Nuclear Instruments and Methods in Physics Research B 262 (2007)

Size: px
Start display at page:

Download "Nuclear Instruments and Methods in Physics Research B 262 (2007)"

Transcription

1 Nuclear Instruents and Methods in Physics Research B 262 (27) NIM B Bea Interactions with Materials & Atos Peak shape ethods for general order theroluinescence glow-peaks: A reappraisal G. Kitis a, *, V. Pagonis a Aristotle University of Thessaloniki, Nuclear Physics Laoratory, 5424 Thessaloniki, Greece Physics Departent, McDaniel College, Westinster, MD 257, United States Received 9 May 27; received in revised for 7 May 27 Availale online 9 June 27 Astract This paper presents a reappraisal of the well known peak shape expressions for calculating the activation energy in a theroluinescence (TL) glow-peak. This study leads to new insights as to the eaning of the coefficients used in the original equations. The reappraisal leads to new equations for the coefficients of the peak shape expressions which contain the general order paraeter, instead of the experientally deterined geoetrical shape factor which is used in the original equations. Previously only the coefficients for first and second order kinetics were deterined on the asis of existing theory and the coefficients for interediate kinetics order were deterined epirically using a linear interpolation extrapolation ethod. In the present work the iproved peak shape coefficients are evaluated in analytical for as a function of the kinetic order, y using the general order kinetics expression for the TL intensity. The intrinsic errors in the newly derived expressions for are evaluated and their relevance to experiental work is discussed in detail. A ethod for a further iproveent of the accuracy of the peak shape ethods is suggested. Ó 27 lsevier B.V. All rights reserved. PACS: 78.6.Kn; 29.4.Wk; 6.82.Pv; Sq Keywords: Theroluinescence; Peak shape ethods; Activation energy; General order kinetics; Triangle assuption. Introduction The shape of a theroluinescence (TL) glow-peak is the asis of iportant and convenient ethods for calculating the trapping paraeters of distinct energy levels within the crystal. These ethods are ased on easureents of a few points on the glow-peak, shown in Fig.. arly work on the developent of such expressions concentrated on the developent of convenient expressions for calculating the activation energy of trapping levels [ 3]. The ter peak shape ethods is reserved in the TL literature for such ethods, although there are other ethods for finding which are also ased on the glow-peak * Corresponding author. Tel./fax: ail address: gkitis@auth.gr (G. Kitis). shape (i.e. curve fitting ethods) [4,5]. The seinal work y [6] is a reference point in the derivation of the peak shape ethods. [6] suarized all pre-existing ethods and gave a detailed ethodology for deriving the coefficients of the expressions for first and second order kinetics only. The coefficients used in the peak shape ethods for the interediate kinetic orders were also evaluated y [7] y (i) evaluating the coefficients for first order kinetics, (ii) calculating the coefficients for second order kinetics and (iii) using a linear interpolation extrapolation ethod to otain expressions for the interediate kinetic orders as a function of the syetry factor l g, which was found to e etween.42 and.52 for first and second order kinetics respectively. The expressions derived y have een used extensively over the last 35 years. Although the interediate X/$ - see front atter Ó 27 lsevier B.V. All rights reserved. doi:.6/j.ni

2 34 G. Kitis, V. Pagonis / Nucl. Instr. and Meth. in Phys. Res. B 262 (27) TL Intensity, I Teperature ( K ) kinetics order expressions are in fact approxiations, they proved to e very accurate in practice. However, their success has not een explained on a theoretical asis efore. Moreover, the characteristic paraeter of the kinetic order is copletely asent fro oth the derivation ethod and the final expressions for. The ai of the present work is (i) to provide a theoretical foundation to the peak shape ethods coefficients as a function of the kinetics order, (ii) ased on this theoretical foundation, to explain why the original expressions for interediate kinetic orders are so accurate, (iii) to evaluate the intrinsic errors in the newly derived expressions for and discuss their relevance to experiental work and finally (iv) to suggest a ethod for further iproveent of the accuracy of the expressions... Analytical TL expressions The general order kinetics equation is [4,5,8]: IðT Þ¼ dn dt ¼ s n ; ðþ where n (c 3 ) is the concentration of electrons in traps, (ev) is the activation energy, the kinetic order, not necessarily or 2, s ( 3() s ) the pre-exponential factor and T (K) the teperature. It is noted that this is an epirical equation which has een found useful in representing adequately experiental TL glow curves in various aterials. The solution of q. () for 5 and a linear heating rate is [5]: I ¼ n s þ ð Þs n T dt Z T The condition for axiu TL intensity is found y equating the derivative of q. (2) to zero to otain T T T 2 /2 μ g = δ/ω Fig.. The characteristics points on a TL glow-peak, which define the peak-shape paraeters. τ ω δ : ð2þ þ ð Þs n ¼ s n Z T T dt ; ð3þ where T is the teperature at glow-peak axiu intensity. The integral on the left-hand side of q. (3) can e approxiated using a certain nuer of ters of the asyptotic series: Z T X T dt ffi T exp n¼ n ð Þ n n! Usually q. (4) is a very good nuerical approxiation, and only the first two ters of the series need to e taken into account, so that q. (3) yields ¼ n s ð þð ÞD Þ; ð4þ ð5þ where T is the teperature at glow-peak axiu intensity, and D =2 /. 2. Geoetrical characteristics of a single glow-peak The peak shape ethods are ased on certain characteristics of a single glow-peak, shown in Fig., the peak axiu teperature T and the teperatures at half axiu TL intensity T and T 2 at the low and high teperature side of the glow-peak respectively. These quantities are used to define further the widths x = T T 2, d = T 2 T and s = T T as well as the syetry factor of the glow-peak l g = d/x. The derivation of the existing peak shape ethods are ased on the so called triangle assuption, which can e expressed in three different ways, each one leading to an individual faily of peak shape ethods. In the for given y [5,6] these are x ¼ C x ; n d ¼ C d ; n s ðn n Þ ¼ C s; with Z n ¼ I dt; ð9þ t where is the peak axiu intensity, n the high teperature half integral of the glow-peak, t the tie at peak axiu intensity and C x, C d and C s are quantities which characterize the kinetic order. These quantities were found to vary extreely slowly for a given kinetic order and for a very wide range of kinetic paraeters (,s) and are called pseudo-constants. These pseudo-constants vary little for all ð6þ ð7þ ð8þ

3 G. Kitis, V. Pagonis / Nucl. Instr. and Meth. in Phys. Res. B 262 (27) glow-peaks derived using activation energies in the region..6 ev and frequency factors in the region etween 5 and 3 s [6]. Their values can e estiated as a function of the kinetic order y producing synthetic glow-peaks using q. (2). In order to derive the peak shape forulae using qs. (6) (8), one has to evaluate the ters /n, n /n and /n fro the analytical TL expressions. 3. Derivation of /n, n /n and /n 3.. Derivation of /n Fro q. (2) considering I(T )= we otain ¼ n s þ ð Z Þs n T n T dt : ðþ Using the exact condition for the TL peak axiu given y q. (3), we have after soe algera: I h i ¼ n s e n : ðþ Using the approxiate condition for the TL peak axiu given y q. (5), yields: " # ¼ 2 ; ð2þ n þðþd and after soe algera one otains ¼ 2 ð3þ n þðþd and finally,! ¼ : ð4þ n þðþd 3.2. Derivation of n /n and /n Solving q. () for n we have Z n Z dn T n n ¼ s T dt : Fro q. (5) after soe algera we otain n ¼ n þ ð Z Þs n T dt T ð5þ : ð6þ Using the exact condition for the axiu given y q. (3) one otains for the ter n /n : n n ¼ s n 2 exp : ð7þ Using the approxiate condition for the axiu given y q. (5) one otains n ¼ : ð8þ n þðþd According to Halperin and Braner [3] the quantity n / n, which represents the ratio of the high teperature half integral of a glow-peak over its total integral is the geoetrical syetry factor, let us say l g of a glow-peak, which differs very slightly fro the coonly used syetry factor l g defined aove. According to Halperin and Braner [3] glow-peaks with a syetry factor around ( + D )/e are of first order and glow-peaks with syetry factor ( + D )/2 (see q. (8), for = 2) are of second order. Oviously the syetry factor of interediate kinetic orders can e otained fro q. (8) for given values of and D. For a given order of kinetics, the syetry factor is not a fixed nuer ut rather a very slowing varying quantity with the paraeters (, s), i.e. a pseudo-constant. Historically, the notation l g was used for the syetry factor n /n and not for the ratio d/x. However, in this paper we use the coonly used notation of l g = d/x. By dividing q. (4) over q. (8) one otains n ¼ : ð9þ 4. Methods ased on the total width (x) q. (6) can e re-written as ¼ C x n x : Using q. (4) we otain ¼ n þðþd ð2þ! ; ð2þ and finally coining qs. (2) and (2) we have 2 ¼ C x þðþd x : ð22þ Since ( )D is less than unity, the following approxiation, which introduces an error of less than %, can e used ð þðþd Þ ffi þ D ¼ þ D ; ð23þ ¼ C x þ D x ; ð24þ or ð þ D Þ¼C x x ; ð25þ

4 36 G. Kitis, V. Pagonis / Nucl. Instr. and Meth. in Phys. Res. B 262 (27) Tale The nuerical values as a function of the kinetic order of the part f a () of the coefficients in peak shape ethods expressions given y qs. (26), (28) and (34) f x ()= /() f d () = f s () =( /() ) s ðþ ¼ =ðþ =ðþ and finally y solving for, 2 ¼ C x x 2 : ð26þ The last equation shows that the coefficient of the ter =x consists of two ters, C x and f x () = /(). The quantity C x is the respective triangle assuption pseudoconstant which has to e evaluated y siulation, whereas the values of f x () depend on the kinetic order and are listed in Tale. This equation is of the sae for as the well-known expression, ut it contains explicitly the kinetic order and is derived here fro analytical expressions, while previously it was otained using a linear interpolation extrapolation technique. 5. Methods ased on the high teperature half-width (d) q. (7) can e re-written as ¼ C d n d and y taking into account q. (9) one otains ð27þ " # s ¼ C s þðþd s : ð3þ Taking into account qs. (23), (3) ecoes "! # s ¼ C s þ D s : ð3þ By using the approxiation elow, which introduces an error of less than %. =ðþ ffi =ðþ ð D Þ: ð32þ þ D q. (3) after soe anipulation gives: s ¼ C s 2 s Cs s 2 : ð33þ s The first ter in this equation is the doinant ter in deterining the value of s, while the second ter represents a sall correction. If the s appearing in the second ter of the right hand side of q. (33) is replaced y the first ter of the right hand side of q. (33), then with a loss of less than % in accuracy, q. (33) can e written as! s ¼ C s s =ðþ ð2 =ðþ Þ: ð34þ The first coefficient in the last equation consists of two ters, C s and f s ()=( /() ). The ter C s is the respective triangle assuption pseudo-constant which has to e evaluated y siulation, whereas the values of f s () are fixed nuers for a given. The evaluated values of f s () are listed in Tale. Siilarly the second coefficient s () =( /() )/( /() ) is a fixed nuer for given kinetic order and its values are also listed in Tale. 7. Nuerical siulation ¼ C d d : ð28þ The coefficient of the ter =d consists of two ters, C d and f d ()=. The ter C d is the respective triangle assuption pseudo-constant which has to e evaluated y siulation, whereas the values of c d () are fixed nuers for a given. The evaluated values of f d () are listed in Tale. 6. Methods ased on the low teperature half-width (s) q. (8) can e re-written as n ¼ s : ð29þ n C s n Replacing the ters /n and n /n fro qs. (9) and (8) respectively, one otains after soe algera The nuerical siulation of synthetic glow-peaks was perfored y using very road regions of the trapping paraeters, in order to cover as any practical cases as possile. For the sake of siplicity the Rasheedy version [9] of the general order equation is used in which n = N, one can use directly the value of s in s. The activation energy region was varied etween.7 ev and 2 ev in steps of. ev (4 values). The frequency factor was inserted in the for s = exp(a) with A ranging etween 6 and 46 in steps of (3 values), covering a region etween 7 and 2 s. Fro all possile glow-peaks corresponding to the (,s) pairs in these wide regions of (,s), only those having their glow-peak axiu teperature in the practical range 2 8 K were considered. The kinetic order was varied fro. to 2 in steps of.. The general order expression given y q. (2), does not hold for =. However, it holds for values of which are very

5 G. Kitis, V. Pagonis / Nucl. Instr. and Meth. in Phys. Res. B 262 (27) close to. It was found that for =.5 the general order expression given y q. (2) approxiates the TL intensity for first order kinetics accurately, up to the fifth significant digit []. Therefore the value of =.5 was chosen to represent the case of first order kinetics through the general order kinetics expression. In total, 42 synthetic glow-peaks were produced for each one of the kinetic orders. The ean values evaluated and listed in susequent sections are the average of ore than 4 values. In order to ensure an accurate deterination of the various paraeters, a very sall teperature step is necessary. In the present siulation the TL intensity was evaluated every.5 K; this corresponds to.2 5 points eing evaluated for each glow-peak. 7.. valuation of C x,c d and C s Fro qs. (26), (28) and (34) it is seen that in order to evaluate the coefficients in front of the peak shape ethods, the values of the pseudo-constants C x, C d and C s ust e found. For the siulation of synthetic glow-peaks the exponential integral appearing in q. (2) was not approxiated y the usual asyptotic series, since the software used contains this integral as a uilt-in function. The values of the pseudo-constants C x, C d otained fro the siulation are listed in Tale 2, whereas Fig. 2 shows their ehavior as a function of the syetry factor. The presentation of these pseudo-constants as a function of the syetry factor is preferale to using the kinetic order, since the syetry factor is an experientally easured quantity. During the siulations descried in this paper it is possile to perfor two tests. The first test concerns qs. (22), (28) and (3). This test evaluates the output values of activation energy using the values of the pseudo-constants C x, C d, C s and T evaluated within the sae siulation. The ai here is to test the accuracy of the aove equations. The results showed that the output activation energies values coincide with the input values, ensuring the correctness of these equations. The second test concerns qs. (22) and (3). For the derivation of these quations two approxiations were used, given y qs. (23) and (32). The second test, therefore, evaluates output values of the activation energies using the individual values of the pseudo-constants C x and C s evaluated during the siulation, aiing to estiate the influence of these approxiations. The agreeent etween the input and output values is estiated y the error in out in C ω, C τ, C δ Syetry factor, μ g, which is shown in Fig. 3. The left-hand side figure concerns the x expression descried y q. (22) and the right-hand side of the figure concerns the s expression fro q. (3). Note that each one of the figures contains 32 (,s) pairs. As it is seen fro the figures, in the ajority of cases the errors are less than.5% for the case of x and less that.4% for the case of s. These sall percent errors represent the influence of the approxiations given y qs. (23) and (32) valuation of c x,c d,c s and s C Cτ ω C δ Fig. 2. The triangle assuption pseudo-constants C x, C d and C s as a function of the syetry factor. The general for of the peak shape ethods given y [7,5] is a ¼ c a a a ð2 Þ; ð35þ where the index a stands for x, d and s. Tale 2 The values of the triangle assuption pseudo-constants C x, C d and C s resulting as the ean values of all (,s) pairs fro the siulations along with the ean values of syetry factor, l g, as a function of the kinetic order l g C x C d C s..485 ± ± ±..876 ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ±.33

6 38 G. Kitis, V. Pagonis / Nucl. Instr. and Meth. in Phys. Res. B 262 (27) ( - ω ) /.8.4 ( - τ ) / Kinetic Order, Kinetic Order, Fig. 3. The error x;s of activation energies x and s as a function of the kinetic order. represents the input values whereas the x,s values were evaluated through qs. (22) and (3), respectively. [6,7] evaluated the coefficients c a and a for first and second order kinetics and used an interpolation extrapolation ethod to evaluate the values for interediate order kinetics. His final expressions are c x ¼ 2:52 þ :2ðl g :42Þ x ¼ ; c d ¼ :976 þ 7:3ðl g :42Þ d ¼ ; c s ¼ :5 þ 3ðl g :42Þ s ¼ :58 þ 4:2ðl g :42Þ: ð36þ ð37þ ð38þ C ω Using the values of the pseudo-constants C x, C d and C s, which were evaluated in the siulation and are listed in Tale 2, the new values for the coefficients c a and a are evaluated through qs. (26), (28) and (34). Their values as a function of kinetic order are listed in Tale 3. The new values of c a and a are copared with the original expressions of in Figs In these figures it is seen that the new values of the coefficients evaluated in the present work are slightly non-linear as a function of the syetry factor. On the other hand the values of the coefficients derived y lie on a straight line which is very close to the non-linearity otained in the present work. The differences are due to the interpolation extrapolation ethod used during their evaluation. The agreeent in Tale 3 The net values of the peak shape ethods coefficients as a function of the kinetic order c x c d c s s ± ± ± ±.7.62 ±..533 ± ±.6.44 ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± Syetry factor, μ g Fig. 4. The net values of the peak shape ethods coefficients c x of the x ased ethod, as they were evaluated y and in the present work, as a function of the syetry factor. C δ Syetry factor, μ g Fig. 5. The net values of the peak shape ethods coefficients c d of the d ased ethod, as they were evaluated y and in the present work, as a function of the syetry factor.

7 τ G. Kitis, V. Pagonis / Nucl. Instr. and Meth. in Phys. Res. B 262 (27) C τ ( - ω ) / Syetry factor, μ g Fig. 6. The net values of the peak shape ethods coefficients c s of the s ased ethod, as they were evaluated y and in the present work, as a function of the syetry factor Syetry factor, μ g Kinetic Order, Fig. 8. The error x of the activation energies x as a function of the kinetic order. are the input values, whereas the x values were evaluated through q. (35) using the coefficients and the newly otained coefficients, which are listed in Tale 3. The horizontal line passes syetrically through the results of the present work. At each kinetic order the errors values of 37 siulated (, s) pairs are plotted. the present study follows the open curve as a function of the syetry factor and give results passing through the average line, whereas the coefficients are a strictly linear function of the syetry factor and follow a paraolic shape. Fig. 9 shows the results concerning the d ethod. The ehavior is very siilar to the previous case. Fig. shows the results concerning the s ethod. The horizontal lines at.5% to.5% define a region where the two sets of coefficients give the sae accuracy. Looking at Fig. 6 one can see that oth sets of coefficients follow a Fig. 7. The net values of the peak shape ethods coefficients s of the s ased ethod, as they were evaluated y and in the present work, as a function of the syetry factor. these figures explains why the expressions developed y give very accurate values for the trapping paraeters Coparison of the newly otained expressions with those of The application of the general for q. (35) is now possile using the c a, a values shown in Tale 3 for each kinetic order. Under this situation a coparison is possile of the resulting values fro q. (35) using oth the newly otained values of c a, a and those of derived fro qs. (36) (38) using the syetry factors of Tale 2. The coparison is perfored y siulating synthetic glow-peaks using the sae (, s) regions descried aove. Fig. 8 shows the results concerning the x ethod. The horizontal line passes through an average value of the results in the present study. In order to understand this ehavior one has to look at Fig. 4. The coefficient c x of ( - δ ) / Kinetic Order, Fig. 9. The error d of activation energies d as a function of the kinetic order. The are the input values, whereas the d values were evaluated through q. (35) using the coefficients and the newly otained coefficients, which are listed in Tale 3. The horizontal line passes syetrically through the results of the present work. At each kinetic order the errors values of 37 siulated (, s) pairs are plotted.

8 32 G. Kitis, V. Pagonis / Nucl. Instr. and Meth. in Phys. Res. B 262 (27) h Dx ¼ ðdt 2 Þ 2 þð DT Þ 2 i 2 ; ð4þ Dd ¼ ½ðDT 2 Þ 2 þð DT Þ 2 Š 2 ; ð42þ ( - τ ) / - -2 parallel ehavior, which is reflected exactly in the ehavior of Fig.. The reason is that except in the central coon region, the accuracy of the coefficients is elow the dearkation line of.5% and the accuracy of the newly derived coefficients is aove the dearkation line of +.5% Accuracy of the peak shape ethods The peak shape expressions found in this paper estiate the activation energy with an accuracy etter than.5% in the ajority of (,s) pairs. However, this accuracy is otained using a siulation where the teperature is evaluated with an accuracy of.5 K. The situation, however, is very different in experiental situations, where the experiental accuracy in the teperature easureent ay e larger than K. The experiental quantities which have to e experientally easured in order to evaluate the activation energy are T, T, and T 2. The errors of these quantities are propagated to the errors of through q. (35). The total proale error of a function depended upon x i quantities, U = f(x i )is[]: " DU ¼ #f 2 dx þ #f 2 dx 2 þþ #f # 2 2 dx n #x #x 2 #x : n Then the relative error will e: r ¼ DU U : Kinetic Order, Fig.. The error s of activation energies s as a function of the kinetic order. are the input values, whereas the s values were evaluated through q. (35) using the coefficients and the newly otained coefficients, which are listed in Tale 3. The horizontal lines pass through the ±.5% errors containing values of oth sets of coefficients. At each kinetic order the errors values of 37 siulated (, s) pairs are plotted. ð39þ ð4þ Applying the error propagation forula, q. (39), the total errors for x, d, s and l g will e, respectively, Ds ¼ ½ðDT Þ 2 þð DT Þ 2 Š 2 ; ð43þ " Dl g ¼ d 2 Dd þ Dx # 2 2 x d x : ð44þ On the other hand the total error of a derived y applying q. (39) to q. (35) is, " D a ¼ a ð a D Þ Dc 2 a þ DT 2 c a 2T # þ ð 2 a D Þ Da 2 2 þ ðd D a Þ 2 ; ð45þ a where D =2 / a. The coefficient paraeters c a and a are included, since they are coposite paraeters consisting of fixed and dependent quantities. The coefficients c a in q. (35) consist of two ters, the ter C a fro the triangle approxiation, whose error is estiated fro the siulation and of the ter f a (), which is a function of the kinetic order. The error of c a is therefore Dc a = f a ()D- C a. The values of DC a for x, d and s are listed in Tale 2.In the case of the siulations the error D a is zero, since a depends only on and therefore it is a fixed nuer for a given order of kinetics. However, this ter is included ecause in s s ethod the s is expressed as function of the syetry factor, which introduces an additional source of error. It is usually said [5] that the s ased ethods yield ore accurate results than the other peak shape ethods. By exaining q. (45), a first estiate aout the accuracy of each of the x, d and s ethods can e otained. The difference in the accuracy of the 3 peak shape ethods coes fro the first and third ters of q. (45). The ost accurate ethod should e the one for which these two ters are iniized. In the case of the d ethod, which does not contain the ter a,( a = ), these ters have their largest value and therefore this ethod is expected to e less accurate than the other two expressions. On the other hand a = for the x ethod and greater than for the s ethod. Therefore, the two ters are iniized for the s ethod which is expected to e the ost accurate. Suarizing, the relative accuracy of the three ethods is as follows: D s < D x < D d : ð46þ However, this is an ideal case and holds only when, additionally, Ds/s < Dx/x < Dd/d. Furtherore, the experiental glow-peaks are not usually clean peaks. In ost cases satellites ay e present, which can easily e therally pre-cleaned at the lower part of the peak and not at the high teperature side. The order of accuracies under these circustances is inverted.

9 G. Kitis, V. Pagonis / Nucl. Instr. and Meth. in Phys. Res. B 262 (27) During practical applications the coefficients of the peak shape ethods are considered to e constants which do not affect the error evaluation of the activation energy. However, as was shown in the present work, these coefficients are not constants ut rather pseudo-constants which carry their own intrinsic errors. Therefore, any faily of peak shape ethods will possess an intrinsic error coing fro the accuracy of its coefficients and this error is in addition to any errors deriving fro the experiental accuracy of the variales T, T and T 2 appearing in these expressions. In order to explore this intrinsic error let us assue that the errors in T, x, s and d, i.e. the quantities DT and Da are zero. In this case q. (45) gives: D a a ¼ð a D Þ Dc a c a : ð47þ The relative error in q. (47) is an intrinsic iniu liit which depends upon the error in the triangle assuption pseudo-constants C a, (i.e. C x, C d and C s ), the values of which are evaluated fro the siulation with qs. (6) (8). It ust also e noted that this liit holds also in the case where the coefficients c a are expressed as a function of l g. The reason is that the syetry factor for a given order of kinetics is not a fixed nuer ut rather is also a pseudo-constant as seen fro q. (8). The general ehavior of the error in q. (45) is siulated for D x, D d and D s. In order to siplify the siulation it is assued that: (i) DT = DT 2 = DT and (ii) the error DC a of all C a is taken equal to a typical value of.4% otained during the siulations. The results are shown in Fig.. The straight lines are the ovious results otained when the first ter of q. (45) (or q. (47)), which represents the liit discussed aove, is oitted y setting DC a =. However, taking into account the first ter of q. (45) with a typical value of DC a =.4%, then Fig. shows that the error in can not e less than.35.4%, up to DT =. K. ( Δ / ).. Intrinsic liit δ τ ω.. ΔT ( K ) Fig.. The straight lines correspond to the errors otained fro q. (45) when the first ter, which represents the intrinsic error liit (also q. (47)), is oitted, i.e. DC a =. The arrow shows the intrinsic error liit of.35.4%, otained, when the first ter of q. (45) is taken into account considering DC a =.4%. δ Another oservation is that the accuracy of x ethod is etter than that of the s ethod aove. K. This can e understood fro the first assuption DT = DT 2 = DT stated aove. Since x is alost doule the value of s, the value of Dx/x is uch lower than the value of Ds/s and therefore the error in x will e lower. If one wants to evaluate the error in when using the coefficients, one ust take into account that in this case the ters c a, a are expressed as a function of l g,as seen in qs. (36) (38). By applying the error propagation forula given y q. (39) it is found that Dc x =.2 Dl g, Dc d =7.3Dl g, Dc s =3Dl g and D s = 4.2 (2 )Dl g. The ost practical result, however, which eerges fro the aove error analysis is that the errors in increase linearly with DT. Therefore, the experiental error in teperature ust e lowered as uch as possile. In practice it is rather easy to achieve a very low error in T, although this is not usually done during experiental work. First of all one has to achieve a very good theral contact etween the saple and the heating eleent and to use a low rate of heating, not greater than K/s, in order to avoid possile teperature lag effects. The crucial point to consider is the sapling tie in photon counting systes, which ust e set as short as possile. For exaple in the RisøTL/OSL reader having an Analog to Digital Converter (ADC) of 2 3 channels, a TL readout up to 4 C with K/s gives a teperature increent, DT of.45 K. As was discussed aove, the intrinsic error liit of.35.4% in is set y the accuracy of the triangle assuption pseudo-constants C x, C d and C s which are evaluated y the siulation. The intrinsic error liit under discussion shown in Fig. is evaluated y considering an average relative error of.4%. Although this error is very low when one considers the very road (,s) regions used, it can e lowered even ore as follows. Let us assue for exaple that one applies one of the peak shape ethods using the newly otained coefficients and evaluates the trapping paraeters ± D and s ± Ds. ven if one has extreely low errors in T, one can not achieve accuracy etter than the intrinsic error liit of.35.4% evaluated aove. It is very easy, however, to decrease this error liit y re-evaluating the triangle assuption pseudo-constants in an (,s) region restricted within the liits ± D, s ± Ds otained. In fact, since the triangle assuption pseudo-constants vary extreely slowly, a single siulation using the experientally otained and s values, is enough to otain a new highly iproved pseudo-constant value C a. Then using q. (47) one can find that the intrinsic error liit of.35 4% could e decreased y at least a factor of five, with a corresponding increase in the accuracy of. The aove error evaluation approach is necessary if one wishes to gain all the enefits of the peak shape ethods when they are applied to experiental results. However, there is another field of research where the aove approach should e very useful. This is the field of siulations involving TL odels and TL effects (i.e. super-linearity,

10 322 G. Kitis, V. Pagonis / Nucl. Instr. and Meth. in Phys. Res. B 262 (27) pre-dose effect, etc.) y the nuerical solution of the differential equations governing the TL process [5,]. During such siulations the quality of the resulting TL glow-peak can e continuously tested using the peak shape ethods. It ust e noticed, however, that the derivation of the peak shape ethods is ased on the Randall Wilkins [2] and Garlick Gison [3] kinetic odels, for which the quasiequiliriu condition is satisfied. In the case of general order kinetics of May and Partrige [8] the respective equation can not e derived fro the original set of siultaneous equations descriing the TL process. However, since the general order equation coincides with second order for = 2 and approxiates first order for.5, it is assued that it is an equation for which the quasi-equiliriu condition is satisfied too. Therefore, these odels are expected to descrie accurately only those siulated glow-peaks for which the quasi-equiliriu condition is satisfied. In cases deviating fro the quasi-equiliriu conditions, one ight expect that the output activation energy values evaluated y the peak shape ethods will deviate fro the input values used in the odels, in a anner depending upon the degree of satisfaction of the quasi-equiliriu conditions. The present work indicates another very effective way of testing glow-peaks resulting fro the nuerical solution of the differential equations, y evaluating the equivalent analytical expressions and aking a direct glow-peak coparison. This can e done as follows. Once the glow-peak is derived during the siulations, its syetry factor n /n is evaluated as the ratio of the high teperature half glow-peak over the total integral of the glow-peak. Then using q. (8) the corresponding kinetic order is iteratively evaluated, to an accuracy depending upon the nuer of ters in the asyptotic series and the analytical glow-peak is evaluated using q. (2). A final reason why the aove suggested approach is ideal for coparing glow-peaks derived fro the analytical TL expressions with those derived fro the nuerical solution of the differential equations, is that in the siulations one can control the teperature to any desired accuracy. 8. Conclusions The peak shape ethods for general order kinetics are reappraised in detail. The peak shape ethod coefficients are given a theoretical foundation on the asis of analytical expressions as a function of the kinetic order. Furtherore the very good accuracy of the approxiate coefficients is easily understood y inspection of Figs A nuerical siulation of synthetic glow-peaks was perfored in an activation energy region etween.7 ev and 2 ev in steps of. ev (4 values), a frequency factor region etween 7 and 2 s (3 values) and kinetics order etween and 2 ( values). The newly derived peak shape ethod coefficients contain the general order paraeter, instead of the experientally deterined geoetrical shape factor which is used in the original equations. The errors of the peak shape ethods are studied in detail and an error evaluation procedure is descried, which allows one to gain all the enefits of the peak shape ethods when they are applied to experiental results. A ethod for further iproveent of the accuracy of the evaluation of the activation energy is also suggested. References [] L.I. Grosswiener, J. Appl. Phys. 24 (953) 36. [2] C.B. Luschik, Dokl. Akad. Nauk, S.S.S.R (955) 64. [3] A. Halperin, A.A. Braner, Phys. Rev. 7 (96) 48. [4] R., Y. Kirsh, Analysis of Therally Stiulated Processes, Pergaon Press, 98, p. 67. [5] R., S.W.S. McKeever, Theory of Theroluinescence and Related Phenoena, World Scientific, 997. [6] R., J. Appl. Phys. 4 (969) 57. [7] R., J. lectroche. Soc. 6 (97) 254. [8] C.. May, J.A. Partrige, J. Che. Phys. 4 (964) 4. [9] M.S. Rasheedy, J. Phys.: Condens. Matter 4 (993) 633. [] V. Pagonis, G. Kitis, C. Furetta, Nuerical and Practical xercises in Theroluinescnce, Springer, 26, p. 8. [] P.R. Bevington, Data Reduction and rror Analysis for the Physical Sciences, McGraw Hill, 969, p. 5. [2] J.T. Randall, M.H.F. Wilkins, Proc. Phys. Soc. London 84 (945) 39. [3] G.F.J. Garlick, A.F. Gison, Proc. Phys. Soc. London A 6 (948) 574.

dt dt THE AIR TRACK (II)

dt dt THE AIR TRACK (II) THE AIR TRACK (II) References: [] The Air Track (I) - First Year Physics Laoratory Manual (PHY38Y and PHYY) [] Berkeley Physics Laoratory, nd edition, McGraw-Hill Book Copany [3] E. Hecht: Physics: Calculus,

More information

Spine Fin Efficiency A Three Sided Pyramidal Fin of Equilateral Triangular Cross-Sectional Area

Spine Fin Efficiency A Three Sided Pyramidal Fin of Equilateral Triangular Cross-Sectional Area Proceedings of the 006 WSEAS/IASME International Conference on Heat and Mass Transfer, Miai, Florida, USA, January 18-0, 006 (pp13-18) Spine Fin Efficiency A Three Sided Pyraidal Fin of Equilateral Triangular

More information

Motion Analysis of Euler s Disk

Motion Analysis of Euler s Disk Motion Analysis of Euler s Disk Katsuhiko Yaada Osaka University) Euler s Disk is a nae of a scientific toy and its otion is the sae as a spinning coin. In this study, a siple atheatical odel is proposed

More information

Reversibility of Turing Machine Computations

Reversibility of Turing Machine Computations Reversiility of Turing Machine Coputations Zvi M. Kede NYU CS Technical Report TR-2013-956 May 13, 2013 Astract Since Bennett s 1973 seinal paper, there has een a growing interest in general-purpose, reversile

More information

Proc. of the IEEE/OES Seventh Working Conference on Current Measurement Technology UNCERTAINTIES IN SEASONDE CURRENT VELOCITIES

Proc. of the IEEE/OES Seventh Working Conference on Current Measurement Technology UNCERTAINTIES IN SEASONDE CURRENT VELOCITIES Proc. of the IEEE/OES Seventh Working Conference on Current Measureent Technology UNCERTAINTIES IN SEASONDE CURRENT VELOCITIES Belinda Lipa Codar Ocean Sensors 15 La Sandra Way, Portola Valley, CA 98 blipa@pogo.co

More information

Lecture 8.2 Fluids For a long time now we have been talking about classical mechanics, part of physics which studies macroscopic motion of

Lecture 8.2 Fluids For a long time now we have been talking about classical mechanics, part of physics which studies macroscopic motion of Lecture 8 luids or a long tie now we have een talking aout classical echanics part of physics which studies acroscopic otion of particle-like ojects or rigid odies Using different ethods we have considered

More information

REVIEW OF METHODS FOR DETERMINING GLOW PEAK KINETICS PARAMETERS OF THERMOLUMINESCENCE DOSEMETERS

REVIEW OF METHODS FOR DETERMINING GLOW PEAK KINETICS PARAMETERS OF THERMOLUMINESCENCE DOSEMETERS REVIEW OF METHODS FOR DETERMINING GLOW PEAK KINETICS PARAMETERS OF THERMOLUMINESCENCE DOSEMETERS & M. Hajek AIAU 7605 August 007 UID ATU 3767500 DVR 0005886TU Handelsgericht Wien Bankverbindung: Bank Austria-Creditanstalt

More information

Model Fitting. CURM Background Material, Fall 2014 Dr. Doreen De Leon

Model Fitting. CURM Background Material, Fall 2014 Dr. Doreen De Leon Model Fitting CURM Background Material, Fall 014 Dr. Doreen De Leon 1 Introduction Given a set of data points, we often want to fit a selected odel or type to the data (e.g., we suspect an exponential

More information

OBJECTIVES INTRODUCTION

OBJECTIVES INTRODUCTION M7 Chapter 3 Section 1 OBJECTIVES Suarize data using easures of central tendency, such as the ean, edian, ode, and idrange. Describe data using the easures of variation, such as the range, variance, and

More information

Data-Driven Imaging in Anisotropic Media

Data-Driven Imaging in Anisotropic Media 18 th World Conference on Non destructive Testing, 16- April 1, Durban, South Africa Data-Driven Iaging in Anisotropic Media Arno VOLKER 1 and Alan HUNTER 1 TNO Stieltjesweg 1, 6 AD, Delft, The Netherlands

More information

Numerical Studies of a Nonlinear Heat Equation with Square Root Reaction Term

Numerical Studies of a Nonlinear Heat Equation with Square Root Reaction Term Nuerical Studies of a Nonlinear Heat Equation with Square Root Reaction Ter Ron Bucire, 1 Karl McMurtry, 1 Ronald E. Micens 2 1 Matheatics Departent, Occidental College, Los Angeles, California 90041 2

More information

Non-Parametric Non-Line-of-Sight Identification 1

Non-Parametric Non-Line-of-Sight Identification 1 Non-Paraetric Non-Line-of-Sight Identification Sinan Gezici, Hisashi Kobayashi and H. Vincent Poor Departent of Electrical Engineering School of Engineering and Applied Science Princeton University, Princeton,

More information

Theory for dynamic longitudinal dispersion in fractures and rivers with Poiseuille flow

Theory for dynamic longitudinal dispersion in fractures and rivers with Poiseuille flow GEOPHYSICAL RESEARCH LETTERS, VOL. 39,, doi:10.1029/2011gl050831, 2012 Theory for dynaic longitudinal dispersion in fractures and rivers with Poiseuille flow Lichun Wang, 1 M. Bayani Cardenas, 1 Wen Deng,

More information

An Approximate Model for the Theoretical Prediction of the Velocity Increase in the Intermediate Ballistics Period

An Approximate Model for the Theoretical Prediction of the Velocity Increase in the Intermediate Ballistics Period An Approxiate Model for the Theoretical Prediction of the Velocity... 77 Central European Journal of Energetic Materials, 205, 2(), 77-88 ISSN 2353-843 An Approxiate Model for the Theoretical Prediction

More information

EQUIVALENT CIRCUIT MODEL OF SEMICONDUCTOR LASERS TAKING ACCOUNT OF GAIN SUPPRESSION

EQUIVALENT CIRCUIT MODEL OF SEMICONDUCTOR LASERS TAKING ACCOUNT OF GAIN SUPPRESSION EQUIVALENT CIRCUIT MODEL OF SEMICONDUCTOR LASERS TAKING ACCOUNT OF GAIN SUPPRESSION Kaiz Aedi and Mohsen Khanzadeh Departent of Electrical Engineering, Faculty of Electrical and Coputer Engineering, Shahid

More information

Block designs and statistics

Block designs and statistics Bloc designs and statistics Notes for Math 447 May 3, 2011 The ain paraeters of a bloc design are nuber of varieties v, bloc size, nuber of blocs b. A design is built on a set of v eleents. Each eleent

More information

Example A1: Preparation of a Calibration Standard

Example A1: Preparation of a Calibration Standard Suary Goal A calibration standard is prepared fro a high purity etal (cadiu) with a concentration of ca.1000 g l -1. Measureent procedure The surface of the high purity etal is cleaned to reove any etal-oxide

More information

UNCERTAINTIES IN THE APPLICATION OF ATMOSPHERIC AND ALTITUDE CORRECTIONS AS RECOMMENDED IN IEC STANDARDS

UNCERTAINTIES IN THE APPLICATION OF ATMOSPHERIC AND ALTITUDE CORRECTIONS AS RECOMMENDED IN IEC STANDARDS Paper Published on the16th International Syposiu on High Voltage Engineering, Cape Town, South Africa, 2009 UNCERTAINTIES IN THE APPLICATION OF ATMOSPHERIC AND ALTITUDE CORRECTIONS AS RECOMMENDED IN IEC

More information

General Properties of Radiation Detectors Supplements

General Properties of Radiation Detectors Supplements Phys. 649: Nuclear Techniques Physics Departent Yarouk University Chapter 4: General Properties of Radiation Detectors Suppleents Dr. Nidal M. Ershaidat Overview Phys. 649: Nuclear Techniques Physics Departent

More information

Easy Evaluation Method of Self-Compactability of Self-Compacting Concrete

Easy Evaluation Method of Self-Compactability of Self-Compacting Concrete Easy Evaluation Method of Self-Copactability of Self-Copacting Concrete Masanori Maruoka 1 Hiroi Fujiwara 2 Erika Ogura 3 Nobu Watanabe 4 T 11 ABSTRACT The use of self-copacting concrete (SCC) in construction

More information

AN EVALUATION OF OPTICAL PARAMETERS OF HIGH- TEMPERATURE SUPERCONDUCTORS

AN EVALUATION OF OPTICAL PARAMETERS OF HIGH- TEMPERATURE SUPERCONDUCTORS Int. J. Che. Sci.: 1(), 1, 1157-1166 ISSN 97-768X www.sadgurupulications.co AN EVALUATION OF OPTICAL PARAMETERS OF HIGH- TEMPERATURE SUPERCONDUCTORS SANJU KUMARI a, SOBHA RANI, S. KUMAR c and LALIT K.

More information

Biostatistics Department Technical Report

Biostatistics Department Technical Report Biostatistics Departent Technical Report BST006-00 Estiation of Prevalence by Pool Screening With Equal Sized Pools and a egative Binoial Sapling Model Charles R. Katholi, Ph.D. Eeritus Professor Departent

More information

IN modern society that various systems have become more

IN modern society that various systems have become more Developent of Reliability Function in -Coponent Standby Redundant Syste with Priority Based on Maxiu Entropy Principle Ryosuke Hirata, Ikuo Arizono, Ryosuke Toohiro, Satoshi Oigawa, and Yasuhiko Takeoto

More information

Determination of accurate theoretical values for thermodynamic properties in bulk metallic glasses

Determination of accurate theoretical values for thermodynamic properties in bulk metallic glasses Adv. Manuf. (2013) 1:293 304 DOI 10.1007/s40436-013-0040-3 Deterination of accurate theoretical values for therodynaic properties in bulk etallic glasses Pei-You Li Gang Wang Ding Ding Jun Shen Received:

More information

DEPARTMENT OF ECONOMETRICS AND BUSINESS STATISTICS

DEPARTMENT OF ECONOMETRICS AND BUSINESS STATISTICS ISSN 1440-771X AUSTRALIA DEPARTMENT OF ECONOMETRICS AND BUSINESS STATISTICS An Iproved Method for Bandwidth Selection When Estiating ROC Curves Peter G Hall and Rob J Hyndan Working Paper 11/00 An iproved

More information

Optical Properties of Plasmas of High-Z Elements

Optical Properties of Plasmas of High-Z Elements Forschungszentru Karlsruhe Techni und Uwelt Wissenschaftlishe Berichte FZK Optical Properties of Plasas of High-Z Eleents V.Tolach 1, G.Miloshevsy 1, H.Würz Project Kernfusion 1 Heat and Mass Transfer

More information

PHY 171. Lecture 14. (February 16, 2012)

PHY 171. Lecture 14. (February 16, 2012) PHY 171 Lecture 14 (February 16, 212) In the last lecture, we looked at a quantitative connection between acroscopic and icroscopic quantities by deriving an expression for pressure based on the assuptions

More information

Measuring Temperature with a Silicon Diode

Measuring Temperature with a Silicon Diode Measuring Teperature with a Silicon Diode Due to the high sensitivity, nearly linear response, and easy availability, we will use a 1N4148 diode for the teperature transducer in our easureents 10 Analysis

More information

Chapter 4: Hypothesis of Diffusion-Limited Growth

Chapter 4: Hypothesis of Diffusion-Limited Growth Suary This section derives a useful equation to predict quantu dot size evolution under typical organoetallic synthesis conditions that are used to achieve narrow size distributions. Assuing diffusion-controlled

More information

Chapter 2 General Properties of Radiation Detectors

Chapter 2 General Properties of Radiation Detectors Med Phys 4RA3, 4RB3/6R3 Radioisotopes and Radiation Methodology -1 Chapter General Properties of Radiation Detectors Ionizing radiation is ost coonly detected by the charge created when radiation interacts

More information

THERMAL ENDURANCE OF UNREINFORCED UNSATURATED POLYESTERS AND VINYL ESTER RESINS = (1) ln = COMPOSITES & POLYCON 2009

THERMAL ENDURANCE OF UNREINFORCED UNSATURATED POLYESTERS AND VINYL ESTER RESINS = (1) ln = COMPOSITES & POLYCON 2009 Aerican Coposites Manufacturers Association January 15-17, 29 Tapa, FL USA Abstract THERMAL ENDURANCE OF UNREINFORCED UNSATURATED POLYESTERS AND VINYL ESTER RESINS by Thore M. Klaveness, Reichhold AS In

More information

Topic 5a Introduction to Curve Fitting & Linear Regression

Topic 5a Introduction to Curve Fitting & Linear Regression /7/08 Course Instructor Dr. Rayond C. Rup Oice: A 337 Phone: (95) 747 6958 E ail: rcrup@utep.edu opic 5a Introduction to Curve Fitting & Linear Regression EE 4386/530 Coputational ethods in EE Outline

More information

Name: Partner(s): Date: Angular Momentum

Name: Partner(s): Date: Angular Momentum Nae: Partner(s): Date: Angular Moentu 1. Purpose: In this lab, you will use the principle of conservation of angular oentu to easure the oent of inertia of various objects. Additionally, you develop a

More information

About the definition of parameters and regimes of active two-port networks with variable loads on the basis of projective geometry

About the definition of parameters and regimes of active two-port networks with variable loads on the basis of projective geometry About the definition of paraeters and regies of active two-port networks with variable loads on the basis of projective geoetry PENN ALEXANDR nstitute of Electronic Engineering and Nanotechnologies "D

More information

The Wilson Model of Cortical Neurons Richard B. Wells

The Wilson Model of Cortical Neurons Richard B. Wells The Wilson Model of Cortical Neurons Richard B. Wells I. Refineents on the odgkin-uxley Model The years since odgkin s and uxley s pioneering work have produced a nuber of derivative odgkin-uxley-like

More information

Experimental Design For Model Discrimination And Precise Parameter Estimation In WDS Analysis

Experimental Design For Model Discrimination And Precise Parameter Estimation In WDS Analysis City University of New York (CUNY) CUNY Acadeic Works International Conference on Hydroinforatics 8-1-2014 Experiental Design For Model Discriination And Precise Paraeter Estiation In WDS Analysis Giovanna

More information

Plasma Modulation of Harmonic Emission Spectra from Laser-Dense Plasma Interactions

Plasma Modulation of Harmonic Emission Spectra from Laser-Dense Plasma Interactions Plasa Modulation of Haronic Eission Spectra fro Laser-Dense Plasa Interactions R. Ondarza-Rovira and T.J.M. Boyd 2 ININ, A.P. 8-027, México 80, Distrito Federal, Mexico; ondarza@nuclear.inin.x 2 Centre

More information

Keywords: Estimator, Bias, Mean-squared error, normality, generalized Pareto distribution

Keywords: Estimator, Bias, Mean-squared error, normality, generalized Pareto distribution Testing approxiate norality of an estiator using the estiated MSE and bias with an application to the shape paraeter of the generalized Pareto distribution J. Martin van Zyl Abstract In this work the norality

More information

Nonmonotonic Networks. a. IRST, I Povo (Trento) Italy, b. Univ. of Trento, Physics Dept., I Povo (Trento) Italy

Nonmonotonic Networks. a. IRST, I Povo (Trento) Italy, b. Univ. of Trento, Physics Dept., I Povo (Trento) Italy Storage Capacity and Dynaics of Nononotonic Networks Bruno Crespi a and Ignazio Lazzizzera b a. IRST, I-38050 Povo (Trento) Italy, b. Univ. of Trento, Physics Dept., I-38050 Povo (Trento) Italy INFN Gruppo

More information

2 Q 10. Likewise, in case of multiple particles, the corresponding density in 2 must be averaged over all

2 Q 10. Likewise, in case of multiple particles, the corresponding density in 2 must be averaged over all Lecture 6 Introduction to kinetic theory of plasa waves Introduction to kinetic theory So far we have been odeling plasa dynaics using fluid equations. The assuption has been that the pressure can be either

More information

MIXED-ORDER KINETICS MODEL FOR OPTICALLY STIMULATED LUMINESCENCE

MIXED-ORDER KINETICS MODEL FOR OPTICALLY STIMULATED LUMINESCENCE Modern Physics Letters B, Vol. 23, No. 27 (2009) 3191 3207 c World Scientific Publishing Company MIXED-ORDER KINETICS MODEL FOR OPTICALLY STIMULATED LUMINESCENCE G. KITIS Aristotle University of Thessaloniki,

More information

Chaotic Coupled Map Lattices

Chaotic Coupled Map Lattices Chaotic Coupled Map Lattices Author: Dustin Keys Advisors: Dr. Robert Indik, Dr. Kevin Lin 1 Introduction When a syste of chaotic aps is coupled in a way that allows the to share inforation about each

More information

EFFECT OF SURFACE ASPERITY TRUNCATION ON THERMAL CONTACT CONDUCTANCE

EFFECT OF SURFACE ASPERITY TRUNCATION ON THERMAL CONTACT CONDUCTANCE EFFECT OF SURFACE ASPERITY TRUNCATION ON THERMAL CONTACT CONDUCTANCE Fernando H. Milanez *, M. M. Yovanovich, J. R. Culha Microelectronics Heat Transfer Laboratory Departent of Mechanical Engineering University

More information

Hyperbolic Horn Helical Mass Spectrometer (3HMS) James G. Hagerman Hagerman Technology LLC & Pacific Environmental Technologies April 2005

Hyperbolic Horn Helical Mass Spectrometer (3HMS) James G. Hagerman Hagerman Technology LLC & Pacific Environmental Technologies April 2005 Hyperbolic Horn Helical Mass Spectroeter (3HMS) Jaes G Hageran Hageran Technology LLC & Pacific Environental Technologies April 5 ABSTRACT This paper describes a new type of ass filter based on the REFIMS

More information

Ch 12: Variations on Backpropagation

Ch 12: Variations on Backpropagation Ch 2: Variations on Backpropagation The basic backpropagation algorith is too slow for ost practical applications. It ay take days or weeks of coputer tie. We deonstrate why the backpropagation algorith

More information

Measures of average are called measures of central tendency and include the mean, median, mode, and midrange.

Measures of average are called measures of central tendency and include the mean, median, mode, and midrange. CHAPTER 3 Data Description Objectives Suarize data using easures of central tendency, such as the ean, edian, ode, and idrange. Describe data using the easures of variation, such as the range, variance,

More information

On weighted averages of double sequences

On weighted averages of double sequences nnales Matheaticae et Inforaticae 39 0) pp. 7 8 Proceedings of the Conference on Stochastic Models and their pplications Faculty of Inforatics, University of Derecen, Derecen, Hungary, ugust 4, 0 On weighted

More information

A Dynamic Theory of Strategic Decision Making applied to the Prisoner s Dilemma

A Dynamic Theory of Strategic Decision Making applied to the Prisoner s Dilemma Dynaic Theory of Strategic Decision Making applied to the Prisoner s Dilea Gerald H Thoas and Keelan Kane Milwaukee School of Engineering dapt of Illinois Introduction The classic prisoner s dilea (PD)

More information

The Solution of One-Phase Inverse Stefan Problem. by Homotopy Analysis Method

The Solution of One-Phase Inverse Stefan Problem. by Homotopy Analysis Method Applied Matheatical Sciences, Vol. 8, 214, no. 53, 2635-2644 HIKARI Ltd, www.-hikari.co http://dx.doi.org/1.12988/as.214.43152 The Solution of One-Phase Inverse Stefan Proble by Hootopy Analysis Method

More information

MSEC MODELING OF DEGRADATION PROCESSES TO OBTAIN AN OPTIMAL SOLUTION FOR MAINTENANCE AND PERFORMANCE

MSEC MODELING OF DEGRADATION PROCESSES TO OBTAIN AN OPTIMAL SOLUTION FOR MAINTENANCE AND PERFORMANCE Proceeding of the ASME 9 International Manufacturing Science and Engineering Conference MSEC9 October 4-7, 9, West Lafayette, Indiana, USA MSEC9-8466 MODELING OF DEGRADATION PROCESSES TO OBTAIN AN OPTIMAL

More information

A DESIGN GUIDE OF DOUBLE-LAYER CELLULAR CLADDINGS FOR BLAST ALLEVIATION

A DESIGN GUIDE OF DOUBLE-LAYER CELLULAR CLADDINGS FOR BLAST ALLEVIATION International Journal of Aerospace and Lightweight Structures Vol. 3, No. 1 (2013) 109 133 c Research Publishing Services DOI: 10.3850/S201042862013000550 A DESIGN GUIDE OF DOUBLE-LAYER CELLULAR CLADDINGS

More information

Research in Area of Longevity of Sylphon Scraies

Research in Area of Longevity of Sylphon Scraies IOP Conference Series: Earth and Environental Science PAPER OPEN ACCESS Research in Area of Longevity of Sylphon Scraies To cite this article: Natalia Y Golovina and Svetlana Y Krivosheeva 2018 IOP Conf.

More information

Generalized Rayleigh Wave Dispersion in a Covered Half-space Made of Viscoelastic Materials

Generalized Rayleigh Wave Dispersion in a Covered Half-space Made of Viscoelastic Materials Copyright 7 Tech Science Press CMC vol.53 no.4 pp.37-34 7 Generalized Rayleigh Wave Dispersion in a Covered Half-space Made of Viscoelastic Materials S.D. Akbarov and M. Negin 3 Abstract: Dispersion of

More information

Ph 20.3 Numerical Solution of Ordinary Differential Equations

Ph 20.3 Numerical Solution of Ordinary Differential Equations Ph 20.3 Nuerical Solution of Ordinary Differential Equations Due: Week 5 -v20170314- This Assignent So far, your assignents have tried to failiarize you with the hardware and software in the Physics Coputing

More information

Sampling How Big a Sample?

Sampling How Big a Sample? C. G. G. Aitken, 1 Ph.D. Sapling How Big a Saple? REFERENCE: Aitken CGG. Sapling how big a saple? J Forensic Sci 1999;44(4):750 760. ABSTRACT: It is thought that, in a consignent of discrete units, a certain

More information

A simple phenomenologic model for particle transport in spaceperiodic potentials in underdamped systems

A simple phenomenologic model for particle transport in spaceperiodic potentials in underdamped systems A siple phenoenologic odel for particle transport in spaceperiodic potentials in underdaped systes IG MARCHENKO 1,(a,b), II MARCHENKO 3, A ZHIGLO 1 1 NSC Kharov Institute of Physics and Technology, Aadeichesaya

More information

REDUCTION OF FINITE ELEMENT MODELS BY PARAMETER IDENTIFICATION

REDUCTION OF FINITE ELEMENT MODELS BY PARAMETER IDENTIFICATION ISSN 139 14X INFORMATION TECHNOLOGY AND CONTROL, 008, Vol.37, No.3 REDUCTION OF FINITE ELEMENT MODELS BY PARAMETER IDENTIFICATION Riantas Barauskas, Vidantas Riavičius Departent of Syste Analysis, Kaunas

More information

COS 424: Interacting with Data. Written Exercises

COS 424: Interacting with Data. Written Exercises COS 424: Interacting with Data Hoework #4 Spring 2007 Regression Due: Wednesday, April 18 Written Exercises See the course website for iportant inforation about collaboration and late policies, as well

More information

BUCKLING OF WING SPARS UNDER COMBINED LOADING

BUCKLING OF WING SPARS UNDER COMBINED LOADING 5 TH INTERNATIONAL CONGRESS OF THE AERONAUTICAL SCIENCES BUCLING OF WING SPARS UNDER COMBINED LOADING David ennedy*, Dharesh C. Patel*, Carol A. Featherston* *Cardiff School of Engineering, Cardiff University,

More information

A remark on a success rate model for DPA and CPA

A remark on a success rate model for DPA and CPA A reark on a success rate odel for DPA and CPA A. Wieers, BSI Version 0.5 andreas.wieers@bsi.bund.de Septeber 5, 2018 Abstract The success rate is the ost coon evaluation etric for easuring the perforance

More information

Mutual capacitor and its applications

Mutual capacitor and its applications Mutual capacitor and its applications Chun Li, Jason Li, Jieing Li CALSON Technologies, Toronto, Canada E-ail: calandli@yahoo.ca Published in The Journal of Engineering; Received on 27th October 2013;

More information

Now multiply the left-hand-side by ω and the right-hand side by dδ/dt (recall ω= dδ/dt) to get:

Now multiply the left-hand-side by ω and the right-hand side by dδ/dt (recall ω= dδ/dt) to get: Equal Area Criterion.0 Developent of equal area criterion As in previous notes, all powers are in per-unit. I want to show you the equal area criterion a little differently than the book does it. Let s

More information

Reading from Young & Freedman: For this topic, read the introduction to chapter 25 and sections 25.1 to 25.3 & 25.6.

Reading from Young & Freedman: For this topic, read the introduction to chapter 25 and sections 25.1 to 25.3 & 25.6. PHY10 Electricity Topic 6 (Lectures 9 & 10) Electric Current and Resistance n this topic, we will cover: 1) Current in a conductor ) Resistivity 3) Resistance 4) Oh s Law 5) The Drude Model of conduction

More information

In this chapter, we consider several graph-theoretic and probabilistic models

In this chapter, we consider several graph-theoretic and probabilistic models THREE ONE GRAPH-THEORETIC AND STATISTICAL MODELS 3.1 INTRODUCTION In this chapter, we consider several graph-theoretic and probabilistic odels for a social network, which we do under different assuptions

More information

TEST OF HOMOGENEITY OF PARALLEL SAMPLES FROM LOGNORMAL POPULATIONS WITH UNEQUAL VARIANCES

TEST OF HOMOGENEITY OF PARALLEL SAMPLES FROM LOGNORMAL POPULATIONS WITH UNEQUAL VARIANCES TEST OF HOMOGENEITY OF PARALLEL SAMPLES FROM LOGNORMAL POPULATIONS WITH UNEQUAL VARIANCES S. E. Ahed, R. J. Tokins and A. I. Volodin Departent of Matheatics and Statistics University of Regina Regina,

More information

Comparison of Stability of Selected Numerical Methods for Solving Stiff Semi- Linear Differential Equations

Comparison of Stability of Selected Numerical Methods for Solving Stiff Semi- Linear Differential Equations International Journal of Applied Science and Technology Vol. 7, No. 3, Septeber 217 Coparison of Stability of Selected Nuerical Methods for Solving Stiff Sei- Linear Differential Equations Kwaku Darkwah

More information

DESIGN OF THE DIE PROFILE FOR THE INCREMENTAL RADIAL FORGING PROCESS *

DESIGN OF THE DIE PROFILE FOR THE INCREMENTAL RADIAL FORGING PROCESS * IJST, Transactions of Mechanical Engineering, Vol. 39, No. M1, pp 89-100 Printed in The Islaic Republic of Iran, 2015 Shira University DESIGN OF THE DIE PROFILE FOR THE INCREMENTAL RADIAL FORGING PROCESS

More information

A Note on the Applied Use of MDL Approximations

A Note on the Applied Use of MDL Approximations A Note on the Applied Use of MDL Approxiations Daniel J. Navarro Departent of Psychology Ohio State University Abstract An applied proble is discussed in which two nested psychological odels of retention

More information

STUDY OF THERMAL DIFFUSIVITY IN HEAT-INSULATING MATERIALS

STUDY OF THERMAL DIFFUSIVITY IN HEAT-INSULATING MATERIALS STUDY OF THERMAL DIFFUSIVITY IN HEAT-INSULATING MATERIALS PAVLA ŠTEFKOVÁ, OLDŘICH ZMEŠKAL Institute of Physical and Applied Cheistry, Faculty of Cheistry, Brno University of Technology, Purkyňova 118,

More information

Polygonal Designs: Existence and Construction

Polygonal Designs: Existence and Construction Polygonal Designs: Existence and Construction John Hegean Departent of Matheatics, Stanford University, Stanford, CA 9405 Jeff Langford Departent of Matheatics, Drake University, Des Moines, IA 5011 G

More information

Kinetic Molecular Theory of Ideal Gases

Kinetic Molecular Theory of Ideal Gases Lecture -3. Kinetic Molecular Theory of Ideal Gases Last Lecture. IGL is a purely epirical law - solely the consequence of experiental obserations Explains the behaior of gases oer a liited range of conditions.

More information

In this chapter we will start the discussion on wave phenomena. We will study the following topics:

In this chapter we will start the discussion on wave phenomena. We will study the following topics: Chapter 16 Waves I In this chapter we will start the discussion on wave phenoena. We will study the following topics: Types of waves Aplitude, phase, frequency, period, propagation speed of a wave Mechanical

More information

Classical systems in equilibrium

Classical systems in equilibrium 35 Classical systes in equilibriu Ideal gas Distinguishable particles Here we assue that every particle can be labeled by an index i... and distinguished fro any other particle by its label if not by any

More information

W-BASED VS LATENT VARIABLES SPATIAL AUTOREGRESSIVE MODELS: EVIDENCE FROM MONTE CARLO SIMULATIONS

W-BASED VS LATENT VARIABLES SPATIAL AUTOREGRESSIVE MODELS: EVIDENCE FROM MONTE CARLO SIMULATIONS W-BASED VS LATENT VARIABLES SPATIAL AUTOREGRESSIVE MODELS: EVIDENCE FROM MONTE CARLO SIMULATIONS. Introduction When it coes to applying econoetric odels to analyze georeferenced data, researchers are well

More information

Lecture #8-3 Oscillations, Simple Harmonic Motion

Lecture #8-3 Oscillations, Simple Harmonic Motion Lecture #8-3 Oscillations Siple Haronic Motion So far we have considered two basic types of otion: translation and rotation. But these are not the only two types of otion we can observe in every day life.

More information

The Transactional Nature of Quantum Information

The Transactional Nature of Quantum Information The Transactional Nature of Quantu Inforation Subhash Kak Departent of Coputer Science Oklahoa State University Stillwater, OK 7478 ABSTRACT Inforation, in its counications sense, is a transactional property.

More information

COULD A VARIABLE MASS OSCILLATOR EXHIBIT THE LATERAL INSTABILITY?

COULD A VARIABLE MASS OSCILLATOR EXHIBIT THE LATERAL INSTABILITY? Kragujevac J. Sci. 3 (8) 3-44. UDC 53.35 3 COULD A VARIABLE MASS OSCILLATOR EXHIBIT THE LATERAL INSTABILITY? Nebojša Danilović, Milan Kovačević and Vukota Babović Institute of Physics, Faculty of Science,

More information

IN A SENSE, every material is a composite, even if the

IN A SENSE, every material is a composite, even if the IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, VOL. 47, NO. 11, NOVEMBER 1999 2075 Magnetis fro Conductors and Enhanced Nonlinear Phenoena J. B. Pendry, A. J. Holden, D. J. Robbins, and W. J. Stewart,

More information

An Inverse Interpolation Method Utilizing In-Flight Strain Measurements for Determining Loads and Structural Response of Aerospace Vehicles

An Inverse Interpolation Method Utilizing In-Flight Strain Measurements for Determining Loads and Structural Response of Aerospace Vehicles An Inverse Interpolation Method Utilizing In-Flight Strain Measureents for Deterining Loads and Structural Response of Aerospace Vehicles S. Shkarayev and R. Krashantisa University of Arizona, Tucson,

More information

Estimation of the Mean of the Exponential Distribution Using Maximum Ranked Set Sampling with Unequal Samples

Estimation of the Mean of the Exponential Distribution Using Maximum Ranked Set Sampling with Unequal Samples Open Journal of Statistics, 4, 4, 64-649 Published Online Septeber 4 in SciRes http//wwwscirporg/ournal/os http//ddoiorg/436/os4486 Estiation of the Mean of the Eponential Distribution Using Maiu Ranked

More information

δ 12. We find a highly accurate analytic description of the functions δ 11 ( δ 0, n)

δ 12. We find a highly accurate analytic description of the functions δ 11 ( δ 0, n) Coplete-return spectru for a generalied Rosen-Zener two-state ter-crossing odel T.A. Shahverdyan, D.S. Mogilevtsev, V.M. Red kov, and A.M Ishkhanyan 3 Moscow Institute of Physics and Technology, 47 Dolgoprudni,

More information

Chapter 2. Small-Signal Model Parameter Extraction Method

Chapter 2. Small-Signal Model Parameter Extraction Method Chapter Sall-Signal Model Paraeter Extraction Method In this chapter, we introduce a new paraeter extraction technique for sall-signal HBT odeling. Figure - shows the sall-signal equivalent circuit of

More information

7. Renormalization and universality in pionless EFT

7. Renormalization and universality in pionless EFT Renoralization and universality in pionless EFT (last revised: October 6, 04) 7 7. Renoralization and universality in pionless EFT Recall the scales of nuclear forces fro Section 5: Pionless EFT is applicable

More information

Chapter 8 Deflection. Structural Mechanics 2 Dept of Architecture

Chapter 8 Deflection. Structural Mechanics 2 Dept of Architecture Chapter 8 Deflection Structural echanics Dept of rchitecture Outline Deflection diagras and the elastic curve Elastic-bea theory The double integration ethod oent-area theores Conjugate-bea ethod 8- Deflection

More information

ANALYSIS OF HALL-EFFECT THRUSTERS AND ION ENGINES FOR EARTH-TO-MOON TRANSFER

ANALYSIS OF HALL-EFFECT THRUSTERS AND ION ENGINES FOR EARTH-TO-MOON TRANSFER IEPC 003-0034 ANALYSIS OF HALL-EFFECT THRUSTERS AND ION ENGINES FOR EARTH-TO-MOON TRANSFER A. Bober, M. Guelan Asher Space Research Institute, Technion-Israel Institute of Technology, 3000 Haifa, Israel

More information

EVAPORATION EFFECT IN NONLINEAR PENETRATION OF HIGH ENERGY BEAM DRILLING

EVAPORATION EFFECT IN NONLINEAR PENETRATION OF HIGH ENERGY BEAM DRILLING 1 Journal of Marine Science and echnology, Vol. 17, No., pp. 1-17 (9) EVAPORAION EFFEC IN NONLINEAR PENERAION OF HIGH ENERGY BEAM DRILLING Je-Ee Ho* and Chen-Lung Yen** Key words: enthalpy ethod. ABSRAC

More information

DETECTION OF NONLINEARITY IN VIBRATIONAL SYSTEMS USING THE SECOND TIME DERIVATIVE OF ABSOLUTE ACCELERATION

DETECTION OF NONLINEARITY IN VIBRATIONAL SYSTEMS USING THE SECOND TIME DERIVATIVE OF ABSOLUTE ACCELERATION DETECTION OF NONLINEARITY IN VIBRATIONAL SYSTEMS USING THE SECOND TIME DERIVATIVE OF ABSOLUTE ACCELERATION Masaki WAKUI 1 and Jun IYAMA and Tsuyoshi KOYAMA 3 ABSTRACT This paper shows a criteria to detect

More information

Characterization of the Line Complexity of Cellular Automata Generated by Polynomial Transition Rules. Bertrand Stone

Characterization of the Line Complexity of Cellular Automata Generated by Polynomial Transition Rules. Bertrand Stone Characterization of the Line Coplexity of Cellular Autoata Generated by Polynoial Transition Rules Bertrand Stone Abstract Cellular autoata are discrete dynaical systes which consist of changing patterns

More information

Role of rf electric and magnetic fields in heating of micro-protrusions in accelerating structures. Gregory S. Nusinovich and Thomas M. Antonsen, Jr.

Role of rf electric and magnetic fields in heating of micro-protrusions in accelerating structures. Gregory S. Nusinovich and Thomas M. Antonsen, Jr. Role of rf electric and agnetic fields in heating of icro-protrusions in accelerating structures. Gregory S. Nusinovich and Thoas M. Antonsen, Jr. Abstract It is known that high-gradient operation in etallic

More information

Entrainment and mixing properties of a simple bubble plume 1

Entrainment and mixing properties of a simple bubble plume 1 Entrainent and ixing properties of a siple ule plue 1 C. Bergann, D.-G. Seol, T. Bhauik & S.A. Socolofsky Coastal & Ocean Engineering Division, Departent of Civil Engineering, Texas A&M University, College

More information

Distributed Subgradient Methods for Multi-agent Optimization

Distributed Subgradient Methods for Multi-agent Optimization 1 Distributed Subgradient Methods for Multi-agent Optiization Angelia Nedić and Asuan Ozdaglar October 29, 2007 Abstract We study a distributed coputation odel for optiizing a su of convex objective functions

More information

Figure 1: Equivalent electric (RC) circuit of a neurons membrane

Figure 1: Equivalent electric (RC) circuit of a neurons membrane Exercise: Leaky integrate and fire odel of neural spike generation This exercise investigates a siplified odel of how neurons spike in response to current inputs, one of the ost fundaental properties of

More information

Grid performance models using Design of Experiments (DoE) methods

Grid performance models using Design of Experiments (DoE) methods Grid perforance odels using Design of Experients (DoE) ethods IEPC 25-139 Presented at the 29 th International Electric Propulsion Conference, Princeton University, October 31 Noveber, 25 Michael Tartz

More information

Ocean 420 Physical Processes in the Ocean Project 1: Hydrostatic Balance, Advection and Diffusion Answers

Ocean 420 Physical Processes in the Ocean Project 1: Hydrostatic Balance, Advection and Diffusion Answers Ocean 40 Physical Processes in the Ocean Project 1: Hydrostatic Balance, Advection and Diffusion Answers 1. Hydrostatic Balance a) Set all of the levels on one of the coluns to the lowest possible density.

More information

ANALYTICAL INVESTIGATION AND PARAMETRIC STUDY OF LATERAL IMPACT BEHAVIOR OF PRESSURIZED PIPELINES AND INFLUENCE OF INTERNAL PRESSURE

ANALYTICAL INVESTIGATION AND PARAMETRIC STUDY OF LATERAL IMPACT BEHAVIOR OF PRESSURIZED PIPELINES AND INFLUENCE OF INTERNAL PRESSURE DRAFT Proceedings of the ASME 014 International Mechanical Engineering Congress & Exposition IMECE014 Noveber 14-0, 014, Montreal, Quebec, Canada IMECE014-36371 ANALYTICAL INVESTIGATION AND PARAMETRIC

More information

16 Independence Definitions Potential Pitfall Alternative Formulation. mcs-ftl 2010/9/8 0:40 page 431 #437

16 Independence Definitions Potential Pitfall Alternative Formulation. mcs-ftl 2010/9/8 0:40 page 431 #437 cs-ftl 010/9/8 0:40 page 431 #437 16 Independence 16.1 efinitions Suppose that we flip two fair coins siultaneously on opposite sides of a roo. Intuitively, the way one coin lands does not affect the way

More information

Simple procedures for finding mean first passage times in Markov chains

Simple procedures for finding mean first passage times in Markov chains Res. Lett. Inf. Math. Sci., 2005, Vol. 8, pp 209-226 209 Availale online at http://iis.assey.ac.nz/research/letters/ Siple procedures for finding ean first passage ties in Markov chains JEFFREY J. HUNER

More information

Kinetic Molecular Theory of. IGL is a purely empirical law - solely the

Kinetic Molecular Theory of. IGL is a purely empirical law - solely the Lecture -3. Kinetic Molecular Theory of Ideal Gases Last Lecture. IGL is a purely epirical law - solely the consequence of experiental obserations Explains the behaior of gases oer a liited range of conditions.

More information

Symbolic Analysis as Universal Tool for Deriving Properties of Non-linear Algorithms Case study of EM Algorithm

Symbolic Analysis as Universal Tool for Deriving Properties of Non-linear Algorithms Case study of EM Algorithm Acta Polytechnica Hungarica Vol., No., 04 Sybolic Analysis as Universal Tool for Deriving Properties of Non-linear Algoriths Case study of EM Algorith Vladiir Mladenović, Miroslav Lutovac, Dana Porrat

More information

Genetic Algorithm Search for Stent Design Improvements

Genetic Algorithm Search for Stent Design Improvements Genetic Algorith Search for Stent Design Iproveents K. Tesch, M.A. Atherton & M.W. Collins, South Bank University, London, UK Abstract This paper presents an optiisation process for finding iproved stent

More information