SYNCHROTRON X-RAY QUASI-FAR-FIELD IMAGING ON LUMINESCENT LITHIUM FLUORIDE DETECTORS

Size: px
Start display at page:

Download "SYNCHROTRON X-RAY QUASI-FAR-FIELD IMAGING ON LUMINESCENT LITHIUM FLUORIDE DETECTORS"

Transcription

1 ENRI CO NI CHELATTI D pa r t ment ofus oneet e nol og eperl as ur ez z anu l ea r e D v s onet e nol og ef s heperl as ur ez z ael asal ut e Labor at or om r oenanos t r ut t ur eperl afot on a Cent r or er hecas a a,roma F.BONFI GLI,M. A.VI NCENTI,R. M.MONTEREALI D pa r t ment ofus oneet e nol og eperl as ur ez z anu l ea r e D v s onet e nol og ef s heperl as ur ez z ael asal ut e Labor at or om r oenanos t r ut t ur eperl afot on a Cent r or er hefr as at,roma FABRI ZI A SOMMA D par t ment ods enz e Un v er s t àromat r e,roma ANGELI CA CECI LI A,TI LO BAUMBACH Sy n hr ot r onrad at onfa l t yanka Kar l s r uhei ns t t ut eoft e hnol ogy( KI T),Ger many SYNCHROTRON XRAYQUASI FARFI ELD I MAGI NG ON LUMI NESCENTLI THI UM FLUORI DEDETECTORS RT/ 216/ 8/ ENEA I T ALI AN NATI ONALAGENCYFORNEW TECHNOLOGI ES, ENERGYANDSUST AI NABLEECONOMI CDEVELOPMENT

2 ENRICO NICHELATTI Dpartmento Fusone e Tenologe per la Surezza Nuleare Dvsone Tenologe Fshe per la Surezza e la Salute Laboratoro Mro e Nanostrutture per la Fotona Centro Rerhe Casaa, Roma F. BONFIGLI, M.A. VINCENTI, R.M. MONTEREALI Dpartmento Fusone e Tenologe per la Surezza Nuleare Dvsone Tenologe Fshe per la Surezza e la Salute Laboratoro Mro e Nanostrutture per la Fotona Centro Rerhe Frasat, Roma FABRIZIA SOMMA Dpartmento d Senze Unverstà Roma Tre, Roma ANGELICA CECILIA, TILO BAUMBACH Synhrotron Radaton Falty ANKA Karlsruhe Insttute of Tehnology (KIT), Germany SYNCHROTRON X-RAY QUASI-FAR-FIELD IMAGING ON LUMINESCENT LITHIUM FLUORIDE DETECTORS RT/216/8/ENEA ITALIAN NATIONAL AGENCY FOR NEW TECHNOLOGIES, ENERGY AND SUSTAINABLE ECONOMIC DEVELOPMENT

3 I rapport ten sono sarabl n formato pdf dal sto web ENEA alla pagna I ontenut teno-sentf de rapport ten dell ENEA rspehano l opnone degl autor e non neessaramente quella dell Agenza The tehnal and sentf ontents of these reports express the opnon of the authors but not neessarly the opnon of ENEA.

4 SYNCHROTRON X-RAY QUASI-FAR-FIELD IMAGING ON LUMINESCENT LITHIUM FLUORIDE DETECTORS Enro Nhelatt, F. Bonfgl, M.A. Vnent, R.M. Montereal, F. Somma, A. Cela, T. Baumbah Abstrat Radaton magng detetors based on lumnesent olour entres (CC s) n lthum fluorde (LF) have been reently demonstrated to be relable, effent, and wth hgh spatal resoluton aross a large area. In ths tehnal report, LF rystals and flms are tested as detetors for poly-energet X-ray quas-far-feld magng. The ntensty and phase detals of a test pattern are stored as a spatal dstrbuton of CC s n a LF detetor plate; ths nformaton an be later reovered by extng the plate wth blue lght and reordng the obtaned photolumnesene (PL) mage at an optal mrosope. A theoretal model s put forward for the nteraton between X-rays and test pattern, and for the formaton of CC s n LF under X-rradaton. Detals of alulated PL ntensty maps are fnally ompared wth expermentally obtaned ones. Keywords: X-ray magng, olour entres, photolumnesene, lthum fluorde, radaton detetors Rassunto Reentemente è stato dmostrato quanto rvelator per magng a radazone basat su entr d olore (CC) lumnesent nel fluoruro d lto (LF) sano affdabl, effent, e on alta rsoluzone spazale su grande area. In questo rapporto teno, s verfa la bontà d rstall e flm d LF ome rvelator per l magng n ampo quas lontano d ragg X polenerget. Le nformazon d ntenstà e d fase d un test pattern vengono regstrate, sotto forma d dstrbuzone spazale d CC, n un rvelatore a lastra d LF; tal nformazon sono n seguto reuperabl etando la lastra on lue blu e fotografando l mmagne d fotolumnesenza (FL) n un mrosopo otto. S è svluppato un modello teoro per desrvere l nterazone de ragg X ol test pattern e la formazone nel LF d CC a ausa d rraggamento X. Infne, sono mess a onfronto alun dettagl delle mappe d FL alolate e spermental. Parole have: Imagng a ragg x, entr d olore, fotolumnesenza, fluoruro d lto, rvelator d radazone

5

6 INDEX 1. Introduton 2. Colour-entre formaton by X-rradaton 2.1 Spetral absorpton profle 2.2. Total absorpton profle 2.3 Rate of deposted-energy densty Absorbed dose 2.4 Colour-entre densty and photolumnesene 3. X-ray quas-far-feld magng: model and experment 3.1 Interaton wth the test pattern and propagaton to the LF detetor 3.2 Soure-sze orreton 3.3 Best ft of the photolumnesene profle 3.4 Dsusson 4. Conluson Referenes

7

8 1 Introduton Insulatng materals ontanng pont defets [1] an be suessfully utlsed as radaton detetors [2]. Colour entres (CC s) [3] n lthum fluorde (LF) are known for ther applaton n dosmeters [4], mnatursed lght-emttng deves [5], and tuneable sold-state lasers [6]. Some of these CC s are optally atve and stable at room temperature, wth broad absorpton and emsson bands n the vsble spetral range [7]. Aggregate F 2 and F + 3 entres, onsstng of two eletrons bound to two and three lose anon vaanes, respetvely, emt n the red (F 2 ) and green (F + 3 ) parts of the spetrum and have almost overlappng absorpton bands (M band) peaked at the wavelength of 45 nm [7]. For ths reason, F 2 and F + 3 entres an be smultaneously exted wth a sngle-wavelength optal pump n the blue. Due to ther hgh-penetraton propertes, X-rays are wdely used to analyse the nternal struture of objets and bologal samples. Absorpton ontrast s the most ntutve and ommon tehnque utlsed to reord radographes of samples, when these present detals whose absorpton propertes are learly dstngushable at the operatng X-ray wavelengths. However, for hgh-energy X-rays, the absorpton oeffent of most materals s very small and low-atom-number samples, suh as bologal ones, behave as phase objets. In suh ases, the lak of absorpton ontrast an be ompensated by addng phase nformaton to the reorded mage [8]. A possble approah s n-lne phase-ontrast magng [8, 9]. Hgh-resoluton X-ray magng an be aomplshed wth a varety of methods [1]; all of them are lmted by the resoluton and/or the dynam range of the detetors. However, novel sold-state LF radaton detetors, based on the materal radaton-senstvty and optal readout of photolumnesene (PL) from F 2 and F + 3 CC s, an overome the above-mentoned lmtatons so that they are sutable for the haratersaton of mro and nanostrutures as well as bologal samples. Ther hgh spatal resoluton aross a large feld of vew, wde dynam range, and versatlty make them very attratve and promsng as reordng plates for X-ray absorpton-ontrast [11 14] and phase-ontrast [15] magng. Sutableness of LF, ether n bulk or thn flm form, as magng detetor for poly-energet X- rays was reently tested at the ANKA lght soure of the KIT synhrotron falty n Karlsruhe, Germany [15]. The test onssted of transmttng the poly-energet (6 6 kev) X-ray ollmated beam through a test pattern, and exposng a LF detetor, plaed n the far feld, to the transmtted beam. Optally-atve CC s are reated, n ths way, wthn a superfal layer of LF, whose depth dstrbuton depends on the energet spetrum of the X-rays, and wth a transversal dstrbuton that reprodues the dffrated shadow of the test pattern. Wthout any further treatment or speal handlng, the stored CC dstrbuton an be onvenently deteted and aqured as a b-dmensonal map of vsble PL n a fluoresene mrosope, by llumnatng the exposed LF sample wth blue lght n order to optally pump F 2 and F + 3 CC s. A areful omparson of the obtaned CC lumnesene maps wth those generated by smulatng the rradaton and readout proesses suggests, for the onsdered doses, that an approxmately lnear dependene of the CC volume densty on the deposted energy s not ompletely sutable, and that some sort of saturaton effet has to be taken nto aount. Ths tehnal report s organsed as follows. In se. 2, the theory of photon absorpton n a sold s brefly realled, and s appled to evaluate the energy deposted nto a sold by a beam of poly-energet X-rays. Equatons are ntrodued (se. 2.4) for the estmaton of the volume densty of CC s that are reated n LF as a onsequene of X-rradaton; saturaton effets at 7

9 x X-rays O sold materal z y Fgure 1. Sheme of the Cartesan oordnate system used for the model. The orgn O s plaed on the flat external surfae of the sold materal. The z-axs ponts towards the nteror of the materal. The X-rays mpnge normally onto the materal surfae from the negatve-z half-spae. hgh rradaton doses are taken nto aount n an elementary way. Then, a smple relatonshp s tentatvely assumed for the ntensty of PL radated by optally-pumped CC s. In se. 3, the nteraton of the X-ray wavefront wth a test pattern and ts subsequent free-spae propagaton to a LF detetor are dealt wth; the opportunty to use ether a sngle-step transmsson funton or a beam-propagaton-method algorthm s dsussed. A proper orreton s appled to the beam ntensty mpngng on the detetor plane to aount for the fnte sze of the X-ray soure, wth an estmaton of the atual soure sze; the energy deposted nsde the detetor and the ntensty of PL from CC s theren generated are then alulated. Seton 3.3 s dedated to omparng expermental PL measurements wth orrespondng model expetatons, both for a LF rystal and a flm over glass substrate. 2 Colour-entre formaton by X-rradaton Irradaton of LF wth an X-ray beam generates CC s as a onsequene of the energy that X-rays depost n the materal. In a frst approxmaton, for doses well below saturaton, one an assume the densty of generated CC s to be loally proportonal to the densty of the deposted energy, whh n turn depends on the ntensty of X-rays at the onsdered poston and on the rradaton tme. The loal rate ε of deposted-energy densty an be evaluated by usng the lassal laws of absorpton for photons rossng a materal. Here, the spatal dstrbuton of ε s estmated for a plane-parallel beam of X-rays normally mpngng of the flat surfae of a sold materal. Assumng the materal to be homogeneous, let us dentfy a poston nsde t by the depth oordnate z, whh s set to z = at the materal surfae and nreases nsde the materal see fg. 1 for a sheme of the rradaton setup and the oordnate referene system. The z-axs s perpendular to the surfae and ts postve dreton ponts nsde the materal. The rate of deposted-energy densty vs. the poston (x, y, z) wth z s the quantty beng looked for. 8

10 2.1 Spetral absorpton profle For the majorty of materals, refleton of a beam of X-rays that mpnges normally onto ther surfae s extremely low and an be safely negleted. 1 Therefore, the ntensty transmttane of a photon of energy E through a spae nterval of thkness z s gven by the well known Lambert- Beer s law [17], T (E, z) = exp [ α(e)z], (2.1) where α(e) s the materal absorpton oeffent at the photon energy. The ntensty absorbane of the same spae nterval of thkness z s A(E, z) = 1 T (E, z) = 1 exp [ α(e)z]. (2.2) An mpngng photon s absorbed wthn the nfntesmal spatal range [z, z + dz], after rossng the fnte spatal range [, z], wth probablty p(e, z) dz = T (E, z)a(e, dz). (2.3) The prevous equatons allow alulatng the lnear densty of probablty that a photon of energy E s absorbed exatly at the depth z, that s, only after t has rossed the above-standng [, z] layer of materal. The lnear densty of probablty s p(e, z) = α(e) exp [ α(e)z]. (2.4) Ths quantty s also defned as the spetral absorpton profle of mono-energet photons n the materal. One an easly verfy that, exludng the trval ase α(e) =, + p(e, z) dz = 1 (2.5) holds true, suggestng that an mpngng photon s gong to be ertanly absorbed wthn a materal of nfnte extenson. 2.2 Total absorpton profle Now, let us onsder an mpngng poly-energet X-ray beam. In order to ount all the photons that get absorbed at the depth z, one should ntegrate eq. (2.4) over E, provded a sutable weght fator, orrespondng to the spetral energy dstrbuton of the beam, s appled. The result, let us name t P (z), an be defned as the total absorpton profle of photons and wll depend on z only. Let us assume that the spetral flux Φ X (E) of the mpngng beam s known, where Φ X (E) de s the number of photons of energy between E and E +de that ross the unt surfae per unt tme. For the moment, the flux s assumed to be homogeneous over the plane (x, y). The total flux s the energy ntegral of Φ X (E), that s Φ XTOT = Φ X (E) de. (2.6) 1 For nstane, n ase the materal s LF, normally mpngng X-rays of energes larger than 6 kev (see se. 3) have a refleton oeffent R < 1 11 [16]. 9

11 As one mght expet, Φ(E)/Φ XTOT represents the weght needed to alulate P (z). It ensues P (z) = 1 Φ XTOT p(e, z)φ X (E) de. (2.7) P (z) dz s the fraton of photons of whatever energy that are absorbed between z and z + dz after rossng the spatal range [, z]. The total absorpton probablty s + P (z) dz = 1, (2.8) whh s the normalsaton ondton that any probablty densty dstrbuton must obey; ts meanng s that photons are gong to be sooner or later absorbed whle propagatng nsde an nfntely extended materal. In ase the X-rays are mono-energet, the above eq. (2.7) holds stll good, provded the normalsed flux Φ X (E)/Φ XTOT s replaed by a Dra-delta dstrbuton entred around the photon energy. 2.3 Rate of deposted-energy densty The spetral ntensty of the X-ray beam an be defned as I X (E) = Φ X (E)E. (2.9) The quantty I X (E) de represents the energy fraton, per unt tme and rossed surfae, arred by photons havng energes between E and E +de. Here, ths quantty s evaluated at the materal surfae z =, that s, just before rossng t (see fg. 1). It follows that the total ntensty of the mpngng beam s I XTOT = I X (E) de. (2.1) As one an verfy from the prevous results, p(e, z) Φ X (E) de dx dy dz s the number of photons of energes between E and E + de that, per unt tme, are absorbed wthn an nfntesmal ube dx dy dz at the depth z wthn the materal, after rossng the above-standng materal layer [, z]. Therefore, p(e, z) I X (E) de dx dy dz s the energy deposted per unt tme n the nfntesmal ube by those photons whose energes are n the range [E, E + de]. It follows that the energy densty that s deposted per unt tme (rate of deposted-energy densty), ε, at the depth z s the above quantty dvded by the ube volume dx dy dz and ntegrated along E, that s ε(z) = p(e, z)i X (E) de = α(e) exp [ α(e)z] I X (E) de. (2.11) For the sake of smplty and n vew of the applatons n the followng of the present work, the ntensty I X (E) s assumed to be tme-nvarant therefore, also ε(z) s tme-nvarant. For mono-energet X-rays of energy E and ntensty I X, 2 the prevous equaton smplfes to ε(z) = α exp ( αz) I X. (2.12) 2 Rgorously speakng, suh a mono-energet beam possesses a Dra-delta dstrbuted spetral ntensty equal to I X δ(e E), therefore the total ntensty s I XTOT = I X δ(e E) de = I X. However, for smplty, the word ntensty wll be used n ths ase wthout the adjetve spetral or total, unless t s neessary to expltly make suh a dstnton. 1

12 spetral ntensty (1 19 m 2 s 1 ) ANKA synhrotron TOPO TOMO beamlne photon energy (kev) Fgure 2. Spetral ntensty of the TOPO-TOMO beamlne at the ANKA lght soure (Insttute for Synhrotron Radaton, Karlsruhe Insttute of Tehnology KIT, Germany), as transmtted through a 5 µm thk Be-wndow, normalsed aordng to ref. [15]. Note that the ordnate unts nlude no energy unts, beause the spetral ntensty I X (E) s defned n suh a way that atually I X (E) de s the amount of energy, per unt tme and rossed surfae, arred by photons of energy between E and E + de see eqs. (2.9) and (2.1). It an be verfed that + ε(z) dz = I XTOT, (2.13) n agreement wth energy onservaton, both for the poly-energet and the mono-energet ase. 3 Fnally, f t s the rradaton tme, the deposted-energy densty profle at z s smply ε(z) = ε(z) t. (2.14) Absorbed dose Reallng that the absorbed dose, D, s the energy absorbed per unt mass [18], one easly reognses that D must be proportonal to ε. Indeed, aordng to ts defnton, D an be alulated by dvdng ε by the mass densty ρ whh an be a poston-dependent quantty, n ase the materal s non-homogeneous 4 of the rradated materal, D(z) = ε(z) ρ(z). (2.15) 3 See note 2. 4 However, n suh a ase, also the absorpton oeffent of the materal s lkely to be spatally dependent, so that the expresson of ε n eq. (2.11) should be orreted aordngly. 11

13 Let us onsder the whte that s, poly-energet X-ray beam of the TOPO-TOMO beamlne at the ANKA lght soure (Insttute for Synhrotron Radaton, Karlsruhe Insttute of Tehnology KIT, Germany), on whh our attenton wll be foused agan later n ths work. The nomnal beam-flux value at sample poston s 1 16 ph/s aross an area of 1 m 2 [19]. For the setup that s onsdered n se. 3, whh nludes photon propagaton n ar and transmsson through a 5 µm thk Be wndow, the beam-flux s lowered to ph s 1 m 2 [15]. Usng the spetral dstrbuton of the transmtted beam at sample poston [15], shown n fg. 2, and the optal onstants of LF [16], one an estmate the absorbed dose n LF (ρ = g/m 3 ) per unt tme along z by means of eqs. (2.11), (2.14) and (2.15). The theoretal absorbed dose of a LF sample plaed at the sample poston of the beam s shown n fg. 3. It features a quasexponental-deay behavour along z an atual exponental-deay urve 5 s shown n the same fgure for omparson and an be useful to estmate not only the z-dependene of the absorbed dose, but also ts amount (normalsed to the flux), whh s proportonal to the rradaton tme. 1.8 absorbed dose rate (1 4 Gy/s) LF TOPO TOMO (ANKA) whte beam exponental deay penetraton depth z (mm) Fgure 3. Estmated absorbed dose per unt tme n LF vs. penetraton depth (z axs, see fg. 1). The evaluaton has been made by usng the flux value ph/s, aross an area of 1 m 2 [15], of the whtebeam TOPO-TOMO lne of the ANKA lght soure (Insttute for Synhrotron Radaton, Karlsruhe Insttute of Tehnology KIT, Germany), and the spetral ntensty dstrbuton shown n fg. 2. An exponental-deay urve see note 5 s also shown for omparson. It should be ponted out that tabulated data of LF optal onstants we have aess to are avalable only up to 3 kev [16], a value lower than the upper lmt ( 6 kev) of the beam energy dstrbuton shown n fg. 2, so that the numeral ntegraton needed to alulate ε(z), see eq. (2.11), had to be trunated at that value. For ths reason, one s legtmated to wonder whether the absorbed dose plotted n fg. 3 s underestmated. Ths s atually true, but the underestmaton s lkely to be almost neglgble for depth values up to z 2 µm. Let us see why. The attenuaton 5 The exponental funton, whose parameters are hosen to make t follow as muh as possble the absorbed dose rate urve wthn the absssa range, s exp( z/.5). 12

14 LF attenuaton length (mm) photon energy (kev) Fgure 4. Attenuaton length of X-rays n LF aordng to the tabulated optal onstants avalable n [16]. length n LF nreases about lnearly wth photon energy for E 2 kev, see fg. 4, and ts trend suggests that t ould keep nreasng also at energes greater than 3 kev. If that s true, the probablty 2 µm p(e, z) dz for a photon of energy E > 3 kev to be absorbed and hene depost ts energy wthn the frst 2 µm of materal s rather small, less than.17, as one an verfy. Consderng also that the porton E > 3 kev of the spetrum n fg. 2 represents just a tal of the whole dstrbuton, we are qute onfdent to assume the dose plot n fg. 3 to be aurate enough for our purposes, at least wthn the depth nterval z 2 µm. 2.4 Colour-entre densty and photolumnesene In a tentatve lnear-model approah, the volume densty of CC s generated by onsng radaton ould be thought to be proportonal to the amount of deposted-energy densty ε. Ths ould be approxmately true, ndeed, for doses that are not too hgh. However, our frst attempts to replate the expermental data of se. 3 wth suh a lnear model gave results that were not ompletely satsfyng, thus suggestng the need for a more refned model to relate deposted-energy and CC densty. Obvously, the densty of CC s annot grow ndefntely, therefore saturaton should our above a ertan dose threshold. If a sutable saturaton mehansm s nluded n the model so that the expermental data of se. 3 are satsfatorly reprodued, t s hghly probable that those data orrespond to doses lose or above the threshold separatng lnearty from saturaton. The smplest upgrade from the lnear-model approah onssts of negletng partular reombnaton mehansms n the defet formaton proess that are responsble for nonlneartes [2 22] and adoptng the elementary dfferental equaton, ntrodued by Soshea and o-workers to desrbe the formaton of CC s n MgO [23], where the possblty s nluded that onsng radaton 13

15 an medate, besdes reaton, also annhlaton of CC s, dn dt = β ε γ εn. (2.16) Here, N s the volume densty of CC s of a ertan knd, whle β and γ are two parameters of sutable dmensons, assumed to be both tme-nvarant and energy-nvarant, whh regulate defet reaton and annhlaton, respetvely. Assumng null zero-tme entre densty, N() =, and reallng that ε εt, the soluton to ths dfferental equaton gves the smplest, yet saturatonwse, relatonshp between CC densty and deposted-energy densty, N = N max [1 exp ( γ εt)] N max [1 exp ( γε)], (2.17) wth N max β/γ. Note how, as expeted, an elementary lnear dependene N βε s reovered for values of the deposted-energy densty so small that γε 1. Beause, as explaned n se. 2.3, the deposted-energy densty ε s a funton of depth z nsde LF, also the denstes of F 2 and F + 3 CC s should depend on z. Assumng the ntensty of the optal pump, utlsed to exte the CC s, to be well below saturaton, the PL amount that an be extrated from X-rradated LF should be proportonal to the total number of entres wthn the optally pumped volume. 6 Consderng the PL emtted by aggregate CC s that are loated wthn a ertan surfae layer z Z of LF, one an expet the PL ntensty due to eah knd of them to be I PL = Z q(z)n(z) dz, (2.18) where q(z) s a sutably dmensoned funton that aounts for the pump haratersts and the quantum effeny of the proess, plus other possble nhomogenetes along z. Under the smplfyng ondton that q(z) an be approxmated wth ts average n z Z, q(z) q, and by substtutng eq. (2.17) nto eq. (2.18), one fnds I PL = qn max {Z Z } exp [ γ ε(z)t] dz. (2.19) Ths s the expresson for the PL ntensty we are gong to use n se. 3 to ompare expermental results wth theory, wth ε(z) gven by eq. (2.11). 3 X-ray quas-far-feld magng: model and experment As an applaton of the theoretal model ntrodued n se. 2, the reproduton of two expermental PL profles s here addressed. These profles were measured at a onfoal mrosope operated n fluoresene mode by llumnatng wth blue lght the dffraton mages of a test pattern reorded, respetvely, on a LF rystal and a flm as loal dstrbutons of CC s. The rystal thkness was 1 mm, whle the flm was grown on a glass substrate by thermal evaporaton (1 4 Pa vauum pressure) at the ENEA laboratores of Frasat [15, 24] ts thkness amounted to 1 µm. 6 In ase the pump ntensty s not onstant along z, a sutable weghtng funton has to be ntrodued. 14

16 x X-ray soure test pattern z mpngng beam Be-wndow dffrated beam y LF detetor 29 m 17.5 m Fgure 5. Smplfed sheme of the rradaton setup n the quas-far-feld X-ray magng experment on LF detetor at the TOPO-TOMO beamlne of the ANKA lght soure (Insttute for Synhrotron Radaton, Karlsruhe Insttute of Tehnology KIT, Germany). Fgure 6. Features of the Xrada X5-2-3 (Xrada, Pleasanton, CA, USA) test pattern that was utlsed n the quas-far-feld X-ray magng experment on LF at the TOPO-TOMO beamlne of the ANKA lght soure (Insttute for Synhrotron Radaton, Karlsruhe Insttute of Tehnology KIT, Germany). 15

17 1 m Fgure 7. Partular of the PL map read from the X-ray-exposed LF flm [15]. The whte lne ndates the path along whh the PL profle Anka3 was sanned for further analyss. The LF rystal and flm were used as detetors for a quas-far-feld magng experment performed at the TOPO-TOMO beamlne of the ANKA lght soure (Insttute for Synhrotron Radaton, Karlsruhe Insttute of Tehnology KIT, Germany) [15]. An Xrada X5-2-3 (Xrada, Pleasanton, CA, USA) test pattern was plaed aross the poly-energet X-ray beam after ths latter had been transmtted through a 5 µm thk polshed Be-wndow (6 kev to about 6 kev, see fg. 2) and then through the test pattern, see fgs. 5 and 6. The presene of the Be-wndow between the lght soure and the test pattern was properly taken nto aount; t exerted an attenuaton of beam so that the photon flux that mpnged onto the test pattern was estmated to be ph s 1 m 2. The LF rystal and flm were exposed for t = 3 s, under dental ondtons, to the dffrated X-ray beam at a dstane of 17.5 m from the test pattern. In ths way they were exposed to the X-ray dffrated mage of the test pattern, n whh the ntensty and phase pees of nformaton of the latter were embedded [25]. Two PL ntensty profles were measured wth a onfoal mrosope (Nkon Elpse 8-C1) operatng n fluoresene mode: one profle was measured on the exposed LF rystal (sample name: Anka2), the other one on the exposed LF flm on glass substrate (sample name: Anka3). The onfoal mrosope utlses a blue-lght (457.9 nm ontnuous-wave argon laser) optal pump to exte the optally atve CC s n the examned sample, and detets the spetrally-ntegrated radated PL as a b-dmensonal mage that s reorded by a CCD amera [15]. If needed, optal flters an provde a separaton of the red and green parts of the spetrum n the deteton proess. Later, the dgtsed mage s sanned along the desred dreton to get a mono-dmensonal ntensty profle. The examned PL profles are sans of the test-pattern dffrated mages that were reorded as loal onentratons of CC s on the LF detetors. The path of one of the profles the one orrespondng to the LF flm sanned perpendularly to a detal of the test pattern onsstng of a tny ral formng the larger pattern grd, s shown n fg. 7. In ths way, expermental PL ntensty profles were aqured along a ommon sannng dreton (the x-axs, to fx deas). They are beng ompared n the followng to ther theoretally estmated ounterparts. 16

18 X-rays 2.5 m Au 3 m 33 nm S N 3 4 Fgure 8. Cross-seton of the test-pattern detal that was onsdered for the smulatons: a mrosop gold ral plaed over a S 3 N 4 plate. See the text for further detals. 3.1 Interaton wth the test pattern and propagaton to the LF detetor The detal of the test pattern that s overed n the sanned profles onssts of a mrosop gold ral, h Au = 3 µm hgh and 2w Au = 2.5 µm wde, plaed over a S 3 N 4 plate of thkness 33 nm, see fg. 8. To avod the unrealst perfetly sharp orners of a retangle that ould spol the X-ray dffraton numeral evaluaton, the transverse seton of the ral (plane Oxz) was smulated wth a super-gaussan urve, h Au exp [ ( x /w Au ) n SG ], wth super-gaussanty order n SG = 1 4. As shown n fg. 5, the X-rays mpnge along the z-axs onto the struture, are transmtted through t, then propagate for 17.5 m untl they reah the LF detetor, whh les over the Oxy plane. The followng smulatons assume, for the sake of smplty, dffraton along the x-axs only (twodmensonal approxmaton), and nfnte extenson of the ral along the y-dreton. The mpngng radaton s supposed to be a poly-energet plane-wave wth wavevetor parallel to z, and energy dstrbuton as spefed n ref. [15] and shown n fg. 2. The optal onstants of the materals at the X-ray energes are those reported n the webpage of the Centre for X-ray Opts of the Berkeley Laboratores [16]. At the onsdered energes, the gold ral thkness orresponds to a large number of X-ray wavelengths, whh span the range Å. 7 For ths reason, transmsson of the X-ray wavefront through the gold ral and the S 3 N 4 plate along z was alulated n two ways: (a) by smply multplyng the mpngng wavefunton by a global ampltude-transmttane funton, and (b) by utlsng the mproved beam propagaton method (IBPM) [27] to more rgorously address the wavefront transmsson problem. The results of the two methods were later ompared: the former approah, 7 Use of the term quas-far-feld s due to the dmensons nvolved n the experment. Far-feld nomnally orresponds to a dstane that an be onsdered muh larger than the Fraunhofer dstane. Beause the Fraunhofer dstane s defned as d F a 2 /λ [26], where a s the lateral sze of the detal beng dffrated (lassally, a slt wdth), one an verfy that, for the onsdered sample (a 2w Au = 2.5 µm) and poly-energet beam (.4 Å λ 12.4 Å), the Fraunhofer dstane spans the range.5 m d F 15.5 m aordng to the onsdered wavelength. Therefore, the free-spae propagaton dstane of 17.5 m an mean far-feld for some wavelengths of the beam, near-feld for some others. It s, however, not fully far-feld for the 12 kev spetral-ntensty peak (see fg. 2), to whh the Fraunhofer dstane d F 6.1 m orresponds. 17

19 smpler and less lengthy, resulted to be aurate enough to alulate the wavefront transmtted by the struture. Fnally, free-spae propagaton of the X-ray wavefront from the test pattern ext plane to the LF detetor surfae was evaluated n the Fourer spae [28, 29] by usng the Fast Fourer Transform (FFT) lbrares of MATLAB [3], n whose envronment all the smulatons reported n ths work were performed. 3.2 Soure-sze orreton The Xrada X5-2-3 (Xrada, Pleasanton, CA, USA) test pattern was dstant z 1 = 29 m from the soure of the TOPO-TOMO beamlne (see fg. 5). After passng through the test pattern, the X-ray beam propagated for other z 2 = 17.5 m before reahng the LF detetor. Beause the sze of the soure s non-zero, the transversal oherene of the beam s not nfnte [31, 32]. For ths reason, the ntensty I X of the X-ray beam at the LF surfae (z = ), needed to alulate the rate of deposted-energy densty nsde the detetor materal see eqs. (2.9) and (2.11) has to be sutably orreted. A way to aheve the orreted ntensty onssts of a two-step proess: frst, X-ray propagaton from the soure up to the LF detetor, passng through the test pattern, s alulated by temporarly assumng full transversal oherene; then, the resultng fully-oherent ntensty on the LF surfae s onvoluted wth a properly saled verson of the soure dstrbuton funton (SDF) [9, 33]. Assumng, for smplty, a Gaussan SDF, the saled SDF s ) S (x) exp ( x2, (3.2) 2σ 2 ( ) z1 S(x) S x. (3.21) z 2 The full-wdth at half-maxmum (FWHM) of a Gaussan urve lke S (x) s approxmately 2.35 σ. Ths value has to math the lateral extenson of the soure, whh s nomnally a 8 µm 2 µm retangle 8 [19]. Therefore, 2.35 σ an be expeted to be valued between 2 µm and 8 µm, dependng on the orentaton of the sanned segment (fg. 7) wth respet to the soure, plus other fators. After the X-ray ntensty I X (x) normalsed as n fg. 2 mpngng on the LF surfae has been orreted for the fnte sze of the soure by onvolutng t wth S(x), t an be nserted n eq. (2.11) to alulate the rate of deposted-energy densty ε n a more orret way. 3.3 Best ft of the photolumnesene profle The theoretal model of se. 2 was utlsed to best ft expermental PL profles obtaned by sannng at the optal mrosope CC maps reorded wth the above desrbed quas-far-feld magng setup. 8 Those lengths orrespond to the FWHMs of the soure ntensty along the horzontal and vertal dreton, respetvely. 18

20 mert funton (arb. unts) Z = 1 m (thn flm) Z = 1 m (rystal) Z = 2 m (rystal) average (1 m,1 m) soure sze ( m) Fgure 9. Mert-funton values vs. soure sze (2.35 σ ) for the ases of rystal and thn flm. For the rystal, the plots orrespondng to two dfferent values of the optally-pumped thkness Z are shown. See the text for further detals. Beause we are dealng wth PL profles along the x-axs, let us rewrte eq. (2.17) by makng explt the dependene on x of the nvolved parameters. Moreover, let us ntrodue three onvenent ft parameters p 1, p 2 and p 3. The resultng expresson for the PL ntensty s Z } I PL (x) = p 1 {Z exp [ p 2 ε(x p 3, z)] dz. (3.22) The frst two parameters, p 1 qn max and p 2 γt, are assumed to be sample-dependent beause of the peular struture that eah LF flm or rystal an have; therefore, they are not fored to assume dental values for dstnt samples. The same holds true for the thrd parameter, p 3, whh ats as a shft operator along x and s used to algn eah theoretal PL profle to ts expermental ounterpart. It s worth mentonng that p 1 also nludes a sale fator, non expltly wrtten to keep notaton smple, used to properly sale theoretal ntensty data to the arbtrary unts used for measured data. Data elaboraton started by estmatng an optmal soure sze 2.35 σ that should be ommon to eah measurement. To that purpose, a MATLAB [3] best-ft program was developed, whose output s a theoretal PL ntensty profle made as lose as possble to the nput expermental one by varyng the three ft parameters. The dstane between the expermental and theoretal ntensty profles s quantfed by means of a lassal root-mean-square mert funton, whh assumes a mnmum value when the expermental and theoretal ponts are as lose as possble. For the rystal only, several values Z of the optally-pumped thkness were tested, showng that the best results, n terms of mert funton, are obtaned for Z 1 µm the fat that Z s smaller than the rystal thkness s very lkely asrbable to the lmted z-range of the foused optal pump. For the flm, the value of Z was set to exatly onde wth the flm thkness, Z = 1 µm. Fgure 9 dsplays the obtaned optmal mert-funton fgures vs. soure-sze values only the best two among several tested Z values for the rystal are shown. As antpated, Z = 1 µm represents the best optally-pumped depth for the rystal. The plots demonstrate that whle 2.35 σ = 2 µm s the optmal soure sze for the LF flm, the mert funton orrespondng to the LF rystal (wth Z = 1 µm) has a mnmum at about 2.35 σ = 34 µm. A trade- 19

21 4 ε (1 2 ev m 3 s 1 ) z = z = 5 µm z = 1 µm x axs (µm) Fgure 1. Theoretal x-profles of the rate ε of deposted-energy densty n LF at the surfae (z = ) and at two depth values (z = 5 µm and z = 1 µm), as due to the quas-far-feld (17.5 m) dffraton of the poly-energet TOPO-TOMO X-ray beam through the Xrada X5-2-3 test pattern. off urve, obtaned as the mathematal average between the flm and the rystal (Z = 1 µm) urves, an be alulated; t s shown n fg. 9 as well, featurng a mnmum at 2.35 σ = 3 µm. Therefore, ths value was hosen as the optmal soure sze for both the rystal and flm ases. The theoretal x-profles of the rate ε of deposted-energy densty n LF at the surfae (z = ) and at two representatve depth values (z = 5 µm and z = 1 µm), as due to the quas-farfeld (17.5 m) dffraton of the poly-energet TOPO-TOMO X-ray beam through the Xrada X5-2-3 test pattern, are plotted n fg. 1. They were alulated by means of eq. (2.11), nto whh the ntensty I X of the dffrated X-ray feld, havng spetral dstrbuton as shown n fg. 2, was nserted. I X was also orreted for the fnte sze of the X-ray soure, 2.35 σ = 3 µm, as explaned n se The measured PL ntensty profles of samples Anka2 and Anka3 and ther orrespondng bestfttng theoretal profles, alulated wth eq. (3.22), are shown n fgs. 11 and 12, respetvely. In both the fgures, one notes a farly good reproduton of the expermental data near the entre, orrespondng to the shadow of the gold ral that s projeted onto the detetor. Outsde ths entral area, the reproduton s slghtly worse, espeally for Anka3, sne the rppled behavour (enhaned edge ontrast) s followed less aurately. An attempt was made to refne the theoretal profles n those external lobes by takng nto aount that other rals, parallel to the examned one and spaed 5 µm apart see fgs. 6 and 7 are present. Wth that n mnd, the alulaton x-doman of the FFT propagaton routne was extended to nlude the losest neghbourng rals, however the results were very lose to the ones obtaned wth the sngle entral ral only and shown n fgs. 11 and 12. Perhaps one ould get better results by onsderng that a three-dmensonal treatment of the propagaton problem should be faed n the Oxyz spae nstead of the smplfed b-dmensonal approah n the Oxz plane, thus nludng also rals that le along the x-axs to form a porton of the mesh whh s vsble n fg. 6. For the flm ase only, a better agreement ould be reahed by takng nto aount nterferene of the nternal mult-refletons both for the optal pump and radated PL. Suh mprovements of the model are beng targeted n future studes 2

22 sample Anka2: LF rystal PL ntensty (arb. unts) measured model x axs (µm) Fgure 11. Expermental and theoretal PL ntensty profles due to olour entres formed by X-ray exposton n a LF rystal of thkness 1 mm (atual optally-atve thkness of 1 µm). Irradaton was performed at the TOPO-TOMO beamlne of the ANKA lght soure (Insttute for Synhrotron Radaton, Karlsruhe Insttute of Tehnology KIT, Germany) n the framework of a quas-far-feld X-ray magng experment usng an Xrada X5-2-3 (Xrada, Pleasanton, CA, USA) test pattern. See the text for more detals. sample Anka3: LF flm 2 PL ntensty (arb. unts) measured model x axs (µm) Fgure 12. Expermental and theoretal PL ntensty profles due to olour entres formed by X-ray exposton n a LF flm of thkness 1 µm. Irradaton was performed at the TOPO-TOMO beamlne of the ANKA lght soure (Insttute for Synhrotron Radaton, Karlsruhe Insttute of Tehnology KIT, Germany) n the framework of a quas-far-feld X-ray magng experment usng an Xrada X5-2-3 (Xrada, Pleasanton, CA, USA) test pattern. See the text for more detals. 21

23 N/Nmax.4.3 Anka2 (rystal).2.1 Anka3 (flm) ε (1 21 ev m 3 ) Fgure 13. Theoretal normalsed volume densty of CC s n the two samples alulated aordng to the results of the best ft. See the text for more detals. together wth the analyss of samples of other shapes and materals. 3.4 Dsusson By omparng fgs. 11 and 12, t s worth notng how dfferent ontrast values of the PL profles are found for the rystal and the flm. As a matter of fat, let us onsder the rato of the PL mnmum loated at the entre of the gold ral shadow to the PL external plateau. As one an verfy, ths rato s 6% for the rystal, and 4% for the flm, thus ndatng a better ontrast for the latter. SAMPLE type p 1 (arb. unts) p 2 (m 3 s/ev) p 3 (µm) Anka2 rystal Anka3 flm Table 1. Best-fttng values of the three parameters. Let us look at the optmal parameter values, lsted n tab. 1, that result from the best fttng. The value of p 2,.e., γt, s one order of magntude larger n the rystal than n the flm. 9 Consderng that the exposton tme to X-rays, t = 3 s, was the same for the rystal and for the flm, one onludes that γ s muh larger n the rystal than n the flm. We partally asrbe the abovementoned dfferent ontrast values of the PL profles to ths relevant dfferene n γ, whh an be nterpreted as a tendeny of CC s n a rystal to be destroyed more qukly than n a flm. Indeed, aordng to eq. (2.16), a larger value of γ means that a smaller value of εn s needed to get the same negatve ontrbuton to dn/dt. In other words, the reaton proess of CC s n the rystal seems to saturate earler than n the flm. 9 Note that the values of p 2 are nfluened by the normalsaton hosen for I X. Here we are usng the normalsaton shown n fg

24 Ths fat s more learly llustrated n fg. 13. Here, the volume-densty rato N/N max s alulated by means of eq. (2.17) wthn a range of deposted-energy densty ε that spans the estmated range of ε for the experment, as shown n fg. 1, multpled by the rradaton tme t = 3 s. The two urves have been alulated wth γt set to the values of p 2 found from the best-ft proess and lsted n tab. 1. Note how the volume densty of CC s gets lose to saturaton earler n the rystal than n the flm. Ths fat ould mean that a hgher deposted energy s needed for the flm to reah the same amount of aggregate CC s as n the rystal (as f aggregate CC s n the flm were slower or delayed n formng than n a rystal), and/or that the flm an host more F 2 and F + 3 CC s than the rystal (that s, as f N max was hgher n the flm than n the rystal). Prevous lterature results [34] and some expermental evdene seem to favour the latter hypothess, even though the former one annot be ompletely exluded. Ths top surely deserves further studes. Suh onlusons have, for now, to be regarded as speulatve ones, at least untl further evdene emerges from other analyss, beause they are based on just two examned samples and are the result of qute a smplfed model and assumptons: for nstane, the fat that F 2 and F + 3 entres an be reated wth dstnt rates of densty growth has not been taken nto aount. It s ndeed qute surprsng that suh a smplfed model works deently for suh a omplex experment. Work s n progress to perfet the model and test t for other study ases, n order to better desrbe what atually takes plae. 4 Conlusons The sutablty of LF-based deves as detetors for poly-energet X-rays has been postvely tested. In partular, use of suh detetors n quas-far-feld magng experments n a synhrotron has been demonstrated. They allow for hgh resoluton storage of an mage as a spatal dstrbuton of CC s, whh an be omfortably observed at an optal mrosope provded the aggregate F 2 and F + 3 CC s are optally exted wth sutable blue lght. No development proess s needed, and handlng s possble even n daylght and at room temperature. To analyse the results of the above-mentoned tests, an ad ho theoretal model has been developed and mplemented n MATLAB [3]. The model starts wth evaluatng the rate of depostedenergy densty by a ollmated eletromagnet beam n a sold materal. Then, a smplfed saturaton-wse dfferental equaton s bult: t onnets the volume densty of pont defets beng reated to the deposted-energy densty. By applyng t to CC s n LF, the resultng densty dstrbuton of optally-atve CC s an be evaluated and, onsequently, the ntensty of radated PL estmated. Suh results have been eventually appled to the X-ray dffraton setup of a reent synhrotron experment, where the ollmated poly-energet X-ray beam was transmtted through an Au-S 3 N 4 test pattern and free-propagated tll a LF-based detetor n the quas-far-feld; the dffrated beam mpresses a stable spatal dstrbuton of CC s n the detetor, whose lumnesene an be later read and mapped at hgh defnton wth a sutably equpped optal mrosope. Expermental profles of PL that were read out on suh detetors, both n rystal and flm form, have been ompared to ther orrespondng theoretal ounterparts, obtaned from the abovedesrbed theoretal model. Even though the agreement between experment and theory s far from beng perfet, t s qute satsfyng, espeally n the areas orrespondng to the most absorbed X-ray ntensty. Future experments and studes are beng planned to mprove magng apabltes as far as usablty of LF-based deves and ther theoretal desgn are onerned. 23

25

26 Referenes [1] Ashroft N W and Mermn N D 1981 Sold State Physs (Phladelpha: Holt-Saunders Internatonal Edtons) [2] Shonoya S and Yen W M 1998 Phosphor Handbook (Boa Raton: CRC Press) [3] Fowler W B 1968 Physs of Color Centers (New York: Aadem Press) [4] Lakshmanan A R, Madhusoodanan U, Natarajan A and Pangrah B S 1996 phys. stat. sol. (a) [5] Montereal R M 22 Pont defets n thn nsulatng flms of lthum fluorde for optal mrosystems Ferroeletr and Deletr Thn Flms (Handbook of Thn Flm Materals vol 3) ed Nalwa H S (San Dego: Aadem Press) hap 7, pp [6] Basev T T, Mrov S B and Osko V V 1988 IEEE J. Quantum Eletron [7] Nahum J and Wegand D A 1967 Phys. Rev [8] Cowley J M 1995 Dffraton Physs 3rd ed (Amsterdam: North Holland) [9] Pogany A, Gao D and Wlkns S W 1997 Rev. S. Instrum [1] Lagomarsno S and Cedola A 24 X-ray mrosopy and nanodffraton Enylopeda of Nanosene and Nanotehnology vol 1 ed Nalwa H S (USA: Ameran Sentf Publshers) pp [11] Baldahn G, Bonfgl F, Faenov A, Flora F, Montereal R M, Murra D, Nhelatt E and Pkuz T 22 Radat. Eff. Defets Solds [12] Baldahn G, Bonfgl F, Faenov A, Flora F, Montereal R, Pae A, Pkuz T and Reale L 23 J. Nanos. Nanotehnol [13] Baldahn G, Bollant S, Bonfgl F, Flora F, D Lazzaro P, La A, Marolo T, Montereal R M, Murra D, Faenov A, Pkuz T, Nhelatt E, Tomassett G, Reale A, Reale L, Rtu A, Lmong T, Palladno L, Franu M, Martellu S and Petroell G 25 Rev. S. Instrum [14] Almavva S, Bonfgl F, Franzn I, La A, Montereal R M, Pella D, Cedola A and Lagomarsno S 26 Appl. Phys. Lett [15] Bonfgl F, Cela A, Hedar Baten S, Nhelatt E, Pella D, Somma F, Vagov P, Vnent M A, Baumbah T and Montereal R M 213 Radat. Meas [16] URL [17] Platt U and Stutz J 28 Dfferental Optal Absorpton Spetrosopy, Physs of Earth and Spae Envronments (Berln Hedelberg: Sprnger-Verlag) 25

27 [18] Stabn M G 28 Fundamentals of Nulear Medne Dosmetry (Sprnger Sene & Busness Meda) [19] URL [2] Durand P, Farge Y and Lambert M 1969 J. Phys. Chem. Solds [21] Agulló-López F and Jaque F 1973 J. Phys. Chem. Solds [22] Farge Y 1973 J. Phys. Colloques 34 (C9) C [23] Soshea R W, Dekker A J and Sturtz J P 1958 J. Phys. Chem. Solds [24] Vnent M A, Montereal R M, Messna G, Nhelatt E, Mann A and Rufolon A 213 Growth and haratersaton of thermally-evaporated lthum fluorde thn flms for hghenergy radaton detetors Teh. rep. ENEA RT/213/22/ENEA [25] Cloetens P, Barrett R, Baruhel J, Gugay J and Shlenker M 1996 J. Phys. D Appl. Phys [26] Mkelson A R 1992 Physal Opts (New York: Van Nostrand Renhold) [27] Nhelatt E and Pozz G 1998 Appl. Opt [28] Goodman J W 1968 Introduton to Fourer Opts MGraw-Hll Physal and Quantum Eletrons Seres (New York: MGraw-Hll Book Company) [29] Gaskll J D 1978 Lnear Systems, Fourer Transforms, and Opts (New York: John Wley & Sons) [3] MathWorks R MATLAB 21 v (r21a) URL [31] Born M and Wolf E 1987 Prnples of Opts 6th ed (Oxford: Pergamon Press) [32] Goodman J W 1985 Statstal Opts (John Wley & Sons) [33] De Caro L, Sattarella F, Tangaro S, Pella D, Gannn C, Bottgl U and Bellott R 211 Med. Phys [34] Baldahn G, Cremona M, d Aura G, Martell S, Montereal R M, Monteh M, Burattn E, Grll A and Rao A 1996 Nul. Instr. Meth. B

28 Edto dall ENEA Servzo Promozone e Comunazone Lungotevere Thaon d Revel, Roma Pervenuto l Stampato presso l Laboratoro Tenografo ENEA - C.R. Frasat Fnto d stampare nel mese d marzo 216

Errata for Problems and Answers in Wave Optics (PM216)

Errata for Problems and Answers in Wave Optics (PM216) Contents Errata for Problems and Answers n Wave Opts (PM6) Frst Prntng Seton 3 Seton 35 Seton Seton ttle should be Lnear polarzers and retarder plates Seton ttle should be Indued optal ansotropy Seton

More information

Phase Transition in Collective Motion

Phase Transition in Collective Motion Phase Transton n Colletve Moton Hefe Hu May 4, 2008 Abstrat There has been a hgh nterest n studyng the olletve behavor of organsms n reent years. When the densty of lvng systems s nreased, a phase transton

More information

Introduction to Molecular Spectroscopy

Introduction to Molecular Spectroscopy Chem 5.6, Fall 004 Leture #36 Page Introduton to Moleular Spetrosopy QM s essental for understandng moleular spetra and spetrosopy. In ths leture we delneate some features of NMR as an ntrodutory example

More information

A Theorem of Mass Being Derived From Electrical Standing Waves (As Applied to Jean Louis Naudin's Test)

A Theorem of Mass Being Derived From Electrical Standing Waves (As Applied to Jean Louis Naudin's Test) A Theorem of Mass Beng Derved From Eletral Standng Waves (As Appled to Jean Lous Naudn's Test) - by - Jerry E Bayles Aprl 4, 000 Ths paper formalzes a onept presented n my book, "Eletrogravtaton As A Unfed

More information

Controller Design for Networked Control Systems in Multiple-packet Transmission with Random Delays

Controller Design for Networked Control Systems in Multiple-packet Transmission with Random Delays Appled Mehans and Materals Onlne: 03-0- ISSN: 66-748, Vols. 78-80, pp 60-604 do:0.408/www.sentf.net/amm.78-80.60 03 rans eh Publatons, Swtzerland H Controller Desgn for Networed Control Systems n Multple-paet

More information

JSM Survey Research Methods Section. Is it MAR or NMAR? Michail Sverchkov

JSM Survey Research Methods Section. Is it MAR or NMAR? Michail Sverchkov JSM 2013 - Survey Researh Methods Seton Is t MAR or NMAR? Mhal Sverhkov Bureau of Labor Statsts 2 Massahusetts Avenue, NE, Sute 1950, Washngton, DC. 20212, Sverhkov.Mhael@bls.gov Abstrat Most methods that

More information

ALGEBRAIC SCHUR COMPLEMENT APPROACH FOR A NON LINEAR 2D ADVECTION DIFFUSION EQUATION

ALGEBRAIC SCHUR COMPLEMENT APPROACH FOR A NON LINEAR 2D ADVECTION DIFFUSION EQUATION st Annual Internatonal Interdsplnary Conferene AIIC 03 4-6 Aprl Azores Portugal - Proeedngs- ALGEBRAIC SCHUR COMPLEMENT APPROACH FOR A NON LINEAR D ADVECTION DIFFUSION EQUATION Hassan Belhad Professor

More information

4.5. QUANTIZED RADIATION FIELD

4.5. QUANTIZED RADIATION FIELD 4-1 4.5. QUANTIZED RADIATION FIELD Baground Our treatent of the vetor potental has drawn on the onohroat plane-wave soluton to the wave-euaton for A. The uantu treatent of lght as a partle desrbes the

More information

STK4900/ Lecture 4 Program. Counterfactuals and causal effects. Example (cf. practical exercise 10)

STK4900/ Lecture 4 Program. Counterfactuals and causal effects. Example (cf. practical exercise 10) STK4900/9900 - Leture 4 Program 1. Counterfatuals and ausal effets 2. Confoundng 3. Interaton 4. More on ANOVA Setons 4.1, 4.4, 4.6 Supplementary materal on ANOVA Example (f. pratal exerse 10) How does

More information

Charged Particle in a Magnetic Field

Charged Particle in a Magnetic Field Charged Partle n a Magnet Feld Mhael Fowler 1/16/08 Introduton Classall, the fore on a harged partle n eletr and magnet felds s gven b the Lorentz fore law: v B F = q E+ Ths velot-dependent fore s qute

More information

Voltammetry. Bulk electrolysis: relatively large electrodes (on the order of cm 2 ) Voltammetry:

Voltammetry. Bulk electrolysis: relatively large electrodes (on the order of cm 2 ) Voltammetry: Voltammetry varety of eletroanalytal methods rely on the applaton of a potental funton to an eletrode wth the measurement of the resultng urrent n the ell. In ontrast wth bul eletrolyss methods, the objetve

More information

Improving the Performance of Fading Channel Simulators Using New Parameterization Method

Improving the Performance of Fading Channel Simulators Using New Parameterization Method Internatonal Journal of Eletrons and Eletral Engneerng Vol. 4, No. 5, Otober 06 Improvng the Performane of Fadng Channel Smulators Usng New Parameterzaton Method Omar Alzoub and Moheldn Wanakh Department

More information

A Theorem of Mass Being Derived From Electrical Standing Waves (As Applied to Jean Louis Naudin's Test)

A Theorem of Mass Being Derived From Electrical Standing Waves (As Applied to Jean Louis Naudin's Test) A Theorem of Mass Beng Derved From Eletral Standng Waves (As Appled to Jean Lous Naudn's Test) - by - Jerry E Bayles Aprl 5, 000 Ths Analyss Proposes The Neessary Changes Requred For A Workng Test Ths

More information

Exercise 10: Theory of mass transfer coefficient at boundary

Exercise 10: Theory of mass transfer coefficient at boundary Partle Tehnology Laboratory Prof. Sotrs E. Pratsns Sonneggstrasse, ML F, ETH Zentrum Tel.: +--6 5 http://www.ptl.ethz.h 5-97- U Stoffaustaush HS 7 Exerse : Theory of mass transfer oeffent at boundary Chapter,

More information

Complement of an Extended Fuzzy Set

Complement of an Extended Fuzzy Set Internatonal Journal of Computer pplatons (0975 8887) Complement of an Extended Fuzzy Set Trdv Jyot Neog Researh Sholar epartment of Mathemats CMJ Unversty, Shllong, Meghalaya usmanta Kumar Sut ssstant

More information

GEL 446: Applied Environmental Geology

GEL 446: Applied Environmental Geology GE 446: ppled Envronmental Geology Watershed Delneaton and Geomorphology Watershed Geomorphology Watersheds are fundamental geospatal unts that provde a physal and oneptual framewor wdely used by sentsts,

More information

PHYSICS 212 MIDTERM II 19 February 2003

PHYSICS 212 MIDTERM II 19 February 2003 PHYSICS 1 MIDERM II 19 Feruary 003 Exam s losed ook, losed notes. Use only your formula sheet. Wrte all work and answers n exam ooklets. he aks of pages wll not e graded unless you so request on the front

More information

Title: Radiative transitions and spectral broadening

Title: Radiative transitions and spectral broadening Lecture 6 Ttle: Radatve transtons and spectral broadenng Objectves The spectral lnes emtted by atomc vapors at moderate temperature and pressure show the wavelength spread around the central frequency.

More information

ELASTIC WAVE PROPAGATION IN A CONTINUOUS MEDIUM

ELASTIC WAVE PROPAGATION IN A CONTINUOUS MEDIUM ELASTIC WAVE PROPAGATION IN A CONTINUOUS MEDIUM An elastc wave s a deformaton of the body that travels throughout the body n all drectons. We can examne the deformaton over a perod of tme by fxng our look

More information

The calculation of ternary vapor-liquid system equilibrium by using P-R equation of state

The calculation of ternary vapor-liquid system equilibrium by using P-R equation of state The alulaton of ternary vapor-lqud syste equlbru by usng P-R equaton of state Y Lu, Janzhong Yn *, Rune Lu, Wenhua Sh and We We Shool of Cheal Engneerng, Dalan Unversty of Tehnology, Dalan 11601, P.R.Chna

More information

Gravity Drainage Prior to Cake Filtration

Gravity Drainage Prior to Cake Filtration 1 Gravty Dranage Pror to ake Fltraton Sott A. Wells and Gregory K. Savage Department of vl Engneerng Portland State Unversty Portland, Oregon 97207-0751 Voe (503) 725-4276 Fax (503) 725-4298 ttp://www.e.pdx.edu/~wellss

More information

The corresponding link function is the complementary log-log link The logistic model is comparable with the probit model if

The corresponding link function is the complementary log-log link The logistic model is comparable with the probit model if SK300 and SK400 Lnk funtons for bnomal GLMs Autumn 08 We motvate the dsusson by the beetle eample GLMs for bnomal and multnomal data Covers the followng materal from hapters 5 and 6: Seton 5.6., 5.6.3,

More information

ELG4179: Wireless Communication Fundamentals S.Loyka. Frequency-Selective and Time-Varying Channels

ELG4179: Wireless Communication Fundamentals S.Loyka. Frequency-Selective and Time-Varying Channels Frequeny-Seletve and Tme-Varyng Channels Ampltude flutuatons are not the only effet. Wreless hannel an be frequeny seletve (.e. not flat) and tmevaryng. Frequeny flat/frequeny-seletve hannels Frequeny

More information

Instance-Based Learning and Clustering

Instance-Based Learning and Clustering Instane-Based Learnng and Clusterng R&N 04, a bt of 03 Dfferent knds of Indutve Learnng Supervsed learnng Bas dea: Learn an approxmaton for a funton y=f(x based on labelled examples { (x,y, (x,y,, (x n,y

More information

A computer-aided optimization method of bending beams

A computer-aided optimization method of bending beams WSES Internatonal Conferene on ENGINEERING MECHNICS, STRUCTURES, ENGINEERING GEOLOGY (EMESEG '8), Heraklon, Crete Island, Greee, July 22-24, 28 omputer-aded optmzaton method of bendng beams CRMEN E. SINGER-ORCI

More information

ˆ A = A 0 e i (k r ωt) + c.c. ( ωt) e ikr. + c.c. k,j

ˆ A = A 0 e i (k r ωt) + c.c. ( ωt) e ikr. + c.c. k,j p. Supp. 9- Suppleent to Rate of Absorpton and Stulated Esson Here are a ouple of ore detaled dervatons: Let s look a lttle ore arefully at the rate of absorpton w k ndued by an sotrop, broadband lght

More information

DUE: WEDS FEB 21ST 2018

DUE: WEDS FEB 21ST 2018 HOMEWORK # 1: FINITE DIFFERENCES IN ONE DIMENSION DUE: WEDS FEB 21ST 2018 1. Theory Beam bendng s a classcal engneerng analyss. The tradtonal soluton technque makes smplfyng assumptons such as a constant

More information

Machine Learning: and 15781, 2003 Assignment 4

Machine Learning: and 15781, 2003 Assignment 4 ahne Learnng: 070 and 578, 003 Assgnment 4. VC Dmenson 30 onts Consder the spae of nstane X orrespondng to all ponts n the D x, plane. Gve the VC dmenson of the followng hpothess spaes. No explanaton requred.

More information

JAB Chain. Long-tail claims development. ASTIN - September 2005 B.Verdier A. Klinger

JAB Chain. Long-tail claims development. ASTIN - September 2005 B.Verdier A. Klinger JAB Chan Long-tal clams development ASTIN - September 2005 B.Verder A. Klnger Outlne Chan Ladder : comments A frst soluton: Munch Chan Ladder JAB Chan Chan Ladder: Comments Black lne: average pad to ncurred

More information

technische universiteit eindhoven Analysis of one product /one location inventory control models prof.dr. A.G. de Kok 1

technische universiteit eindhoven Analysis of one product /one location inventory control models prof.dr. A.G. de Kok 1 TU/e tehnshe unverstet endhoven Analyss of one produt /one loaton nventory ontrol models prof.dr. A.G. de Kok Aknowledgements: I would lke to thank Leonard Fortun for translatng ths ourse materal nto Englsh

More information

On Adaptive Control of Simulated Moving Bed Plants. Plants Using Comsol s Simulink Interface. Speaker: Marco Fütterer

On Adaptive Control of Simulated Moving Bed Plants. Plants Using Comsol s Simulink Interface. Speaker: Marco Fütterer daptve Smulated Movng ed Plants Usng Comsol s Smulnk Interfae Speaker: Maro Fütterer Insttut für utomatserungstehnk Otto-von-Guerke Unverstät Unverstätsplatz, D-39106 Magdeburg Germany e-mal: maro.fuetterer@ovgu.de

More information

Some Results on the Counterfeit Coins Problem. Li An-Ping. Beijing , P.R.China Abstract

Some Results on the Counterfeit Coins Problem. Li An-Ping. Beijing , P.R.China Abstract Some Results on the Counterfet Cons Problem L An-Png Bejng 100085, P.R.Chna apl0001@sna.om Abstrat We wll present some results on the ounterfet ons problem n the ase of mult-sets. Keywords: ombnatoral

More information

FAULT DETECTION AND IDENTIFICATION BASED ON FULLY-DECOUPLED PARITY EQUATION

FAULT DETECTION AND IDENTIFICATION BASED ON FULLY-DECOUPLED PARITY EQUATION Control 4, Unversty of Bath, UK, September 4 FAUL DEECION AND IDENIFICAION BASED ON FULLY-DECOUPLED PARIY EQUAION C. W. Chan, Hua Song, and Hong-Yue Zhang he Unversty of Hong Kong, Hong Kong, Chna, Emal:

More information

Problem Set 9 Solutions

Problem Set 9 Solutions Desgn and Analyss of Algorthms May 4, 2015 Massachusetts Insttute of Technology 6.046J/18.410J Profs. Erk Demane, Srn Devadas, and Nancy Lynch Problem Set 9 Solutons Problem Set 9 Solutons Ths problem

More information

Inductance Calculation for Conductors of Arbitrary Shape

Inductance Calculation for Conductors of Arbitrary Shape CRYO/02/028 Aprl 5, 2002 Inductance Calculaton for Conductors of Arbtrary Shape L. Bottura Dstrbuton: Internal Summary In ths note we descrbe a method for the numercal calculaton of nductances among conductors

More information

SUPPLEMENTARY INFORMATION

SUPPLEMENTARY INFORMATION do: 0.08/nature09 I. Resonant absorpton of XUV pulses n Kr + usng the reduced densty matrx approach The quantum beats nvestgated n ths paper are the result of nterference between two exctaton paths of

More information

( ) + + REFLECTION FROM A METALLIC SURFACE

( ) + + REFLECTION FROM A METALLIC SURFACE REFLECTION FROM A METALLIC SURFACE For a metallc medum the delectrc functon and the ndex of refracton are complex valued functons. Ths s also the case for semconductors and nsulators n certan frequency

More information

Section 8.3 Polar Form of Complex Numbers

Section 8.3 Polar Form of Complex Numbers 80 Chapter 8 Secton 8 Polar Form of Complex Numbers From prevous classes, you may have encountered magnary numbers the square roots of negatve numbers and, more generally, complex numbers whch are the

More information

EVALUATION OF SEISMIC ACTIVE EARTH PRESSURE USING HORIZONTAL SLICE METHOD AND LOG-SPIRAL FAILURE SURFACE

EVALUATION OF SEISMIC ACTIVE EARTH PRESSURE USING HORIZONTAL SLICE METHOD AND LOG-SPIRAL FAILURE SURFACE EVALUATIO OF SEISMIC ACTIVE EARTH PRESSURE USIG HORIZOTAL SLICE METHOD AD LOG-SPIRAL FAILURE SURFACE S. BAISHYA orth Eastern Regonal Insttute of Sene and Tehnology (ERIST), Arunahal Pradesh, Inda A. SARKAR

More information

Errors for Linear Systems

Errors for Linear Systems Errors for Lnear Systems When we solve a lnear system Ax b we often do not know A and b exactly, but have only approxmatons  and ˆb avalable. Then the best thng we can do s to solve ˆx ˆb exactly whch

More information

ECE 6340 Intermediate EM Waves. Fall Prof. David R. Jackson Dept. of ECE. Notes 3

ECE 6340 Intermediate EM Waves. Fall Prof. David R. Jackson Dept. of ECE. Notes 3 C 634 Intermedate M Waves Fall 216 Prof. Davd R. akson Dept. of C Notes 3 1 Types of Current ρ v Note: The free-harge densty ρ v refers to those harge arrers (ether postve or negatve) that are free to

More information

2E Pattern Recognition Solutions to Introduction to Pattern Recognition, Chapter 2: Bayesian pattern classification

2E Pattern Recognition Solutions to Introduction to Pattern Recognition, Chapter 2: Bayesian pattern classification E395 - Pattern Recognton Solutons to Introducton to Pattern Recognton, Chapter : Bayesan pattern classfcaton Preface Ths document s a soluton manual for selected exercses from Introducton to Pattern Recognton

More information

The Feynman path integral

The Feynman path integral The Feynman path ntegral Aprl 3, 205 Hesenberg and Schrödnger pctures The Schrödnger wave functon places the tme dependence of a physcal system n the state, ψ, t, where the state s a vector n Hlbert space

More information

Structure and Drive Paul A. Jensen Copyright July 20, 2003

Structure and Drive Paul A. Jensen Copyright July 20, 2003 Structure and Drve Paul A. Jensen Copyrght July 20, 2003 A system s made up of several operatons wth flow passng between them. The structure of the system descrbes the flow paths from nputs to outputs.

More information

COMPOSITE BEAM WITH WEAK SHEAR CONNECTION SUBJECTED TO THERMAL LOAD

COMPOSITE BEAM WITH WEAK SHEAR CONNECTION SUBJECTED TO THERMAL LOAD COMPOSITE BEAM WITH WEAK SHEAR CONNECTION SUBJECTED TO THERMAL LOAD Ákos Jósef Lengyel, István Ecsed Assstant Lecturer, Professor of Mechancs, Insttute of Appled Mechancs, Unversty of Mskolc, Mskolc-Egyetemváros,

More information

Reprint (R34) Accurate Transmission Measurements Of Translucent Materials. January 2008

Reprint (R34) Accurate Transmission Measurements Of Translucent Materials. January 2008 Reprnt (R34) Accurate ransmsson Measurements Of ranslucent Materals January 2008 Gooch & Housego 4632 36 th Street, Orlando, FL 32811 el: 1 407 422 3171 Fax: 1 407 648 5412 Emal: sales@goochandhousego.com

More information

Robert Eisberg Second edition CH 09 Multielectron atoms ground states and x-ray excitations

Robert Eisberg Second edition CH 09 Multielectron atoms ground states and x-ray excitations Quantum Physcs 量 理 Robert Esberg Second edton CH 09 Multelectron atoms ground states and x-ray exctatons 9-01 By gong through the procedure ndcated n the text, develop the tme-ndependent Schroednger equaton

More information

NUMERICAL DIFFERENTIATION

NUMERICAL DIFFERENTIATION NUMERICAL DIFFERENTIATION 1 Introducton Dfferentaton s a method to compute the rate at whch a dependent output y changes wth respect to the change n the ndependent nput x. Ths rate of change s called the

More information

Clustering. CS4780/5780 Machine Learning Fall Thorsten Joachims Cornell University

Clustering. CS4780/5780 Machine Learning Fall Thorsten Joachims Cornell University Clusterng CS4780/5780 Mahne Learnng Fall 2012 Thorsten Joahms Cornell Unversty Readng: Mannng/Raghavan/Shuetze, Chapters 16 (not 16.3) and 17 (http://nlp.stanford.edu/ir-book/) Outlne Supervsed vs. Unsupervsed

More information

Difference Equations

Difference Equations Dfference Equatons c Jan Vrbk 1 Bascs Suppose a sequence of numbers, say a 0,a 1,a,a 3,... s defned by a certan general relatonshp between, say, three consecutve values of the sequence, e.g. a + +3a +1

More information

Dr. M. Perumal Professor & Head Department of Hydrology Indian Institute of Technology Roorkee INDIA Co-authors: Dr. B. Sahoo & Dr. C.M.

Dr. M. Perumal Professor & Head Department of Hydrology Indian Institute of Technology Roorkee INDIA Co-authors: Dr. B. Sahoo & Dr. C.M. Dr.. Perumal Professor & Head Department of Hdrolog Indan Insttute of Tehnolog Roorkee INDIA o-authors: Dr. B. Sahoo & Dr... Rao Dr. Dr... Perumal, Professor & & Head, Dept. Dept. of of Hdrolog, I.I.T.

More information

Module 3: Element Properties Lecture 1: Natural Coordinates

Module 3: Element Properties Lecture 1: Natural Coordinates Module 3: Element Propertes Lecture : Natural Coordnates Natural coordnate system s bascally a local coordnate system whch allows the specfcaton of a pont wthn the element by a set of dmensonless numbers

More information

INVESTIGATION ON THE SHEAR OF FIBER REINFORCED CONCRETE BEAMS CONSIDERING VARIOUS TYPES OF FIBERS

INVESTIGATION ON THE SHEAR OF FIBER REINFORCED CONCRETE BEAMS CONSIDERING VARIOUS TYPES OF FIBERS - Tehnal Paper - INESTIGATION ON THE SHEAR OF FIBER REINFORCED CONCRETE BEAMS CONSIDERING ARIOUS TYPES OF FIBERS Ptha JONGIATSAKUL *, Koj MATSUMOTO *, Ken WATANABE * and Junhro NIWA * ABSTRACT Ths paper

More information

Frequency dependence of the permittivity

Frequency dependence of the permittivity Frequency dependence of the permttvty February 7, 016 In materals, the delectrc constant and permeablty are actually frequency dependent. Ths does not affect our results for sngle frequency modes, but

More information

DOAEstimationforCoherentSourcesinBeamspace UsingSpatialSmoothing

DOAEstimationforCoherentSourcesinBeamspace UsingSpatialSmoothing DOAEstmatonorCoherentSouresneamspae UsngSpatalSmoothng YnYang,ChunruWan,ChaoSun,QngWang ShooloEletralandEletronEngneerng NanangehnologalUnverst,Sngapore,639798 InsttuteoAoustEngneerng NorthwesternPoltehnalUnverst,X

More information

Dynamics of social networks (the rise and fall of a networked society)

Dynamics of social networks (the rise and fall of a networked society) Dynams of soal networks (the rse and fall of a networked soety Matteo Marsl, ICTP Treste Frantsek Slanna, Prague, Fernando Vega-Redondo, Alante Motvaton & Bakground Soal nteraton and nformaton Smple model

More information

Prediction of Solid Paraffin Precipitation Using Solid Phase Equation of State

Prediction of Solid Paraffin Precipitation Using Solid Phase Equation of State Predton of old Paraffn Preptaton Usng old Phase Equaton of tate Proeedngs of European Congress of Chemal Engneerng (ECCE-6) Copenhagen, 16- eptember 7 Predton of old Paraffn Preptaton Usng old Phase Equaton

More information

Chapter 5. Solution of System of Linear Equations. Module No. 6. Solution of Inconsistent and Ill Conditioned Systems

Chapter 5. Solution of System of Linear Equations. Module No. 6. Solution of Inconsistent and Ill Conditioned Systems Numercal Analyss by Dr. Anta Pal Assstant Professor Department of Mathematcs Natonal Insttute of Technology Durgapur Durgapur-713209 emal: anta.bue@gmal.com 1 . Chapter 5 Soluton of System of Lnear Equatons

More information

Physics 181. Particle Systems

Physics 181. Particle Systems Physcs 181 Partcle Systems Overvew In these notes we dscuss the varables approprate to the descrpton of systems of partcles, ther defntons, ther relatons, and ther conservatons laws. We consder a system

More information

425. Calculation of stresses in the coating of a vibrating beam

425. Calculation of stresses in the coating of a vibrating beam 45. CALCULAION OF SRESSES IN HE COAING OF A VIBRAING BEAM. 45. Calulaton of stresses n the oatng of a vbratng beam M. Ragulsks,a, V. Kravčenken,b, K. Plkauskas,, R. Maskelunas,a, L. Zubavčus,b, P. Paškevčus,d

More information

Chaos-Based Physical Layer Design for WSN Applications

Chaos-Based Physical Layer Design for WSN Applications Reent Advanes n Teleommunatons Crut Desgn Chaos-Based Physal Layer Desgn for WS Applatons STVA BRBR Department of letral Computer ngneerng The Unversty of Aukl Aukl, ew Zeal s.berber@aukl.a.nz SHU FG Department

More information

For now, let us focus on a specific model of neurons. These are simplified from reality but can achieve remarkable results.

For now, let us focus on a specific model of neurons. These are simplified from reality but can achieve remarkable results. Neural Networks : Dervaton compled by Alvn Wan from Professor Jtendra Malk s lecture Ths type of computaton s called deep learnng and s the most popular method for many problems, such as computer vson

More information

Numerical Heat and Mass Transfer

Numerical Heat and Mass Transfer Master degree n Mechancal Engneerng Numercal Heat and Mass Transfer 06-Fnte-Dfference Method (One-dmensonal, steady state heat conducton) Fausto Arpno f.arpno@uncas.t Introducton Why we use models and

More information

Outline. Clustering: Similarity-Based Clustering. Supervised Learning vs. Unsupervised Learning. Clustering. Applications of Clustering

Outline. Clustering: Similarity-Based Clustering. Supervised Learning vs. Unsupervised Learning. Clustering. Applications of Clustering Clusterng: Smlarty-Based Clusterng CS4780/5780 Mahne Learnng Fall 2013 Thorsten Joahms Cornell Unversty Supervsed vs. Unsupervsed Learnng Herarhal Clusterng Herarhal Agglomeratve Clusterng (HAC) Non-Herarhal

More information

Using the estimated penetrances to determine the range of the underlying genetic model in casecontrol

Using the estimated penetrances to determine the range of the underlying genetic model in casecontrol Georgetown Unversty From the SelectedWorks of Mark J Meyer 8 Usng the estmated penetrances to determne the range of the underlyng genetc model n casecontrol desgn Mark J Meyer Neal Jeffres Gang Zheng Avalable

More information

Stanford University CS359G: Graph Partitioning and Expanders Handout 4 Luca Trevisan January 13, 2011

Stanford University CS359G: Graph Partitioning and Expanders Handout 4 Luca Trevisan January 13, 2011 Stanford Unversty CS359G: Graph Parttonng and Expanders Handout 4 Luca Trevsan January 3, 0 Lecture 4 In whch we prove the dffcult drecton of Cheeger s nequalty. As n the past lectures, consder an undrected

More information

arxiv: v2 [physics.optics] 17 Mar 2016

arxiv: v2 [physics.optics] 17 Mar 2016 Pulse-ompresson ghost magng ldar va oherent deteton arxv:1603.04143v2 [physs.opts] 17 Mar 2016 Chenjn Deng, Wenln Gong and Shensheng Han Key Laboratory for Quantum Opts and Center for Cold Atom Physs,

More information

C/CS/Phy191 Problem Set 3 Solutions Out: Oct 1, 2008., where ( 00. ), so the overall state of the system is ) ( ( ( ( 00 ± 11 ), Φ ± = 1

C/CS/Phy191 Problem Set 3 Solutions Out: Oct 1, 2008., where ( 00. ), so the overall state of the system is ) ( ( ( ( 00 ± 11 ), Φ ± = 1 C/CS/Phy9 Problem Set 3 Solutons Out: Oct, 8 Suppose you have two qubts n some arbtrary entangled state ψ You apply the teleportaton protocol to each of the qubts separately What s the resultng state obtaned

More information

π e ax2 dx = x 2 e ax2 dx or x 3 e ax2 dx = 1 x 4 e ax2 dx = 3 π 8a 5/2 (a) We are considering the Maxwell velocity distribution function: 2πτ/m

π e ax2 dx = x 2 e ax2 dx or x 3 e ax2 dx = 1 x 4 e ax2 dx = 3 π 8a 5/2 (a) We are considering the Maxwell velocity distribution function: 2πτ/m Homework Solutons Problem In solvng ths problem, we wll need to calculate some moments of the Gaussan dstrbuton. The brute-force method s to ntegrate by parts but there s a nce trck. The followng ntegrals

More information

Measurement of Radiation: Exposure. Purpose. Quantitative description of radiation

Measurement of Radiation: Exposure. Purpose. Quantitative description of radiation Measurement of Radaton: Exposure George Starkschall, Ph.D. Department of Radaton Physcs U.T. M.D. Anderson Cancer Center Purpose To ntroduce the concept of radaton exposure and to descrbe and evaluate

More information

Statistics Chapter 4

Statistics Chapter 4 Statstcs Chapter 4 "There are three knds of les: les, damned les, and statstcs." Benjamn Dsrael, 1895 (Brtsh statesman) Gaussan Dstrbuton, 4-1 If a measurement s repeated many tmes a statstcal treatment

More information

Week 9 Chapter 10 Section 1-5

Week 9 Chapter 10 Section 1-5 Week 9 Chapter 10 Secton 1-5 Rotaton Rgd Object A rgd object s one that s nondeformable The relatve locatons of all partcles makng up the object reman constant All real objects are deformable to some extent,

More information

SPECTRAL RECONSTRUCTION IN CASE OF DIFFERENT ILLUMINANTS

SPECTRAL RECONSTRUCTION IN CASE OF DIFFERENT ILLUMINANTS AALS of Faulty Engneerng Hunedoara Internatonal Journal of Engneerng Tome XIV [6] Fasule [February] ISS: 584-665 [prnt; onlne] ISS: 584-673 [CD-Rom; onlne] a free-aess multdsplnary publaton of the Faulty

More information

Chapter 12. Ordinary Differential Equation Boundary Value (BV) Problems

Chapter 12. Ordinary Differential Equation Boundary Value (BV) Problems Chapter. Ordnar Dfferental Equaton Boundar Value (BV) Problems In ths chapter we wll learn how to solve ODE boundar value problem. BV ODE s usuall gven wth x beng the ndependent space varable. p( x) q(

More information

Boundaries, Near-field Optics

Boundaries, Near-field Optics Boundares, Near-feld Optcs Fve boundary condtons at an nterface Fresnel Equatons : Transmsson and Reflecton Coeffcents Transmttance and Reflectance Brewster s condton a consequence of Impedance matchng

More information

Mr.Said Anwar Shah, Dr. Noor Badshah,

Mr.Said Anwar Shah, Dr. Noor Badshah, Internatonal Journal of Sentf & Engneerng Researh Volume 5 Issue 5 Ma-04 56 ISS 9-558 Level Set Method for Image Segmentaton and B Feld Estmaton usng Coeffent of Varaton wth Loal Statstal Informaton Mr.Sad

More information

Example

Example Chapter Example.- ------------------------------------------------------------------------------ sold slab of 5.5 wt% agar gel at 78 o K s.6 mm thk and ontans a unform onentraton of urea of. kmol/m 3.

More information

Introduction to Vapor/Liquid Equilibrium, part 2. Raoult s Law:

Introduction to Vapor/Liquid Equilibrium, part 2. Raoult s Law: CE304, Sprng 2004 Lecture 4 Introducton to Vapor/Lqud Equlbrum, part 2 Raoult s Law: The smplest model that allows us do VLE calculatons s obtaned when we assume that the vapor phase s an deal gas, and

More information

The Similar Structure Method for Solving Boundary Value Problems of a Three Region Composite Bessel Equation

The Similar Structure Method for Solving Boundary Value Problems of a Three Region Composite Bessel Equation The Smlar Struture Method for Solvng Boundary Value Problems of a Three Regon Composte Bessel Equaton Mngmng Kong,Xaou Dong Center for Rado Admnstraton & Tehnology Development, Xhua Unversty, Chengdu 69,

More information

Module 3 LOSSY IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur

Module 3 LOSSY IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur Module 3 LOSSY IMAGE COMPRESSION SYSTEMS Verson ECE IIT, Kharagpur Lesson 6 Theory of Quantzaton Verson ECE IIT, Kharagpur Instructonal Objectves At the end of ths lesson, the students should be able to:

More information

1 Matrix representations of canonical matrices

1 Matrix representations of canonical matrices 1 Matrx representatons of canoncal matrces 2-d rotaton around the orgn: ( ) cos θ sn θ R 0 = sn θ cos θ 3-d rotaton around the x-axs: R x = 1 0 0 0 cos θ sn θ 0 sn θ cos θ 3-d rotaton around the y-axs:

More information

Horizontal mergers for buyer power. Abstract

Horizontal mergers for buyer power. Abstract Horzontal mergers for buyer power Ramon Faul-Oller Unverstat d'alaant Llus Bru Unverstat de les Illes Balears Abstrat Salant et al. (1983) showed n a Cournot settng that horzontal mergers are unproftable

More information

CSci 6974 and ECSE 6966 Math. Tech. for Vision, Graphics and Robotics Lecture 21, April 17, 2006 Estimating A Plane Homography

CSci 6974 and ECSE 6966 Math. Tech. for Vision, Graphics and Robotics Lecture 21, April 17, 2006 Estimating A Plane Homography CSc 6974 and ECSE 6966 Math. Tech. for Vson, Graphcs and Robotcs Lecture 21, Aprl 17, 2006 Estmatng A Plane Homography Overvew We contnue wth a dscusson of the major ssues, usng estmaton of plane projectve

More information

3D Numerical Analysis for Impedance Calculation and High Performance Consideration of Linear Induction Motor for Rail-guided Transportation

3D Numerical Analysis for Impedance Calculation and High Performance Consideration of Linear Induction Motor for Rail-guided Transportation ADVANCED ELECTROMAGNETICS SYMPOSIUM, AES 13, 19 MARCH 13, SHARJAH UNITED ARAB EMIRATES 3D Numeral Analss for Impedane Calulaton and Hgh Performane Consderaton of Lnear Induton Motor for Ral-guded Transportaton

More information

Influence of Gravity on the Performance Index of Microchannel Heat Exchangers-Experimental Investigations

Influence of Gravity on the Performance Index of Microchannel Heat Exchangers-Experimental Investigations Proeedngs of the World Congress on Engneerng 011 Vol III WCE 011, July 6-8, 011, London, U.K. Influene of Gravty on the Performane Index of Mrohannel Heat Exhangers-Expermental Investgatons Thanhtrung

More information

More metrics on cartesian products

More metrics on cartesian products More metrcs on cartesan products If (X, d ) are metrc spaces for 1 n, then n Secton II4 of the lecture notes we defned three metrcs on X whose underlyng topologes are the product topology The purpose of

More information

Lecture Notes on Linear Regression

Lecture Notes on Linear Regression Lecture Notes on Lnear Regresson Feng L fl@sdueducn Shandong Unversty, Chna Lnear Regresson Problem In regresson problem, we am at predct a contnuous target value gven an nput feature vector We assume

More information

Development of the Schrodinger equation for attosecond laser pulse interaction with Planck gas

Development of the Schrodinger equation for attosecond laser pulse interaction with Planck gas Develoment of the Shrodnger equaton for attoseond laser ulse nteraton wth Plank gas M. Kozlowsk 1 * J. Marak Kozlowska 1 Josef Plsudsk Warsaw Unversty, Insttute of Eletron Tehnology Abstrat The reaton

More information

EEE 241: Linear Systems

EEE 241: Linear Systems EEE : Lnear Systems Summary #: Backpropagaton BACKPROPAGATION The perceptron rule as well as the Wdrow Hoff learnng were desgned to tran sngle layer networks. They suffer from the same dsadvantage: they

More information

MAGNETISM MAGNETIC DIPOLES

MAGNETISM MAGNETIC DIPOLES MAGNETISM We now turn to magnetsm. Ths has actually been used for longer than electrcty. People were usng compasses to sal around the Medterranean Sea several hundred years BC. However t was not understood

More information

MAE140 - Linear Circuits - Winter 16 Final, March 16, 2016

MAE140 - Linear Circuits - Winter 16 Final, March 16, 2016 ME140 - Lnear rcuts - Wnter 16 Fnal, March 16, 2016 Instructons () The exam s open book. You may use your class notes and textbook. You may use a hand calculator wth no communcaton capabltes. () You have

More information

Linear Feature Engineering 11

Linear Feature Engineering 11 Lnear Feature Engneerng 11 2 Least-Squares 2.1 Smple least-squares Consder the followng dataset. We have a bunch of nputs x and correspondng outputs y. The partcular values n ths dataset are x y 0.23 0.19

More information

Interval Valued Neutrosophic Soft Topological Spaces

Interval Valued Neutrosophic Soft Topological Spaces 8 Interval Valued Neutrosoph Soft Topologal njan Mukherjee Mthun Datta Florentn Smarandah Department of Mathemats Trpura Unversty Suryamannagar gartala-7990 Trpura Indamal: anjan00_m@yahooon Department

More information

Temperature. Chapter Heat Engine

Temperature. Chapter Heat Engine Chapter 3 Temperature In prevous chapters of these notes we ntroduced the Prncple of Maxmum ntropy as a technque for estmatng probablty dstrbutons consstent wth constrants. In Chapter 9 we dscussed the

More information

CONTRAST ENHANCEMENT FOR MIMIMUM MEAN BRIGHTNESS ERROR FROM HISTOGRAM PARTITIONING INTRODUCTION

CONTRAST ENHANCEMENT FOR MIMIMUM MEAN BRIGHTNESS ERROR FROM HISTOGRAM PARTITIONING INTRODUCTION CONTRAST ENHANCEMENT FOR MIMIMUM MEAN BRIGHTNESS ERROR FROM HISTOGRAM PARTITIONING N. Phanthuna 1,2, F. Cheevasuvt 2 and S. Chtwong 2 1 Department of Electrcal Engneerng, Faculty of Engneerng Rajamangala

More information

Comparative Studies of Law of Conservation of Energy. and Law Clusters of Conservation of Generalized Energy

Comparative Studies of Law of Conservation of Energy. and Law Clusters of Conservation of Generalized Energy Comparatve Studes of Law of Conservaton of Energy and Law Clusters of Conservaton of Generalzed Energy No.3 of Comparatve Physcs Seres Papers Fu Yuhua (CNOOC Research Insttute, E-mal:fuyh1945@sna.com)

More information

Physics 504, Lecture 19 April 7, L, H, canonical momenta, and T µν for E&M. 1.1 The Stress (Energy-Momentum) Tensor

Physics 504, Lecture 19 April 7, L, H, canonical momenta, and T µν for E&M. 1.1 The Stress (Energy-Momentum) Tensor Last Latexed: Aprl 5, 2011 at 13:32 1 Physs 504, Leture 19 Aprl 7, 2011 Copyrght 2009 by Joel A. Shapro 1 L, H, anonal momenta, and T µν for E&M We have seen feld theory needs the Lagrangan densty LA µ,

More information

Chapter 13: Multiple Regression

Chapter 13: Multiple Regression Chapter 13: Multple Regresson 13.1 Developng the multple-regresson Model The general model can be descrbed as: It smplfes for two ndependent varables: The sample ft parameter b 0, b 1, and b are used to

More information

The Granular Origins of Aggregate Fluctuations : Supplementary Material

The Granular Origins of Aggregate Fluctuations : Supplementary Material The Granular Orgns of Aggregate Fluctuatons : Supplementary Materal Xaver Gabax October 12, 2010 Ths onlne appendx ( presents some addtonal emprcal robustness checks ( descrbes some econometrc complements

More information

/ n ) are compared. The logic is: if the two

/ n ) are compared. The logic is: if the two STAT C141, Sprng 2005 Lecture 13 Two sample tests One sample tests: examples of goodness of ft tests, where we are testng whether our data supports predctons. Two sample tests: called as tests of ndependence

More information