Earthquake Barcode from a Single-Degree-of-Freedom System
|
|
- Damon Fleming
- 5 years ago
- Views:
Transcription
1 Natural Sciece, 015, 7, Published Olie Jauary 015 i SciRes. Earthquake Barcode from a Sile-Deree-of-Freedom System Chei-Sha Liu 1, Chih-We Cha 1 Departmet of Civil Eieeri, Natioal Taiwa Uiversity, Taipei, Taiwa Cloud Computi ad System Iteratio Divisio, Natioal Ceter for Hih-Performace Computi, Taichu, Taiwa liucs@tu.edu.tw Received 4 November 014; revised 1 December 014; accepted 9 December 014 Copyriht 015 by authors ad Scietific Research Publishi Ic. This work is licesed uder the Creative Commos Attributio Iteratioal Licese (CC BY). Abstract Earthquake is a violet ad irreular roud motio that ca severely damae structures. I this paper we subject a sile-deree-of-freedom system, cosisti of spri ad damper, to a earthquake excitatio, ad meawhile ivestiate the respose behavior from a ovel theory x = f x, t, by viewi the time-varyi sium fuctio of about the dyamical system ( ) f x ( f x). ( x( t), x ( t )) ad the secod compoet f = u ( ) t ζωx( t) ωx( t) of f, where u ( ) It ca reflect the characteristic property of each earthquake throuh t is a time-sampli record of the acceleratio of a roud motio. The barcode is formed by plotti Si : = si f x f x with respect to time. We aalyze the complex jumpi behavior i a ( ( ) ) barcode ad a essetial property of a hih percetae occupatio of the first set of dis-coectivity i the barcode from four stro earthquake records: 1940 El Cetro earthquake, 1989 Loma earthquake, ad two records of 1999 Chi-Chi earthquake. Throuh the comparisos of four earthquakes, we ca observe that stro earthquake leads to lare percetae of the first set of dis-coectivity. Keywords Earthquakes, Sile-Deree-of-Freedom System, Sium Fuctio, Barcode, Jumpi Behavior, The First Set of Dis-Coectivity, Scale Ivariace 1. Itroductio Earthquakes occur aroud the world frequetly. The most are so small that they caot be susceptible, ad oly How to cite this paper: Liu, C.-S. ad Cha, C.-W. (015) Earthquake Barcode from a Sile-Deree-of-Freedom System. Natural Sciece, 7,
2 C.-S. Liu, C.-W. Cha a few are lare eouh to cause a oticeable damae of buildi. Whe a structure is subjected to a earthquake motio, its base foudatio teds to move with the roud. Oe of the most importat applicatios of structural dyamics is by aalyzi the respose of structures to roud shaki caused by a earthquake, whose data are useful for establishi the structural respose spectra. The idetificatio ad evaluatio of roud motio parameters require access to the measuremets of stro roud motios i a actual earthquake [1]-[3]. The basic elemet of a acceleroraph is a trasducer elemet as described i [4] [5], which i its simplest form is a sile-deree-of-freedom mass-damper-spri system. Typically, the trasducer has atural frequecy f = 5 Hz ad dampi ratio ζ = 60% for moder aalo acceleroraphs, ad f = 50 Hz ad ζ = 70% for moder diit acceleroraphs [4]. A simple statioary represetatio of earthquake-iduced roud acceleratio was proposed by Kaai [6] ad Tajimi [7], based o the study of frequecy cotet of a umber of stro roud motio records. They suested that the roud acceleratio of the earth surface layer could be approximated by the absolute acceleratio of a simple oscillator with a cocetrated mass supported by a liear spri ad a dashpot. The spectrum property of a earthquake is reflected i its iteractio with the structures which have differet dampi ratios ad atural periods. I eeral, oe ca use the respose spectrum, power spectrum or the Fourier spectrum to characterize the spectrum property of a earthquake. I this paper we propose a ovel method to characterize the earthquake property whe it is exerted o a simple oe-deree-of-freedom system: where p( t) u ( t) ( ) + ω ( ) + ( ) = ( ) xt ζ xt ω xt pt, (1) = is the roud acceleratio due to a earthquake; ζ is the dampi ratio; ad ω is the atural frequecy. The roud motio produced by earthquake ca be very complicated. The exact form of earthquakes is subjected to a hih deree of ucertaity ad complexity. There are several ways to estimate the roud motio parameters, which are essetial for describi the importat characteristics of stro roud motio i a compact quatitative form. Because of the complexity of the earthquake roud motio, the idetificatio of a sile parameter that ca accurately describe all importat roud motio characteristics is impossible. I this paper we try to use the barcode ad the percetae of the first set of dis-coectivity i the barcode to reflect the characteristic property of a earthquake roud motio. It is kow that a barcode is a optical machie-readable represetatio of data relati to the object to which it is attached. A mai feature of the barcode is the iterveed black lies ad white lies with varyi spacis ad widths. Barcode is ubiquitously used i the idetificatio ad classificatio of huma made products. Here we will use the barcode to idetify the property of earthquake with the iput p( t) u ( t). A System Formulatio = i Equatio (1). To facilitate the formulatio we write a system of first-order ordiary differetial equatios (ODEs): Here =, = ( xy, ) = ( xx, ) ( t) x = f x,, t R, x R. () = y ad ( ) f = p t ω x ζω y, respec- x, ad two compoets of f are f 1 tively. As that doe by Liu [8], for Equatio () we ca defie a uit orietatio vector: : = x, x where x : = x x > 0 is the Euclidea orm of x, ad the dot betwee two vectors, say x y, deotes the ier product of x ad y. The we ca derive [9]-[11] f x f x x f x = x+, x (4) x x x x x d dt x x = f x. (3) (5) 19
3 C.-S. Liu, C.-W. Cha Equatios (4) ad (5) ca be put toether as ( ) f x x f f x x 3 d x x x x x x x =, T dt x ( f x) x x 0 3 x which is a Lie-type system edowi with the Lie-roup symmetry SO o (, 1) i the Mikowski space. (6) 3. Two Braches Solutios I order to develop a umerical scheme from Equatio (6), we suppose that the coefficiet matrix is costat with the pair f x, =, x x ( ab) bei costat i a small time stepsize. From Equatios (6) ad (7) we thus eed to solve a costat liear system: Let ad Equatio (8) becomes d x a b b a a bb x =. T dt 0 x a bb x z = a x, w= b x, y = x, (9) c = ab (10) 0, x = wa zb+ cyb (11) 0. 0, y = cw (1) At the same time, from the above equatios we ca derive the followi ODEs for z, w ad y: a = a Fortuately, the oriial ( ) z c0 a0 c 0 z d w 1 c0 c 0 w, dt = y 0 c0 0 y where dimesioal problem i Equatio (8) ca be reduced to a threedimesioal problem i Equatio (13). Depedi o the sium fuctio of ( ) ( a0 c0 ) ( ) (7) (8) (13) Si : = si = si x f f x, (14) there exist two differet types solutios of (z, w, y). Here, we do ot ive a detailed derivatio of the solutios for (z, w, y) ad the correspodi secod eeratio roup preservi scheme (GPS), but the reader ca refer [9]-[11]. 4. The Demostratio of Barcodes It is siificat that i Equatio (14) we have derived a sium fuctio to demad the alorithm ito two braches. Without havi the factor before f x i Equatio (14) oe has ( ) ( θ ) f x f x = f x 1 cos 0, where θ is the itersectio ale betwee x ad f; hece, it makes o sese to defie its sium fuctio. O the cotrast, by Equatio (14) we have 0
4 ( ( )) θ ( θ) C.-S. Liu, C.-W. Cha Si = si f x 1 cos = si cos, (15) which may be +1 or 1, depedi o x ad f by their itersectio ale θ. Whe θ is i the rae of π < θ < π or 3π 4< θ < 5π 4, the value of Si is Si = 1; otherwise, Si = +1. Thus we ca observe the time-varyi values of Si ad plot them as a barcode. I order to demostrate the use of barcode, let us ivestiate the followi examples. I all computatios ive below the iitial coditios are set to be x 0, x 0 = 0,0, uless specifyi otherwise. ( ( ) ( )) ( ) 4.1. Example 1 First we test a example with ω = ad ζ = 0.15, ad a harmoic force p(t) = cost is applied to Equat 0,100. The iput, the followi sium fuctio: tio (1) i a time iterval of [ ] { } 1 1 ( t) = f ( t) + f ( t) + x ( t) + y ( t) x( t) f ( t) + y( t) f ( t) Si si, (16) where f ( t) = y( t) ad f ( t) pt ( ) ω xt ( ) ζω yt ( ) 1 =, ad the resposes of x(t) ad y(t) are plotted i Fiure 1. It is iteresti that after 0.78 sec, Si = +1 for the harmoic iput. As compared with the closedform solutio, i Fiure 1(d) we plot the umerical error, which is quite accurate, ad is smaller tha the time stepsize h = used i this computatio. Fiure 1. Uder (a) a harmoic force, showi (b) the sium fuctio, (c) the resposes, ad (d) umerical error of displacemet. 1
5 C.-S. Liu, C.-W. Cha 4.. Example The with ω = 3 ad ζ = 0.1 3, ad uder a radom force ( ) 5 R, p t i = (17) where R i are radom umbers betwee [ 1, 1], the iput, the Si ad the resposes are plotted i Fiure. It is iteresti that the values of Si are radomly jumpi betwee +1 ad 1 i some itervals of time Aalyzi the Barcode uder Earthquakes With ω = π 1.5 ad 0.0 u t, which is adjusted to p( t) = 0.98u ( t) m sec as the iput to Equatio (1), the barcode ad the resposes are plotted i Fiure 3. As show i Fiure 3(b), the time history of Si looks like a barcode, which is iteresti that the values of Si are frequetly jumpi betwee +1 ad 1 with a certai structure. Now we aalyze the Si ad the leth as show i Fiure 4 withi a short time iterval of t [ 0, ], which is starti from the iitial coditios ( x( 0 ), x ( 0) ) = ( 0.1, 0.01), where we take ω = ad ζ = 0.01 ad p( t) = 50u ( t) bei the iput. First we ote that the leth as overed by Equatio (5) has the followi property: ζ =, ad uder the El Cetro earthquake ( ) i Fiure. Uder (a) a radom force, showi (b) the sium fuctio, ad (c) the resposes.
6 C.-S. Liu, C.-W. Cha where si ( c 0 ) = si ( ) ( ) < 0 Fiure 3. Uder (a) the El Cetro earthquake, showi (b) the barcode, ad (c) the resposes. < d < si ( c0 ) 0 x 0, (18) > dt > f x. The, as a schematic plot show i Fiure 5, there are two dis-coected sets of f x f x i the hyper-plae (x, f): 1 f x > f x, (19) 1 f x< f x. (0) We may call them the first set of dis-coectivity ad the secod set of dis-coectivity, respectively. Clearly, the first set of dis-coectivity is a subset of si(c 0 ) = +1, ad the secod set of dis-coectivity is a subset of si(c 0 ) = 1. If Equatio () satisfies 3
7 C.-S. Liu, C.-W. Cha Fiure 4. Uder the El Cetro earthquake, (a) showi two sium fuctios, ad (b) the leth with a small time iterval. Fiure 5. A schematic plot of the area of Si = +1, Si = 1, si(c 0 ) = +1, ad si(c 0 ) = 1 i the plae. ( ( ) ) ( ) ( ) ( ) ( ) f x t, t x t > 0, ad si f x f x = 1, t t, the x t, t. (1) Uder the first assumptio the case i Equatio (0) is impossible because it cotradicts to ( ) f( x( t0), t0) x ( t0) > 0. The uder the coditio of ( ) si f x f x = 1, it is always 1 f x > f x, t t 0, () 4
8 C.-S. Liu, C.-W. Cha because the two sets of dis-coectivity are dis-coected, ad from the first set to the secod set it must o to ( ( ) ) si f x f x = + 1 i some time iterval. The usi Equatios (5) ad () we have d 1 x > f > 0, (3) dt which meas that the leth rows with time. Thus, Equatio (1) is prove. For a system bei excited by earthquake the value of Si is ot always +1 as that show i Fiure 1(b) for the harmoic iput. As show i Fiure 3(b) the values of Si are varyi betwee 1 to +1 ad +1 to 1 very fast, ad the the Si will retur to +1 aai as show i Fiure 4(a); otherwise, by Equatio (1) the system will respod ustably ad thus the displacemet will ted to ifiity. I order to compare the values of si(c 0 ) with the values of Si we plot them i Fiure 4(a) with solid lie ad dashed lie, respectively, where we make a sliht shift of the dashed lie dowward for clear. O the other had, for a distictio the first set of dis-coectivity is filled by solid black poits. As show i Fiure 5, i the plae the areas of si(c 0 ) = +1 ad si(c 0 ) = 1 are coected while that the sets of Si = +1 ad Si = 1 are dis-coected as metioed i the above. Whe si(c 0 ) chaes from +1 to 1, for example from poit f 1 to poit f i the fiure, the Si must jump from 1 to +1. This jumpi behavior is termed a cross jumpi. O the other had, we also fid the co-jumpi behavior which is happeed whe both the Si ad si(c 0 ) are jumpi from 1 to +1 simultaeously. The above two jumpi behaviors are collected as a coupled-jumpi, which reders a quite complex structure of the barcode as show i Fiure 3(b). From Fiure 4(a) we ca observe the followi iteresti pheomea: 1) While the first set of dis-coectivity is a subset of si(c 0 ) = +1, the secod set of dis-coectivity is a subset of si(c 0 ) = 1. ) I a time iterval of the state with Si = 1, the state is either i the first set of dis-coectivity or i the secod set of discoectivity. 3) From oe first set of dis-coectivity to aother first set of dis-coectivity there must accompay a jump from Si = 1 to Si = +1. This also holds for the secod set of dis-coectivity. 4) From oe first set of dis-coectivity to oe secod set of dis-coectivity, or vice-versa, there must accompay a jump from Si = 1 to Si = +1. For some cases this jumpi oly happes at oe time poit. 5) Whe si(c 0 ) jumps from +1 to 1 as remarked i Fiure 4(a) by the symbols + ad (i.e., the leth is decreased), ad if the Si is i the state of 1, the the Si will jump from 1 to +1 as remarked i Fiure 4(a) by the symbols ad +. Ideed i Fiure 4(a) we ca observe that there are four times to happe the cross jumpi behavior i the iterval of t [ 0, ]. Besides the first oe, the other three times are marked by the Arabic umbers, 3 ad 4 i Fiure 4(a). Besides, there is also a co-jumpi as remarked i Fiure 4(a). The proof of 5) is obvious by viewi Fiure 5 that the first set of Si = 1 caot directly jump to the secod set of Si = 1. Whe f 1 oes to f, the Si chaes from 1 to +1. I Fiure 6 we compare the barcodes with 1) ω = π 1.5, 0.0 ω = π 1.5, 0.0 ζ = ad ( ) ( ) ad 4) ω = π, 0.0 p t = 4.9u t m sec, 3) ω = π 1.5, 0.05 ζ = ad ( ) ( ) p t = 0.98u t m sec The First Set of Dis-Coectivity uder Earthquakes ζ = ad ( ) ( ) p t = 0.98u t m sec, ) ζ = ad ( ) ( ) p t = 0.98u t m sec, I this example we let the Chi-Chi earthquake be the iput to Equatio (1). With ω = π 1.5 ad ζ = 0.0, ad uder the Chi-Chi earthquake u ( t) recorded at the statio of CHY08, we adjust it to be p( t) = 0.98u ( t) m sec as show i Fiure 7(a). The barcode ad the resposes are plotted i Fiure 7(b) ad Fiure 7(c). I Fiure 8 we compare the barcodes with 1) ω = π 1.5, ζ = 0.0 ad p( t) = 0.98u ( t) m sec, ) ω = π 1.5, 0.0 ζ = ad ( ) ( ) ad 4) ω = π 0.5, 0.0 p t = 4.9u t m sec, 3) ω = π 1.5, 0.05 ζ = ad ( ) ( ) p t = 0.98u t m sec. ζ = ad ( ) ( ) I Fiure 9(a) for the Chi-Chi earthquake with differet scali factor f r i p( t) fu ( t) p t = 0.98u t m sec, = 9.8 r as bei the iput to Equatio (1), ad with ω = π 1.5 ad ζ = 0.0, we plot the percetae i the first set of dis-coectivity i Fiure 9(b), which is ear to forty eiht percetae, ad at the same time we also display the umbers 5
9 C.-S. Liu, C.-W. Cha Fiure 6. Uder the El Cetro earthquake, compari the barcodes uder differet scali factor, dampi ratio ad atural period. of coupled-jumpi as discussed above with respect to the scali factor f r i Fiure 9(c). It ca be see that the umber is either 4 or 5. I the plae as show i Fiure 5, the first set of dis-coectivity with Si = 1 is oly i oe quarter. But uder a stro earthquake, the hih occupatio of the first set of dis-coectivity is ear to fifty percetae as show i Fiure 9(b). I Fiure 10, uder the Chi-Chi earthquake (CHY080) as show i (a), we plot the first set of dis-coectivity which is ear to forty ie percetae as show i Fiure 10(b), ad the umber of coupled-jumpi is plotted i Fiure 10(c), which is either 6 or 7. I Fiure 11(a) for the El Cetro earthquake (ELC180) with differet scali factor f r i p( t) = 9.8 fu r ( t), ad with ω = π ad ζ = 0.0, we plot the first set of dis-coectivity which is ear to forty six percetae as show i Fiure 11(b), ad the umber of coupled-jumpi is plotted i Fiure 11(c), which is 0 or 1 for most scali factors. I Fiure 1(a) for the Loma Prieta earthquake (47379 Gilroy Array # 1) with differet scali = 9.8 r, ad with ω = π ad ζ = 0.0, we plot the first set of dis-coectivity which is ear to forty six percetae as show i Fiure 1(b), ad the umber of coupled-jumpi is plotted i Fiure 1(c), which is betwee 1 to 7. It is surprisi that the percetae of the first set of discoectivity ad the umber of coupled-jumpi are almost costat for each earthquake, which seems to be scale-ivariat. I the plae as show i Fiure 5, the factor f r i p( t) fu ( t) 6
10 C.-S. Liu, C.-W. Cha Fiure 7. Uder the Chi-Chi earthquake (CHY08) i (a), (b) showi the barcode, ad (c) the resposes. first set of dis-coectivity with Si = 1 is oly i oe quarter. But uder stro earthquakes, the hih occupatio of the first set of dis-coectivity is ear to fifty percetae. The hih percetae of occupatio demostrates the importace of the first set of dis-coectivity i the stro earthquake motio. As compari the above four earthquakes we ca also observe that stroer earthquake leads to larer percetae of the first set of dis-coectivity. Fially, uder the same scali factor f r = 0.5 i p( t) = 9.8 fu r ( t) ad the same ω = π ad ζ = 0.0, i Fiure 13 we compare the relative percetaes of first set of dis-coectivity for the El Cetro earthquake (ELC180), the Loma Prieta earthquake (47379 Gilroy Array #1), ad two records (CHY08, CHY080) of Chi-Chi earthquake. The relative percetae is a time history of the time-duratio of the first set of dis-coectivity, whose time is dividi by the total time of earthquake. This fiure reflects that the Chi-Chi earthquake has larer values tha that of the El Cetro ad the Loma Prieta earthquakes, ad CHY080 is larer tha CHY08. This ca also be explaied by calculati the power of earthquake with the -orm of earthquake, of which the power value of CHY080 is , of CHY08 is ad of the El Cetro earthquake is The Loma Prieta earthquake (47379 Gilroy Array #1) leads to a close curve with that produced by the El Cetro earthquake, whose power is Coclusios For a sile-deree-of-freedom system subjected to a earthquake excitatio, we have ivestiated the respose 7
11 C.-S. Liu, C.-W. Cha Fiure 8. Uder the Chi-Chi earthquake (CHY08), compari the barcodes uder differet scali factor, dampi ratio ad atural period. by viewi the sium f x f x The mai idea i this paper is that the earthquake will make the fuctio f hihly complex i time, eve the liear system is simple i x. Uder this situatio, we expect that the sium fuctio bei a time varyi fuctio will disclose the complexity of earthquake, such that we ca study its structure. The barcode was formed by plotti the sium fuctio Si with respect to the time history of a earthquake. We have aalyzed the jumpi behavior from two famous earthquake iputs of 1940 El Cetro earthquake ad 1999 Chi-Chi earthquake. Several barcodes were used to reveal a quite complex structure of earthquake, ad we have demostrated the importace of the first set of dis-coectivity, whose hih percetae occupatio is very iteresti whe oe cosiders the liear system uder a stro earthquake. Throuh the comparisos of four earthquake iputs, we have observed that stroer earthquake leads to larer percetae of the first set of dis-coectivity. The coupled-jumpi behavior may happe due to the radom property of behavior from a ewly developed theory about the dyamical system of x = f( x,t) fuctio of ( ). 8
12 C.-S. Liu, C.-W. Cha Fiure 9. Uder (a) the Chi-Chi earthquake (CHY08) with differet scali factor, showi (b) the percetae i the first set of dis-coectivity, ad (c) the umber of coupled-jumpi. Fiure 10. Uder (a) the Chi-Chi earthquake (CHY080) with differet scali factor, showi (b) the percetae i the first set of dis-coectivity, ad (c) the umber of coupled-jumpi. 9
13 C.-S. Liu, C.-W. Cha Fiure 11. Uder (a) the El Cetro earthquake (ELC180) with differet scali factor, showi (b) the percetae i the first set of dis-coectivity, ad (c) the umber of coupled-jumpi. Fiure 1. Uder (a) the 1989 Loma Prieta earthquake (47379 Gilroy Array #1) with differet scali factor, showi (b) the percetae i the first set of dis-coectivity, ad (c) the umber of coupled-jumpi. 30
14 C.-S. Liu, C.-W. Cha Fiure 13. Compari the relative percetaes of first set of dis-coectivity for the El Cetro earthquake (ELC180), two records (CHY08, CHY080) of Chi-Chi earthquake, ad the Loma Prieta earthquake (47379 Gilroy Array #1). earthquakes, ad its umber seems scale-idepedece. This is just a iitial study by correlati the percetae of the first set of dis-coectivity to the earthquake, ad there are still may works to study the barcode ad the use of it to forecast the itesity of earthquake before the rapid comi of mai shock impulse. I the future, we will aalyze the sial of barcode for may earthquake records, ad thus we ca correlate the itesity ad frequecy cotet of a earthquake to the first set of dis-coectivity. Refereces [1] Loh, C.H., Lee, Z.K., Wu, T.C. ad Pe, S.Y. (000) Groud Motio Characteristics of the Chi-Chi Earthquake of 1 September Earthquake Eieeri ad Structural Dyamics, 9, [] Sokolov, V.Y., Loh, C.H. ad We, K.L. (00) Compariso of the Taiwa Chi-Chi Earthquake Stro-Motio Data ad Groud-Motio Assessmet Based o Spectral Model from Smaller Earthquakes i Taiwa. Bulleti of the Seismoloical Society of America, 9, [3] Sokolov, V.Y., Loh, C.H. ad We, K.L. (003) Evaluatio of Hard Rock Spectral Models for the Taiwa Reio o the Basis of the 1999 Chi-Chi Earthquake Data. Soil Dyamics ad Earthquake Eieeri, 3, [4] Chopra, A.K. (1995) Dyamics of Structures: Theory ad Applicatios to Earthquake Eieeri. Pretice-Hall, New Jersey. [5] Kramer, S.L. (1996) Geotechical Earthquake Eieeri. Pretice-Hall, New Jersey. [6] Kaai, K. (1957) Semi-Empirical Formula for the Seismic Characteristics of the Groud. Bulleti of the Earthquake Research Istitute, Uiversity of Tokyo, 35, [7] Tajimi, H. (1960) A Statistical Method of Determii the Maximum Resposes of a Buildi Structure duri a Earthquake. Proceedi of the d World Coferece o Earthquake Eieeri, Japa, [8] Liu, C.-S. (001) Coe of No-Liear Dyamical System ad Group Preservi Schemes. Iteratioal Joural of No-Liear Mechaics, 36, [9] Liu, C.-S. ad Jhao, W.S. (014) The Secod Lie-Group SO o (,1) Used to Solve Ordiary Differetial Equatios. Joural of Mathematic Research, 6, [10] Liu, C.-S. (014) Disclosi the Complexity of Noliear Ship Rolli ad Duffi Oscillators by a Sium Fuctio. CMES: Computer Modeli i Eieeri & Scieces, 98, [11] Liu, C.-S. (015) A Novel Lie-Group Theory ad Complexity of Noliear Dyamical Systems. Commuicatios i Noliear Sciece ad Numerical Simulatio, 0,
15
Introduction to Signals and Systems, Part V: Lecture Summary
EEL33: Discrete-Time Sigals ad Systems Itroductio to Sigals ad Systems, Part V: Lecture Summary Itroductio to Sigals ad Systems, Part V: Lecture Summary So far we have oly looked at examples of o-recursive
More informationModified Logistic Maps for Cryptographic Application
Applied Mathematics, 25, 6, 773-782 Published Olie May 25 i SciRes. http://www.scirp.org/joural/am http://dx.doi.org/.4236/am.25.6573 Modified Logistic Maps for Cryptographic Applicatio Shahram Etemadi
More information2C09 Design for seismic and climate changes
2C09 Desig for seismic ad climate chages Lecture 02: Dyamic respose of sigle-degree-of-freedom systems I Daiel Grecea, Politehica Uiversity of Timisoara 10/03/2014 Europea Erasmus Mudus Master Course Sustaiable
More informationResearch Article Health Monitoring for a Structure Using Its Nonstationary Vibration
Advaces i Acoustics ad Vibratio Volume 2, Article ID 69652, 5 pages doi:.55/2/69652 Research Article Health Moitorig for a Structure Usig Its Nostatioary Vibratio Yoshimutsu Hirata, Mikio Tohyama, Mitsuo
More informationThe Distribution of the Concentration Ratio for Samples from a Uniform Population
Applied Mathematics, 05, 6, 57-70 Published Olie Jauary 05 i SciRes. http://www.scirp.or/joural/am http://dx.doi.or/0.436/am.05.6007 The Distributio of the Cocetratio Ratio for Samples from a Uiform Populatio
More informationSeismic Responses of Oscillatory System on Rigid Half Circular Platform with Lining Outside
Sesors & Trasducers, Vol. 73, Issue 6, Jue 4, pp. 34-4 Sesors & Trasducers 4 by IFSA Publishi, S. L. http://www.sesorsportal.com Seismic Resposes of Oscillatory System o Riid Half Circular Platform with
More informationStopping oscillations of a simple harmonic oscillator using an impulse force
It. J. Adv. Appl. Math. ad Mech. 5() (207) 6 (ISSN: 2347-2529) IJAAMM Joural homepage: www.ijaamm.com Iteratioal Joural of Advaces i Applied Mathematics ad Mechaics Stoppig oscillatios of a simple harmoic
More informationResearch Article Health Monitoring for a Structure Using Its Nonstationary Vibration
Hidawi Publishig Corporatio Advaces i Acoustics ad Vibratio Volume 2, Article ID 69652, 5 pages doi:.55/2/69652 Research Article Health Moitorig for a Structure Usig Its Nostatioary Vibratio Yoshimutsu
More informationCUMULATIVE DAMAGE ESTIMATION USING WAVELET TRANSFORM OF STRUCTURAL RESPONSE
CUMULATIVE DAMAGE ESTIMATION USING WAVELET TRANSFORM OF STRUCTURAL RESPONSE Ryutaro SEGAWA 1, Shizuo YAMAMOTO, Akira SONE 3 Ad Arata MASUDA 4 SUMMARY Durig a strog earthquake, the respose of a structure
More informationA NEW CLASS OF 2-STEP RATIONAL MULTISTEP METHODS
Jural Karya Asli Loreka Ahli Matematik Vol. No. (010) page 6-9. Jural Karya Asli Loreka Ahli Matematik A NEW CLASS OF -STEP RATIONAL MULTISTEP METHODS 1 Nazeeruddi Yaacob Teh Yua Yig Norma Alias 1 Departmet
More informationUniform Strict Practical Stability Criteria for Impulsive Functional Differential Equations
Global Joural of Sciece Frotier Research Mathematics ad Decisio Scieces Volume 3 Issue Versio 0 Year 03 Type : Double Blid Peer Reviewed Iteratioal Research Joural Publisher: Global Jourals Ic (USA Olie
More informationChapter 4. Fourier Series
Chapter 4. Fourier Series At this poit we are ready to ow cosider the caoical equatios. Cosider, for eample the heat equatio u t = u, < (4.) subject to u(, ) = si, u(, t) = u(, t) =. (4.) Here,
More informationSimilarity Solutions to Unsteady Pseudoplastic. Flow Near a Moving Wall
Iteratioal Mathematical Forum, Vol. 9, 04, o. 3, 465-475 HIKARI Ltd, www.m-hikari.com http://dx.doi.org/0.988/imf.04.48 Similarity Solutios to Usteady Pseudoplastic Flow Near a Movig Wall W. Robi Egieerig
More informationCastiel, Supernatural, Season 6, Episode 18
13 Differetial Equatios the aswer to your questio ca best be epressed as a series of partial differetial equatios... Castiel, Superatural, Seaso 6, Episode 18 A differetial equatio is a mathematical equatio
More informationModified Decomposition Method by Adomian and. Rach for Solving Nonlinear Volterra Integro- Differential Equations
Noliear Aalysis ad Differetial Equatios, Vol. 5, 27, o. 4, 57-7 HIKARI Ltd, www.m-hikari.com https://doi.org/.2988/ade.27.62 Modified Decompositio Method by Adomia ad Rach for Solvig Noliear Volterra Itegro-
More informationResearch Article A New Second-Order Iteration Method for Solving Nonlinear Equations
Abstract ad Applied Aalysis Volume 2013, Article ID 487062, 4 pages http://dx.doi.org/10.1155/2013/487062 Research Article A New Secod-Order Iteratio Method for Solvig Noliear Equatios Shi Mi Kag, 1 Arif
More informationAN OPEN-PLUS-CLOSED-LOOP APPROACH TO SYNCHRONIZATION OF CHAOTIC AND HYPERCHAOTIC MAPS
http://www.paper.edu.c Iteratioal Joural of Bifurcatio ad Chaos, Vol. 1, No. 5 () 119 15 c World Scietific Publishig Compay AN OPEN-PLUS-CLOSED-LOOP APPROACH TO SYNCHRONIZATION OF CHAOTIC AND HYPERCHAOTIC
More informationFast Power Flow Methods 1.0 Introduction
Fast ower Flow Methods. Itroductio What we have leared so far is the so-called full- ewto-raphso R power flow alorithm. The R alorithm is perhaps the most robust alorithm i the sese that it is most liely
More informationFREE VIBRATION RESPONSE OF A SYSTEM WITH COULOMB DAMPING
Mechaical Vibratios FREE VIBRATION RESPONSE OF A SYSTEM WITH COULOMB DAMPING A commo dampig mechaism occurrig i machies is caused by slidig frictio or dry frictio ad is called Coulomb dampig. Coulomb dampig
More informationMASSACHUSETTS INSTITUTE OF TECHNOLOGY Department of Electrical Engineering and Computer Science. BACKGROUND EXAM September 30, 2004.
MASSACHUSETTS INSTITUTE OF TECHNOLOGY Departmet of Electrical Egieerig ad Computer Sciece 6.34 Discrete Time Sigal Processig Fall 24 BACKGROUND EXAM September 3, 24. Full Name: Note: This exam is closed
More informationStochastic Matrices in a Finite Field
Stochastic Matrices i a Fiite Field Abstract: I this project we will explore the properties of stochastic matrices i both the real ad the fiite fields. We first explore what properties 2 2 stochastic matrices
More informationInformation-based Feature Selection
Iformatio-based Feature Selectio Farza Faria, Abbas Kazeroui, Afshi Babveyh Email: {faria,abbask,afshib}@staford.edu 1 Itroductio Feature selectio is a topic of great iterest i applicatios dealig with
More informationResearch Article A Unified Weight Formula for Calculating the Sample Variance from Weighted Successive Differences
Discrete Dyamics i Nature ad Society Article ID 210761 4 pages http://dxdoiorg/101155/2014/210761 Research Article A Uified Weight Formula for Calculatig the Sample Variace from Weighted Successive Differeces
More information6 Integers Modulo n. integer k can be written as k = qn + r, with q,r, 0 r b. So any integer.
6 Itegers Modulo I Example 2.3(e), we have defied the cogruece of two itegers a,b with respect to a modulus. Let us recall that a b (mod ) meas a b. We have proved that cogruece is a equivalece relatio
More informationDiscrete Orthogonal Moment Features Using Chebyshev Polynomials
Discrete Orthogoal Momet Features Usig Chebyshev Polyomials R. Mukuda, 1 S.H.Og ad P.A. Lee 3 1 Faculty of Iformatio Sciece ad Techology, Multimedia Uiversity 75450 Malacca, Malaysia. Istitute of Mathematical
More informationThe z-transform. 7.1 Introduction. 7.2 The z-transform Derivation of the z-transform: x[n] = z n LTI system, h[n] z = re j
The -Trasform 7. Itroductio Geeralie the complex siusoidal represetatio offered by DTFT to a represetatio of complex expoetial sigals. Obtai more geeral characteristics for discrete-time LTI systems. 7.
More informationECE 8527: Introduction to Machine Learning and Pattern Recognition Midterm # 1. Vaishali Amin Fall, 2015
ECE 8527: Itroductio to Machie Learig ad Patter Recogitio Midterm # 1 Vaishali Ami Fall, 2015 tue39624@temple.edu Problem No. 1: Cosider a two-class discrete distributio problem: ω 1 :{[0,0], [2,0], [2,2],
More informationPROPOSING INPUT-DEPENDENT MODE CONTRIBUTION FACTORS FOR SIMPLIFIED SEISMIC RESPONSE ANALYSIS OF BUILDING SYSTEMS
he 4 th World Coferece o Earthquake Egieerig October -7, 008, Beiig, Chia PROPOSING INPU-DEPENDEN ODE CONRIBUION FACORS FOR SIPLIFIED SEISIC RESPONSE ANALYSIS OF BUILDING SYSES ahmood Hosseii ad Laya Abbasi
More informationSequences of Definite Integrals, Factorials and Double Factorials
47 6 Joural of Iteger Sequeces, Vol. 8 (5), Article 5.4.6 Sequeces of Defiite Itegrals, Factorials ad Double Factorials Thierry Daa-Picard Departmet of Applied Mathematics Jerusalem College of Techology
More informationFirst, note that the LS residuals are orthogonal to the regressors. X Xb X y = 0 ( normal equations ; (k 1) ) So,
0 2. OLS Part II The OLS residuals are orthogoal to the regressors. If the model icludes a itercept, the orthogoality of the residuals ad regressors gives rise to three results, which have limited practical
More informationEE / EEE SAMPLE STUDY MATERIAL. GATE, IES & PSUs Signal System. Electrical Engineering. Postal Correspondence Course
Sigal-EE Postal Correspodece Course 1 SAMPLE STUDY MATERIAL Electrical Egieerig EE / EEE Postal Correspodece Course GATE, IES & PSUs Sigal System Sigal-EE Postal Correspodece Course CONTENTS 1. SIGNAL
More informationA statistical method to determine sample size to estimate characteristic value of soil parameters
A statistical method to determie sample size to estimate characteristic value of soil parameters Y. Hojo, B. Setiawa 2 ad M. Suzuki 3 Abstract Sample size is a importat factor to be cosidered i determiig
More informationDouble Stage Shrinkage Estimator of Two Parameters. Generalized Exponential Distribution
Iteratioal Mathematical Forum, Vol., 3, o. 3, 3-53 HIKARI Ltd, www.m-hikari.com http://dx.doi.org/.9/imf.3.335 Double Stage Shrikage Estimator of Two Parameters Geeralized Expoetial Distributio Alaa M.
More informationChapter 2 Feedback Control Theory Continued
Chapter Feedback Cotrol Theor Cotiued. Itroductio I the previous chapter, the respose characteristic of simple first ad secod order trasfer fuctios were studied. It was show that first order trasfer fuctio,
More informationMachine Learning Theory Tübingen University, WS 2016/2017 Lecture 12
Machie Learig Theory Tübige Uiversity, WS 06/07 Lecture Tolstikhi Ilya Abstract I this lecture we derive risk bouds for kerel methods. We will start by showig that Soft Margi kerel SVM correspods to miimizig
More informationwavelet collocation method for solving integro-differential equation.
IOSR Joural of Egieerig (IOSRJEN) ISSN (e): 5-3, ISSN (p): 78-879 Vol. 5, Issue 3 (arch. 5), V3 PP -7 www.iosrje.org wavelet collocatio method for solvig itegro-differetial equatio. Asmaa Abdalelah Abdalrehma
More informationQuantum Annealing for Heisenberg Spin Chains
LA-UR # - Quatum Aealig for Heiseberg Spi Chais G.P. Berma, V.N. Gorshkov,, ad V.I.Tsifriovich Theoretical Divisio, Los Alamos Natioal Laboratory, Los Alamos, NM Istitute of Physics, Natioal Academy of
More informationThe "Last Riddle" of Pierre de Fermat, II
The "Last Riddle" of Pierre de Fermat, II Alexader Mitkovsky mitkovskiy@gmail.com Some time ago, I published a work etitled, "The Last Riddle" of Pierre de Fermat " i which I had writte a proof of the
More informationAnalysis of Algorithms. Introduction. Contents
Itroductio The focus of this module is mathematical aspects of algorithms. Our mai focus is aalysis of algorithms, which meas evaluatig efficiecy of algorithms by aalytical ad mathematical methods. We
More informationSignals & Systems Chapter3
Sigals & Systems Chapter3 1.2 Discrete-Time (D-T) Sigals Electroic systems do most of the processig of a sigal usig a computer. A computer ca t directly process a C-T sigal but istead eeds a stream of
More information6.3 Testing Series With Positive Terms
6.3. TESTING SERIES WITH POSITIVE TERMS 307 6.3 Testig Series With Positive Terms 6.3. Review of what is kow up to ow I theory, testig a series a i for covergece amouts to fidig the i= sequece of partial
More informationResearch Article Approximate Riesz Algebra-Valued Derivations
Abstract ad Applied Aalysis Volume 2012, Article ID 240258, 5 pages doi:10.1155/2012/240258 Research Article Approximate Riesz Algebra-Valued Derivatios Faruk Polat Departmet of Mathematics, Faculty of
More informationA NOTE ON SPECTRAL CONTINUITY. In Ho Jeon and In Hyoun Kim
Korea J. Math. 23 (2015), No. 4, pp. 601 605 http://dx.doi.org/10.11568/kjm.2015.23.4.601 A NOTE ON SPECTRAL CONTINUITY I Ho Jeo ad I Hyou Kim Abstract. I the preset ote, provided T L (H ) is biquasitriagular
More informationMETHOD OF FUNDAMENTAL SOLUTIONS FOR HELMHOLTZ EIGENVALUE PROBLEMS IN ELLIPTICAL DOMAINS
Please cite this article as: Staisław Kula, Method of fudametal solutios for Helmholtz eigevalue problems i elliptical domais, Scietific Research of the Istitute of Mathematics ad Computer Sciece, 009,
More information3. Z Transform. Recall that the Fourier transform (FT) of a DT signal xn [ ] is ( ) [ ] = In order for the FT to exist in the finite magnitude sense,
3. Z Trasform Referece: Etire Chapter 3 of text. Recall that the Fourier trasform (FT) of a DT sigal x [ ] is ω ( ) [ ] X e = j jω k = xe I order for the FT to exist i the fiite magitude sese, S = x [
More information(c) Write, but do not evaluate, an integral expression for the volume of the solid generated when R is
Calculus BC Fial Review Name: Revised 7 EXAM Date: Tuesday, May 9 Remiders:. Put ew batteries i your calculator. Make sure your calculator is i RADIAN mode.. Get a good ight s sleep. Eat breakfast. Brig:
More informationVibratory Motion. Prof. Zheng-yi Feng NCHU SWC. National CHung Hsing University, Department of Soil and Water Conservation
Vibratory Motio Prof. Zheg-yi Feg NCHU SWC 1 Types of vibratory motio Periodic motio Noperiodic motio See Fig. A1, p.58 Harmoic motio Periodic motio Trasiet motio impact Trasiet motio earthquake A powerful
More informationNumerical Method for Blasius Equation on an infinite Interval
Numerical Method for Blasius Equatio o a ifiite Iterval Alexader I. Zadori Omsk departmet of Sobolev Mathematics Istitute of Siberia Brach of Russia Academy of Scieces, Russia zadori@iitam.omsk.et.ru 1
More informationb i u x i U a i j u x i u x j
M ath 5 2 7 Fall 2 0 0 9 L ecture 1 9 N ov. 1 6, 2 0 0 9 ) S ecod- Order Elliptic Equatios: Weak S olutios 1. Defiitios. I this ad the followig two lectures we will study the boudary value problem Here
More informationPRELIM PROBLEM SOLUTIONS
PRELIM PROBLEM SOLUTIONS THE GRAD STUDENTS + KEN Cotets. Complex Aalysis Practice Problems 2. 2. Real Aalysis Practice Problems 2. 4 3. Algebra Practice Problems 2. 8. Complex Aalysis Practice Problems
More informationRandom Variables, Sampling and Estimation
Chapter 1 Radom Variables, Samplig ad Estimatio 1.1 Itroductio This chapter will cover the most importat basic statistical theory you eed i order to uderstad the ecoometric material that will be comig
More informationDYNAMIC ANALYSIS OF BEAM-LIKE STRUCTURES SUBJECT TO MOVING LOADS
DYNAMIC ANALYSIS OF BEAM-LIKE STRUCTURES SUBJECT TO MOVING LOADS Ivaa Štimac 1, Ivica Kožar 1 M.Sc,Assistat, Ph.D. Professor 1, Faculty of Civil Egieerig, Uiverity of Rieka, Croatia INTRODUCTION The vehicle-iduced
More informationDynamic Response of Linear Systems
Dyamic Respose of Liear Systems Liear System Respose Superpositio Priciple Resposes to Specific Iputs Dyamic Respose of st Order Systems Characteristic Equatio - Free Respose Stable st Order System Respose
More informationPAijpam.eu ON TENSOR PRODUCT DECOMPOSITION
Iteratioal Joural of Pure ad Applied Mathematics Volume 103 No 3 2015, 537-545 ISSN: 1311-8080 (prited versio); ISSN: 1314-3395 (o-lie versio) url: http://wwwijpameu doi: http://dxdoiorg/1012732/ijpamv103i314
More informationMath 5C Discussion Problems 2 Selected Solutions
Math 5 iscussio Problems 2 elected olutios Path Idepedece. Let be the striaght-lie path i 2 from the origi to (3, ). efie f(x, y) = xye xy. (a) Evaluate f dr. olutio. (b) Evaluate olutio. (c) Evaluate
More informationNumerical Methods in Fourier Series Applications
Numerical Methods i Fourier Series Applicatios Recall that the basic relatios i usig the Trigoometric Fourier Series represetatio were give by f ( x) a o ( a x cos b x si ) () where the Fourier coefficiets
More informationMechatronics. Time Response & Frequency Response 2 nd -Order Dynamic System 2-Pole, Low-Pass, Active Filter
Time Respose & Frequecy Respose d -Order Dyamic System -Pole, Low-Pass, Active Filter R 4 R 7 C 5 e i R 1 C R 3 - + R 6 - + e out Assigmet: Perform a Complete Dyamic System Ivestigatio of the Two-Pole,
More informationA Generalized Class of Unbiased Estimators for Population Mean Using Auxiliary Information on an Attribute and an Auxiliary Variable
Iteratioal Joural of Computatioal ad Applied Mathematics. ISSN 89-4966 Volume, Number 07, pp. -8 Research Idia ublicatios http://www.ripublicatio.com A Geeralized Class of Ubiased Estimators for opulatio
More information577. Estimation of surface roughness using high frequency vibrations
577. Estimatio of surface roughess usig high frequecy vibratios V. Augutis, M. Sauoris, Kauas Uiversity of Techology Electroics ad Measuremets Systems Departmet Studetu str. 5-443, LT-5368 Kauas, Lithuaia
More informationKinetics of Complex Reactions
Kietics of Complex Reactios by Flick Colema Departmet of Chemistry Wellesley College Wellesley MA 28 wcolema@wellesley.edu Copyright Flick Colema 996. All rights reserved. You are welcome to use this documet
More informationLECTURE 17: Linear Discriminant Functions
LECURE 7: Liear Discrimiat Fuctios Perceptro leari Miimum squared error (MSE) solutio Least-mea squares (LMS) rule Ho-Kashyap procedure Itroductio to Patter Aalysis Ricardo Gutierrez-Osua exas A&M Uiversity
More informationCHAPTER I: Vector Spaces
CHAPTER I: Vector Spaces Sectio 1: Itroductio ad Examples This first chapter is largely a review of topics you probably saw i your liear algebra course. So why cover it? (1) Not everyoe remembers everythig
More informationFinite Difference Approximation for Transport Equation with Shifts Arising in Neuronal Variability
Iteratioal Joural of Sciece ad Research (IJSR) ISSN (Olie): 39-764 Ide Copericus Value (3): 64 Impact Factor (3): 4438 Fiite Differece Approimatio for Trasport Equatio with Shifts Arisig i Neuroal Variability
More informationTrue Nature of Potential Energy of a Hydrogen Atom
True Nature of Potetial Eergy of a Hydroge Atom Koshu Suto Key words: Bohr Radius, Potetial Eergy, Rest Mass Eergy, Classical Electro Radius PACS codes: 365Sq, 365-w, 33+p Abstract I cosiderig the potetial
More informationSignal Processing in Mechatronics
Sigal Processig i Mechatroics Zhu K.P. AIS, UM. Lecture, Brief itroductio to Sigals ad Systems, Review of Liear Algebra ad Sigal Processig Related Mathematics . Brief Itroductio to Sigals What is sigal
More information6a Time change b Quadratic variation c Planar Brownian motion d Conformal local martingales e Hints to exercises...
Tel Aviv Uiversity, 28 Browia motio 59 6 Time chage 6a Time chage..................... 59 6b Quadratic variatio................. 61 6c Plaar Browia motio.............. 64 6d Coformal local martigales............
More informationCSE 1400 Applied Discrete Mathematics Number Theory and Proofs
CSE 1400 Applied Discrete Mathematics Number Theory ad Proofs Departmet of Computer Scieces College of Egieerig Florida Tech Sprig 01 Problems for Number Theory Backgroud Number theory is the brach of
More informationECON 3150/4150, Spring term Lecture 3
Itroductio Fidig the best fit by regressio Residuals ad R-sq Regressio ad causality Summary ad ext step ECON 3150/4150, Sprig term 2014. Lecture 3 Ragar Nymoe Uiversity of Oslo 21 Jauary 2014 1 / 30 Itroductio
More informationNEW IDENTIFICATION AND CONTROL METHODS OF SINE-FUNCTION JULIA SETS
Joural of Applied Aalysis ad Computatio Volume 5, Number 2, May 25, 22 23 Website:http://jaac-olie.com/ doi:.948/252 NEW IDENTIFICATION AND CONTROL METHODS OF SINE-FUNCTION JULIA SETS Jie Su,2, Wei Qiao
More informationHigher-order iterative methods by using Householder's method for solving certain nonlinear equations
Math Sci Lett, No, 7- ( 7 Mathematical Sciece Letters A Iteratioal Joural http://dxdoiorg/785/msl/5 Higher-order iterative methods by usig Householder's method for solvig certai oliear equatios Waseem
More informationNTMSCI 5, No. 1, (2017) 26
NTMSCI 5, No. 1, - (17) New Treds i Mathematical Scieces http://dx.doi.org/1.85/tmsci.17.1 The geeralized successive approximatio ad Padé approximats method for solvig a elasticity problem of based o the
More informationChapter 2 Systems and Signals
Chapter 2 Systems ad Sigals 1 Itroductio Discrete-Time Sigals: Sequeces Discrete-Time Systems Properties of Liear Time-Ivariat Systems Liear Costat-Coefficiet Differece Equatios Frequecy-Domai Represetatio
More informationTime-Domain Representations of LTI Systems
2.1 Itroductio Objectives: 1. Impulse resposes of LTI systems 2. Liear costat-coefficiets differetial or differece equatios of LTI systems 3. Bloc diagram represetatios of LTI systems 4. State-variable
More informationECE 308 Discrete-Time Signals and Systems
ECE 38-5 ECE 38 Discrete-Time Sigals ad Systems Z. Aliyazicioglu Electrical ad Computer Egieerig Departmet Cal Poly Pomoa ECE 38-5 1 Additio, Multiplicatio, ad Scalig of Sequeces Amplitude Scalig: (A Costat
More informationSequences I. Chapter Introduction
Chapter 2 Sequeces I 2. Itroductio A sequece is a list of umbers i a defiite order so that we kow which umber is i the first place, which umber is i the secod place ad, for ay atural umber, we kow which
More informationMachine Learning Theory Tübingen University, WS 2016/2017 Lecture 11
Machie Learig Theory Tübige Uiversity, WS 06/07 Lecture Tolstikhi Ilya Abstract We will itroduce the otio of reproducig kerels ad associated Reproducig Kerel Hilbert Spaces (RKHS). We will cosider couple
More informationModified Ratio Estimators Using Known Median and Co-Efficent of Kurtosis
America Joural of Mathematics ad Statistics 01, (4): 95-100 DOI: 10.593/j.ajms.01004.05 Modified Ratio s Usig Kow Media ad Co-Efficet of Kurtosis J.Subramai *, G.Kumarapadiya Departmet of Statistics, Podicherry
More informationLecture 6 Chi Square Distribution (χ 2 ) and Least Squares Fitting
Lecture 6 Chi Square Distributio (χ ) ad Least Squares Fittig Chi Square Distributio (χ ) Suppose: We have a set of measuremets {x 1, x, x }. We kow the true value of each x i (x t1, x t, x t ). We would
More informationResearch Article Nonautonomous Discrete Neuron Model with Multiple Periodic and Eventually Periodic Solutions
Discrete Dyamics i Nature ad Society Volume 21, Article ID 147282, 6 pages http://dx.doi.org/1.11/21/147282 Research Article Noautoomous Discrete Neuro Model with Multiple Periodic ad Evetually Periodic
More informationComparison Study of Series Approximation. and Convergence between Chebyshev. and Legendre Series
Applied Mathematical Scieces, Vol. 7, 03, o. 6, 3-337 HIKARI Ltd, www.m-hikari.com http://d.doi.org/0.988/ams.03.3430 Compariso Study of Series Approimatio ad Covergece betwee Chebyshev ad Legedre Series
More informationNumerical Conformal Mapping via a Fredholm Integral Equation using Fourier Method ABSTRACT INTRODUCTION
alaysia Joural of athematical Scieces 3(1): 83-93 (9) umerical Coformal appig via a Fredholm Itegral Equatio usig Fourier ethod 1 Ali Hassa ohamed urid ad Teh Yua Yig 1, Departmet of athematics, Faculty
More information10-701/ Machine Learning Mid-term Exam Solution
0-70/5-78 Machie Learig Mid-term Exam Solutio Your Name: Your Adrew ID: True or False (Give oe setece explaatio) (20%). (F) For a cotiuous radom variable x ad its probability distributio fuctio p(x), it
More informationSeunghee Ye Ma 8: Week 5 Oct 28
Week 5 Summary I Sectio, we go over the Mea Value Theorem ad its applicatios. I Sectio 2, we will recap what we have covered so far this term. Topics Page Mea Value Theorem. Applicatios of the Mea Value
More informationSOME ASPECTS OF MEASUREMENT ERRORS ANALYSIS IN ELECTROMAGNETIC FLOW METERS FOR OPEN CHANNELS
OME APECT OF MEAUREMENT ERROR ANALYI IN ELECTROMAGNETIC FLOW METER FOR OPEN CHANNEL Adrzej Michalski () Wiesław Piotrowski () () Warsaw Uiversity of Techoloy, Istitute of the Theory of Electrical Eieeri
More informationCS537. Numerical Analysis and Computing
CS57 Numerical Aalysis ad Computig Lecture Locatig Roots o Equatios Proessor Ju Zhag Departmet o Computer Sciece Uiversity o Ketucky Leigto KY 456-6 Jauary 9 9 What is the Root May physical system ca be
More informationECE-S352 Introduction to Digital Signal Processing Lecture 3A Direct Solution of Difference Equations
ECE-S352 Itroductio to Digital Sigal Processig Lecture 3A Direct Solutio of Differece Equatios Discrete Time Systems Described by Differece Equatios Uit impulse (sample) respose h() of a DT system allows
More information( ) (( ) ) ANSWERS TO EXERCISES IN APPENDIX B. Section B.1 VECTORS AND SETS. Exercise B.1-1: Convex sets. are convex, , hence. and. (a) Let.
Joh Riley 8 Jue 03 ANSWERS TO EXERCISES IN APPENDIX B Sectio B VECTORS AND SETS Exercise B-: Covex sets (a) Let 0 x, x X, X, hece 0 x, x X ad 0 x, x X Sice X ad X are covex, x X ad x X The x X X, which
More informationA) is empty. B) is a finite set. C) can be a countably infinite set. D) can be an uncountable set.
M.A./M.Sc. (Mathematics) Etrace Examiatio 016-17 Max Time: hours Max Marks: 150 Istructios: There are 50 questios. Every questio has four choices of which exactly oe is correct. For correct aswer, 3 marks
More informationEstimation of Population Mean Using Co-Efficient of Variation and Median of an Auxiliary Variable
Iteratioal Joural of Probability ad Statistics 01, 1(4: 111-118 DOI: 10.593/j.ijps.010104.04 Estimatio of Populatio Mea Usig Co-Efficiet of Variatio ad Media of a Auxiliary Variable J. Subramai *, G. Kumarapadiya
More informationμ are complex parameters. Other
A New Numerical Itegrator for the Solutio of Iitial Value Problems i Ordiary Differetial Equatios. J. Suday * ad M.R. Odekule Departmet of Mathematical Scieces, Adamawa State Uiversity, Mubi, Nigeria.
More informationInfinite Sequences and Series
Chapter 6 Ifiite Sequeces ad Series 6.1 Ifiite Sequeces 6.1.1 Elemetary Cocepts Simply speakig, a sequece is a ordered list of umbers writte: {a 1, a 2, a 3,...a, a +1,...} where the elemets a i represet
More informationMicroscopic traffic flow modeling
Chapter 34 Microscopic traffic flow modelig 34.1 Overview Macroscopic modelig looks at traffic flow from a global perspective, whereas microscopic modelig, as the term suggests, gives attetio to the details
More informationCOMPLEX FACTORIZATIONS OF THE GENERALIZED FIBONACCI SEQUENCES {q n } Sang Pyo Jun
Korea J. Math. 23 2015) No. 3 pp. 371 377 http://dx.doi.org/10.11568/kjm.2015.23.3.371 COMPLEX FACTORIZATIONS OF THE GENERALIZED FIBONACCI SEQUENCES {q } Sag Pyo Ju Abstract. I this ote we cosider a geeralized
More informationMA131 - Analysis 1. Workbook 2 Sequences I
MA3 - Aalysis Workbook 2 Sequeces I Autum 203 Cotets 2 Sequeces I 2. Itroductio.............................. 2.2 Icreasig ad Decreasig Sequeces................ 2 2.3 Bouded Sequeces..........................
More informationResponse Analysis on Nonuniform Transmission Line
SERBIAN JOURNAL OF ELECTRICAL ENGINEERING Vol. No. November 5 173-18 Respose Aalysis o Nouiform Trasmissio Lie Zlata Cvetković 1 Slavoljub Aleksić Bojaa Nikolić 3 Abstract: Trasiets o a lossless epoetial
More informationLecture 6 Chi Square Distribution (χ 2 ) and Least Squares Fitting
Lecture 6 Chi Square Distributio (χ ) ad Least Squares Fittig Chi Square Distributio (χ ) Suppose: We have a set of measuremets {x 1, x, x }. We kow the true value of each x i (x t1, x t, x t ). We would
More informationSpecial Involute-Evolute Partner D -Curves in E 3
Special Ivolute-Evolute Parter D -Curves i E ÖZCAN BEKTAŞ SAL IM YÜCE Abstract I this paper, we take ito accout the opiio of ivolute-evolute curves which lie o fully surfaces ad by taki ito accout the
More informationA New Method to Order Functions by Asymptotic Growth Rates Charlie Obimbo Dept. of Computing and Information Science University of Guelph
A New Method to Order Fuctios by Asymptotic Growth Rates Charlie Obimbo Dept. of Computig ad Iformatio Sciece Uiversity of Guelph ABSTRACT A ew method is described to determie the complexity classes of
More informationFrequency Response of FIR Filters
EEL335: Discrete-Time Sigals ad Systems. Itroductio I this set of otes, we itroduce the idea of the frequecy respose of LTI systems, ad focus specifically o the frequecy respose of FIR filters.. Steady-state
More information