Bapuji S Palki ABB Utilitis India This papr rports

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

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

4.4 Design of Sections for Flexure (Part III)

4.4 Design of Sections for Flexure (Part III) 4.4 Dsign of Sctions for Flxur (Part ) This sction covrs th following topics. Choic of Sctions Dtrmination of Limiting Zon Post-tnsioning in Stags 4.4.1 Choic of Sctions Th typ of sction is slctd asd on

More information

Sara Godoy del Olmo Calculation of contaminated soil volumes : Geostatistics applied to a hydrocarbons spill Lac Megantic Case

Sara Godoy del Olmo Calculation of contaminated soil volumes : Geostatistics applied to a hydrocarbons spill Lac Megantic Case wwwnvisol-canadaca Sara Godoy dl Olmo Calculation of contaminatd soil volums : Gostatistics applid to a hydrocarbons spill Lac Mgantic Cas Gostatistics: study of a PH contamination CONTEXT OF THE STUDY

More information

The Relativistic Stern-Gerlach Force C. Tschalär 1. Introduction

The Relativistic Stern-Gerlach Force C. Tschalär 1. Introduction Th Rlativistic Strn-Grlach Forc C. Tschalär. Introduction For ovr a dcad, various formulations of th Strn-Grlach (SG) forc acting on a particl with spin moving at a rlativistic vlocity in an lctromagntic

More information

Thermodynamical insight on the role of additives in shifting the equilibrium between white and grey tin

Thermodynamical insight on the role of additives in shifting the equilibrium between white and grey tin hrmodynamical insight on th rol of additivs in shifting th quilibrium btwn whit and gry tin Nikolay Dmntv Dpartmnt of Chmistry, mpl Univrsity, Philadlphia, PA 19122 Abstract In this study mthods of statistical

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

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

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

Transitional Probability Model for a Serial Phases in Production

Transitional Probability Model for a Serial Phases in Production Jurnal Karya Asli Lorkan Ahli Matmatik Vol. 3 No. 2 (2010) pag 49-54. Jurnal Karya Asli Lorkan Ahli Matmatik Transitional Probability Modl for a Srial Phass in Production Adam Baharum School of Mathmatical

More information

A STUDY ON THE NONLINEALITY OF RUNOFF PHENOMENA AND ESTIMATION OF EFFECTIVE RAINFALL

A STUDY ON THE NONLINEALITY OF RUNOFF PHENOMENA AND ESTIMATION OF EFFECTIVE RAINFALL A STUDY ON THE NONLINEALITY OF RUNOFF PHENOMENA AND ESTIMATION OF EFFECTIVE RAINFALL SHUICHI KURE Graduat school, Chuo Univrsity, -3-27 Kasuga, Bunkyo-ku, Tokyo, 2-855 Japan TADASHI YAMADA Dpt. of Civil

More information

Collisions between electrons and ions

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

More information

Why is a E&M nature of light not sufficient to explain experiments?

Why is a E&M nature of light not sufficient to explain experiments? 1 Th wird world of photons Why is a E&M natur of light not sufficint to xplain xprimnts? Do photons xist? Som quantum proprtis of photons 2 Black body radiation Stfan s law: Enrgy/ ara/ tim = Win s displacmnt

More information

Intro to Nuclear and Particle Physics (5110)

Intro to Nuclear and Particle Physics (5110) Intro to Nuclar and Particl Physics (5110) March 09, 009 Frmi s Thory of Bta Dcay (continud) Parity Violation, Nutrino Mass 3/9/009 1 Final Stat Phas Spac (Rviw) Th Final Stat lctron and nutrino wav functions

More information