Canonical Form and Separability of PPT States on Multiple Quantum Spaces

Size: px
Start display at page:

Download "Canonical Form and Separability of PPT States on Multiple Quantum Spaces"

Transcription

1 Coicl Form d Seprbility of PPT Sttes o Multiple Qutum Spces Xio-Hog Wg d Sho-Mig Fei, 2 rxiv:qut-ph/050445v 20 Apr 2005 Deprtmet of Mthemtics, Cpitl Norml Uiversity, Beijig, Chi 2 Istitute of Applied Mthemtics, Uiversity of Bo, 535 Bo, Germy Abstrct By usig the subtrctig projectors method i provig the seprbility of PPT sttes o multiple qutum spces, we derive coicl form of PPT sttes i C K C N composite qutum systems with rk N, from which sufficiet seprbility coditio for these sttes is preseted. As the key resource i qutum iformtio processig [], qutum etglemet hs resulted i the explosio of iterest i qutum computig d commuictio i recet yers [2]. The seprbility of qutum pure sttes is well uderstood [3]. However for mixed sttes, lthough there re lredy my results relted to the seprbility criterio, the physicl chrcter d mthemticl structure of the qutum etglemet re still fr from beig stisfied. The PPT positive prtil trspose criteri ply very importt roles i the ivestigtio of seprbility. It is of sigificce to ivestigte the geerl form of PPT sttes to study the seprbility d boud etgled sttes. I [4] the PPT mixed sttes o C 2 C 2 C N with rk N hs bee studied d seprbility criterio hs bee obtied. These results hve bee geerlized to the cse of PPT sttes o C 2 C 3 C N with rk N [5], d the cse of high dimesiol triprtite systems [6] d C 2 C 2 C 2 C N [7]. I this ote we summrize our efforts i strivig t some uderstdig of the properties of qutum etglemet for composite systems. We geerlize the results to the most geerl cse of the coicl form of PPT sttes i C K C Km C N composite qutum systems with rk N, d study the seprbility coditio for these sttes i terms of the coicl form. Let C K be K-dimesiol complex vector spce with orthoorml bsis { i }, i = 0,...,K. A geerl pure stte o C K... C Km is of the form Ψ = K i=0 K 2 j=0 K m... k=0 ij...k i,j,...,k,

2 where i,j,...,k = i j... k, ij...k C, ij...k ij...k = deotig complex cojugtio. Ψ issidtobefullyseprbleif ij...k = i j... k forsome i, j,..., k C. ixed stte o C K... C Km is described by desity mtrix ρ, M ρ = p i Ψ i Ψ i, 2 i= for some M IN, 0 < p i, M i= p i =, Ψ i s re pure sttes of the form d Ψ i is the trspose d cojugtio of Ψ i. We cll stte ρ PPT if ρ T l 0, l, where ρ T l is the trspose of ρ with respect to the l-th subspce. I the followig we deote by Rρ, Kρ, rρ d kρ the rge, kerel, rk, dimesio of the kerel of ρ respectively, where, by defiitio Kρ = { φ : ρ φ = 0}, Rρ = { φ : ψ, such tht φ = ρ ψ }. We cosider ow composite qutum systems i C K A C N + with rρ = N, where A i deotes the i-th subsystem, K i stds for the dimesio of the i-th complex vector spce, m, N IN. We first derive coicl form of PPT sttes i C 2 A C 2 C 2 C N + with rk N, which llows for explicit decompositio of give stte i terms of covex sum of projectors o product vectors. Let 0 A, A ; 0 A2, A2 ; ; 0 Am, Am d 0 Am+,, N Am+ be some locl bses of the sub-systems A,,,, d + respectively. I terms of the method used i [4, 5, 6, 7], we hve Lemm. Every PPT stte ρ i C 2 A C 2 C 2 C N + such tht r A, A2,, Am ρ A, A2,, Am = rρ = N, c be trsformed ito the followig coicl form by usig reversible locl opertio: ρ = FT T F, 3 where T = D m I D m I D I, D i, F d the idetity I re N N mtrices ctig o C N + d stisfy the followig reltios: [D i, D j ] = [D i, D j ] = 0, d F = F stds for the trspose d cojugte, i,j =,2, m. Usig Lemm we c prove the the followig Theorem: Theorem. A PPT-stte ρ i C 2 C 2 C 2 C N with rρ = N is seprble if there exists product bsis e A, e A2,, e Am such tht r e A, e A2,, e Am ρ e A, e A2,, e Am = N 2

3 . Proof. Accordig to Lemm the PPT stte ρ c be writte s the form of 3. Sice ll the D i d D j commute, they hve commo eigevectors f. Let, 2,, m be the correspodig eigevlues of D, D 2,, D m respectively. We hve [ ] f ρ f = m m m m where = e A, e A2,, e Am e A, e A2,, e Am. We c thus write ρ s ψ = N ρ = ψ ψ φ φ ω ω f f, = m, φ = m,, ω = Becuse the locl trsformtios re reversible, we c ow pply the iverse trsformtios d obti decompositio of the iitil stte ρ i sum of projectors oto product vectors. This proves the seprbility of ρ. By usig Lemm, Theorem d the method i [6], we c geerlize the results to multiprtite qutum systems i C K A C N + with rk N. Let 0 Ai, Ai,, K i Ai, i =,2,,m; d 0 Am+,, N Am+ be some locl bses of the sub-systems A i, i =,2,,m, + respectively. Lemm 2. Every PPT stte ρ i C K A C Km C N + such tht r K A,,K m Am ρ K A,,K m Am = rρ = N,cbetrsformed ito the followig coicl form by usig reversible locl opertio: ρ = FT T F, 4 where T = D K D I D 2 K 2 D2 I D m K m D m I, D t i, F d the idetity I re N N mtrices ctig o C N + d stisfy the followig reltios: [D t i t, D q j q ] = 0, d F = F, i t,j t =,2, K t, t,s,p,q =,2, m. Proof. We prove the lemm by iductio o m. It is lredy proved for the cses m = [8] d m = 2 [6]. Now we cosider the cse of geerl m. Suppose tht for the cse m the result is correct. I the cosidered bsis desity mtrix ρ c be lwys writte s: S S-prtitioed mtrix, where S = K K 2 K m, with the i-row j-colum etry E ij, re S S = N. 3.

4 Theprojectio K A ρ K A givesrisetostte ρ = K A ρ K A which is stte i C K 2 C N + with r ρ = rρ = N. The fct tht ρ is PPT implies tht ρ is lso PPT, ρ 0. By iductio hypothesis, we hve ρ = FT T F, 5 wheret = D 2 K 2 D 2 I D m K m D m I,with[D t i t, D q j q ] = 0, i t,j t =,2,, K t, t,s,p,q = 2,, m. Similrly, ifwecosidertheprojectio K 2 A2 ρ K 2 A2,, K m Am ρ K m Am, by iductio hypothesis, we hve m reltios like 5. I fct, the projectio K j Aj ρ K j Aj, j = 2,,m, is ρ j = FT j T j F, 6 where T j = D K D I D j K j D j I D j+ K j+ D j+ I D m K m D m I, with [D t i t, D q j q ] = 0, i t,j t =,2,,K t, t,s,p,q =,,j,j+, m. Tkig ito ccout ll these projectios d usig the kerel vectors of ρ we c determie prt of the etries E ij. The by usig the PPT property of the prtil trspose of ρ relted to the subsystems: the kerel vectors of ρ re lso the kerel vectors of the prtil trsposeofρ; ife jj iskow, therest etriesofρ, E ij, i < j, relsodetermied. Forthe digol elemets like E, we defie = E S S, where S = D K D2 K 2 Dm K m, to determie E by provig tht = 0. It is strightforwrd to prove tht there exist mtrices D i s i, s i =,2,,K i, i =,2,,m stisfyig the reltio 4. From Lemm 2 we hve the followig coclusio: Theorem 2. A PPT-stte ρ i C K A C Km C N + with rρ = N is seprble if there exists product bsis e A, e A2,, e Am such tht. r e A, e A2,, e Am ρ e A, e A2,, e Am = N WehvederivedcoiclformofPPTsttesi C K C N composite qutum systems with rk N, together with sufficiet seprbility criterio from this coicl form. Geerlly the seprbility criterio we c deduce here is weker th i the cses of C 2 C 2 C N d C 2 C 3 C N, s the PPT criterio is oly sufficiet d ecessry for the seprbility of biprtite sttes o C 2 C 2 d C 2 C 3. Besides the 4

5 discussios of seprbility criterio, the coicl represettio of PPT sttes c shde light o studyig the structure of boud etgled sttes. Oe c check if these PPT sttes re boud etgled by checkig whether they re etgled or ot. Refereces [] C. H. Beet, Phys. Scr. T 76, [2] M. Nielse d I. Chug, Qutum Computtio d Qutum Iformtio Cmbridge Uiversity Press, Cmbridge, Egld, [3] A. Peres, Qutum Theory: Cocepts d Methods, Kluwer Acdemic Publishers 995. [4] S. Krs d M. Lewestei, Phys. Rev. A 64, [5] S.M. Fei, X.H. Go, X.H. Wg, Z.X. Wg d K. Wu, Phys. Rev. A [6] S.M. Fei, X.H. Wg, Z.X. Wg d K. Wu, O PPT Sttes i C K C M C N Composite Qutum Systems, to be pper i Commu.Theor. Phys [7] S.M. Fei, X.H. Go, X.H. Wg, Z.X. Wg d K. Wu, Commu. Theor. Phys [8] S.M. Fei, X.H. Go, X.H. Wg, Z.X. Wg d K. Wu, It. J. Qut. Iform.,

Handout #2. Introduction to Matrix: Matrix operations & Geometric meaning

Handout #2. Introduction to Matrix: Matrix operations & Geometric meaning Hdout # Title: FAE Course: Eco 8/ Sprig/5 Istructor: Dr I-Mig Chiu Itroductio to Mtrix: Mtrix opertios & Geometric meig Mtrix: rectgulr rry of umers eclosed i pretheses or squre rckets It is covetiolly

More information

Schrödinger Equation Via Laplace-Beltrami Operator

Schrödinger Equation Via Laplace-Beltrami Operator IOSR Jourl of Mthemtics (IOSR-JM) e-issn: 78-578, p-issn: 39-765X. Volume 3, Issue 6 Ver. III (Nov. - Dec. 7), PP 9-95 www.iosrjourls.org Schrödiger Equtio Vi Lplce-Beltrmi Opertor Esi İ Eskitşçioğlu,

More information

Statistics for Financial Engineering Session 1: Linear Algebra Review March 18 th, 2006

Statistics for Financial Engineering Session 1: Linear Algebra Review March 18 th, 2006 Sttistics for Ficil Egieerig Sessio : Lier Algebr Review rch 8 th, 6 Topics Itroductio to trices trix opertios Determits d Crmer s rule Eigevlues d Eigevectors Quiz The cotet of Sessio my be fmilir to

More information

Double Sums of Binomial Coefficients

Double Sums of Binomial Coefficients Itertiol Mthemticl Forum, 3, 008, o. 3, 50-5 Double Sums of Biomil Coefficiets Athoy Sofo School of Computer Sciece d Mthemtics Victori Uiversity, PO Box 448 Melboure, VIC 800, Austrli thoy.sofo@vu.edu.u

More information

Certain sufficient conditions on N, p n, q n k summability of orthogonal series

Certain sufficient conditions on N, p n, q n k summability of orthogonal series Avilble olie t www.tjs.com J. Nolier Sci. Appl. 7 014, 7 77 Reserch Article Certi sufficiet coditios o N, p, k summbility of orthogol series Xhevt Z. Krsiqi Deprtmet of Mthemtics d Iformtics, Fculty of

More information

Notes 17 Sturm-Liouville Theory

Notes 17 Sturm-Liouville Theory ECE 638 Fll 017 Dvid R. Jckso Notes 17 Sturm-Liouville Theory Notes re from D. R. Wilto, Dept. of ECE 1 Secod-Order Lier Differetil Equtios (SOLDE) A SOLDE hs the form d y dy 0 1 p ( x) + p ( x) + p (

More information

Sequence and Series of Functions

Sequence and Series of Functions 6 Sequece d Series of Fuctios 6. Sequece of Fuctios 6.. Poitwise Covergece d Uiform Covergece Let J be itervl i R. Defiitio 6. For ech N, suppose fuctio f : J R is give. The we sy tht sequece (f ) of fuctios

More information

A GENERALIZATION OF GAUSS THEOREM ON QUADRATIC FORMS

A GENERALIZATION OF GAUSS THEOREM ON QUADRATIC FORMS A GENERALIZATION OF GAU THEOREM ON QUADRATIC FORM Nicole I Brtu d Adi N Cret Deprtmet of Mth - Criov Uiversity, Romi ABTRACT A origil result cocerig the extesio of Guss s theorem from the theory of biry

More information

Basic Maths. Fiorella Sgallari University of Bologna, Italy Faculty of Engineering Department of Mathematics - CIRAM

Basic Maths. Fiorella Sgallari University of Bologna, Italy Faculty of Engineering Department of Mathematics - CIRAM Bsic Mths Fiorell Sgllri Uiversity of Bolog, Itly Fculty of Egieerig Deprtmet of Mthemtics - CIRM Mtrices Specil mtrices Lier mps Trce Determits Rk Rge Null spce Sclr products Norms Mtri orms Positive

More information

Review of the Riemann Integral

Review of the Riemann Integral Chpter 1 Review of the Riem Itegrl This chpter provides quick review of the bsic properties of the Riem itegrl. 1.0 Itegrls d Riem Sums Defiitio 1.0.1. Let [, b] be fiite, closed itervl. A prtitio P of

More information

Lecture 2: Matrix Algebra

Lecture 2: Matrix Algebra Lecture 2: Mtrix lgebr Geerl. mtrix, for our purpose, is rectgulr rry of objects or elemets. We will tke these elemets s beig rel umbers d idicte elemet by its row d colum positio. mtrix is the ordered

More information

Lesson 4 Linear Algebra

Lesson 4 Linear Algebra Lesso Lier Algebr A fmily of vectors is lierly idepedet if oe of them c be writte s lier combitio of fiitely my other vectors i the collectio. Cosider m lierly idepedet equtios i ukows:, +, +... +, +,

More information

Vectors. Vectors in Plane ( 2

Vectors. Vectors in Plane ( 2 Vectors Vectors i Ple ( ) The ide bout vector is to represet directiol force Tht mes tht every vector should hve two compoets directio (directiol slope) d mgitude (the legth) I the ple we preset vector

More information

arxiv:quant-ph/ v1 23 Oct 2003

arxiv:quant-ph/ v1 23 Oct 2003 Caoical Form ad Separability of PPT States i C 2 C 2 C 2 C N Composite Quatum Systems Shao-Mig Fei, 2, Xiu-Hog Gao, Xiao-Hog Wag, Zhi-Xi Wag, ad Ke Wu Departmet of Mathematics, Capital Normal Uiversity,

More information

0 otherwise. sin( nx)sin( kx) 0 otherwise. cos( nx) sin( kx) dx 0 for all integers n, k.

0 otherwise. sin( nx)sin( kx) 0 otherwise. cos( nx) sin( kx) dx 0 for all integers n, k. . Computtio of Fourier Series I this sectio, we compute the Fourier coefficiets, f ( x) cos( x) b si( x) d b, i the Fourier series To do this, we eed the followig result o the orthogolity of the trigoometric

More information

Chapter 7 Infinite Series

Chapter 7 Infinite Series MA Ifiite Series Asst.Prof.Dr.Supree Liswdi Chpter 7 Ifiite Series Sectio 7. Sequece A sequece c be thought of s list of umbers writte i defiite order:,,...,,... 2 The umber is clled the first term, 2

More information

POWER SERIES R. E. SHOWALTER

POWER SERIES R. E. SHOWALTER POWER SERIES R. E. SHOWALTER. sequeces We deote by lim = tht the limit of the sequece { } is the umber. By this we me tht for y ε > 0 there is iteger N such tht < ε for ll itegers N. This mkes precise

More information

Review of Sections

Review of Sections Review of Sectios.-.6 Mrch 24, 204 Abstrct This is the set of otes tht reviews the mi ides from Chpter coverig sequeces d series. The specific sectios tht we covered re s follows:.: Sequces..2: Series,

More information

lecture 16: Introduction to Least Squares Approximation

lecture 16: Introduction to Least Squares Approximation 97 lecture 16: Itroductio to Lest Squres Approximtio.4 Lest squres pproximtio The miimx criterio is ituitive objective for pproximtig fuctio. However, i my cses it is more ppelig (for both computtio d

More information

{ } { S n } is monotonically decreasing if Sn

{ } { S n } is monotonically decreasing if Sn Sequece A sequece is fuctio whose domi of defiitio is the set of turl umers. Or it c lso e defied s ordered set. Nottio: A ifiite sequece is deoted s { } S or { S : N } or { S, S, S,...} or simply s {

More information

Lecture 38 (Trapped Particles) Physics Spring 2018 Douglas Fields

Lecture 38 (Trapped Particles) Physics Spring 2018 Douglas Fields Lecture 38 (Trpped Prticles) Physics 6-01 Sprig 018 Dougls Fields Free Prticle Solutio Schrödiger s Wve Equtio i 1D If motio is restricted to oe-dimesio, the del opertor just becomes the prtil derivtive

More information

SUTCLIFFE S NOTES: CALCULUS 2 SWOKOWSKI S CHAPTER 11

SUTCLIFFE S NOTES: CALCULUS 2 SWOKOWSKI S CHAPTER 11 UTCLIFFE NOTE: CALCULU WOKOWKI CHAPTER Ifiite eries Coverget or Diverget eries Cosider the sequece If we form the ifiite sum 0, 00, 000, 0 00 000, we hve wht is clled ifiite series We wt to fid the sum

More information

Reversing the Arithmetic mean Geometric mean inequality

Reversing the Arithmetic mean Geometric mean inequality Reversig the Arithmetic me Geometric me iequlity Tie Lm Nguye Abstrct I this pper we discuss some iequlities which re obtied by ddig o-egtive expressio to oe of the sides of the AM-GM iequlity I this wy

More information

Chapter System of Equations

Chapter System of Equations hpter 4.5 System of Equtios After redig th chpter, you should be ble to:. setup simulteous lier equtios i mtrix form d vice-vers,. uderstd the cocept of the iverse of mtrix, 3. kow the differece betwee

More information

SOME IDENTITIES BETWEEN BASIC HYPERGEOMETRIC SERIES DERIVING FROM A NEW BAILEY-TYPE TRANSFORMATION

SOME IDENTITIES BETWEEN BASIC HYPERGEOMETRIC SERIES DERIVING FROM A NEW BAILEY-TYPE TRANSFORMATION SOME IDENTITIES BETWEEN BASIC HYPERGEOMETRIC SERIES DERIVING FROM A NEW BAILEY-TYPE TRANSFORMATION JAMES MC LAUGHLIN AND PETER ZIMMER Abstrct We prove ew Biley-type trsformtio reltig WP- Biley pirs We

More information

SOME SHARP OSTROWSKI-GRÜSS TYPE INEQUALITIES

SOME SHARP OSTROWSKI-GRÜSS TYPE INEQUALITIES Uiv. Beogrd. Publ. Elektroteh. Fk. Ser. Mt. 8 006 4. Avilble electroiclly t http: //pefmth.etf.bg.c.yu SOME SHARP OSTROWSKI-GRÜSS TYPE INEQUALITIES Zheg Liu Usig vrit of Grüss iequlity to give ew proof

More information

A general theory of minimal increments for Hirsch-type indices and applications to the mathematical characterization of Kosmulski-indices

A general theory of minimal increments for Hirsch-type indices and applications to the mathematical characterization of Kosmulski-indices Mlysi Jourl of Librry & Iformtio Sciece, Vol. 9, o. 3, 04: 4-49 A geerl theory of miiml icremets for Hirsch-type idices d pplictios to the mthemticl chrcteriztio of Kosmulski-idices L. Egghe Uiversiteit

More information

5. Solving recurrences

5. Solving recurrences 5. Solvig recurreces Time Complexity Alysis of Merge Sort T( ) 0 if 1 2T ( / 2) otherwise sortig oth hlves mergig Q. How to prove tht the ru-time of merge sort is O( )? A. 2 Time Complexity Alysis of Merge

More information

Linear Programming. Preliminaries

Linear Programming. Preliminaries Lier Progrmmig Prelimiries Optimiztio ethods: 3L Objectives To itroduce lier progrmmig problems (LPP To discuss the stdrd d coicl form of LPP To discuss elemetry opertio for lier set of equtios Optimiztio

More information

Prior distributions. July 29, 2002

Prior distributions. July 29, 2002 Prior distributios Aledre Tchourbov PKI 357, UNOmh, South 67th St. Omh, NE 688-694, USA Phoe: 4554-64 E-mil: tchourb@cse.ul.edu July 9, Abstrct This documet itroduces prior distributios for the purposes

More information

We will begin by supplying the proof to (a).

We will begin by supplying the proof to (a). (The solutios of problem re mostly from Jeffrey Mudrock s HWs) Problem 1. There re three sttemet from Exmple 5.4 i the textbook for which we will supply proofs. The sttemets re the followig: () The spce

More information

Max-norm and Square-max Norm of Fuzzy Matrices

Max-norm and Square-max Norm of Fuzzy Matrices Jourl of themtics d Iformtics Vol 3, 05, 5-40 ISSN: 349-063 (P), 349-0640 (olie) Published 0 ugust 05 wwwreserchmthsciorg Jourl of x-orm d Squre-mx Norm of Fuzzy trices Sum ity Deprtmet of pplied themtics

More information

SOLUTION OF DIFFERENTIAL EQUATION FOR THE EULER-BERNOULLI BEAM

SOLUTION OF DIFFERENTIAL EQUATION FOR THE EULER-BERNOULLI BEAM Jourl of Applied Mthemtics d Computtiol Mechics () 57-6 SOUION O DIERENIA EQUAION OR HE EUER-ERNOUI EAM Izbel Zmorsk Istitute of Mthemtics Czestochow Uiversit of echolog Częstochow Pold izbel.zmorsk@im.pcz.pl

More information

Surds, Indices, and Logarithms Radical

Surds, Indices, and Logarithms Radical MAT 6 Surds, Idices, d Logrithms Rdicl Defiitio of the Rdicl For ll rel, y > 0, d ll itegers > 0, y if d oly if y where is the ide is the rdicl is the rdicd. Surds A umber which c be epressed s frctio

More information

The total number of permutations of S is n!. We denote the set of all permutations of S by

The total number of permutations of S is n!. We denote the set of all permutations of S by DETERMINNTS. DEFINITIONS Def: Let S {,,, } e the set of itegers from to, rrged i scedig order. rerrgemet jjj j of the elemets of S is clled permuttio of S. S. The totl umer of permuttios of S is!. We deote

More information

Frequency-domain Characteristics of Discrete-time LTI Systems

Frequency-domain Characteristics of Discrete-time LTI Systems requecy-domi Chrcteristics of Discrete-time LTI Systems Prof. Siripog Potisuk LTI System descriptio Previous bsis fuctio: uit smple or DT impulse The iput sequece is represeted s lier combitio of shifted

More information

ON COMPOSITIONS IN EQUIAFFINE SPACE

ON COMPOSITIONS IN EQUIAFFINE SPACE O COMPOSITIOS I EQUIAFFIE SPACE Iv Bdev Abstrct I euiffie spce projective tesors d E usig the coectio defie with the coectios, d For the spces A, A d A, with coefficiet of coectio, d respectively, we proved

More information

Section 7.3, Systems of Linear Algebraic Equations; Linear Independence, Eigenvalues, Eigenvectors (the variable vector of the system) and

Section 7.3, Systems of Linear Algebraic Equations; Linear Independence, Eigenvalues, Eigenvectors (the variable vector of the system) and Sec. 7., Boyce & DiPrim, p. Sectio 7., Systems of Lier Algeric Equtios; Lier Idepedece, Eigevlues, Eigevectors I. Systems of Lier Algeric Equtios.. We c represet the system...... usig mtrices d vectors

More information

RULES FOR MANIPULATING SURDS b. This is the addition law of surds with the same radicals. (ii)

RULES FOR MANIPULATING SURDS b. This is the addition law of surds with the same radicals. (ii) SURDS Defiitio : Ay umer which c e expressed s quotiet m of two itegers ( 0 ), is clled rtiol umer. Ay rel umer which is ot rtiol is clled irrtiol. Irrtiol umers which re i the form of roots re clled surds.

More information

DEPARTMENT OF ELECTRICAL &ELECTRONICS ENGINEERING SIGNALS AND SYSTEMS. Assoc. Prof. Dr. Burak Kelleci. Spring 2018

DEPARTMENT OF ELECTRICAL &ELECTRONICS ENGINEERING SIGNALS AND SYSTEMS. Assoc. Prof. Dr. Burak Kelleci. Spring 2018 DEPARTMENT OF ELECTRICAL &ELECTRONICS ENGINEERING SIGNALS AND SYSTEMS Assoc. Prof. Dr. Bur Kelleci Sprig 8 OUTLINE The Z-Trsform The Regio of covergece for the Z-trsform The Iverse Z-Trsform Geometric

More information

Discrete-Time Signals & Systems

Discrete-Time Signals & Systems Chpter 2 Discrete-Time Sigls & Systems 清大電機系林嘉文 cwli@ee.thu.edu.tw 03-57352 Discrete-Time Sigls Sigls re represeted s sequeces of umbers, clled smples Smple vlue of typicl sigl or sequece deoted s x =

More information

Physics of Semiconductor Devices Vol.10

Physics of Semiconductor Devices Vol.10 10-1 Vector Spce Physics of Semicoductor Devices Vol.10 Lier Algebr for Vector Alysis To prove Crmer s rule which ws used without proof, we expli the vector lgebr tht ws explied ituitively i Vol. 9, by

More information

Solution of the exam in TMA4212 Monday 23rd May 2013 Time: 9:00 13:00

Solution of the exam in TMA4212 Monday 23rd May 2013 Time: 9:00 13:00 Norwegi Uiversity of Sciece d Techology Deprtmet of Mthemticl Scieces Cotct durig the exm: Ele Celledoi, tlf. 735 93541 Pge 1 of 7 of the exm i TMA4212 Mody 23rd My 2013 Time: 9:00 13:00 Allowed ids: Approved

More information

f(bx) dx = f dx = dx l dx f(0) log b x a + l log b a 2ɛ log b a.

f(bx) dx = f dx = dx l dx f(0) log b x a + l log b a 2ɛ log b a. Eercise 5 For y < A < B, we hve B A f fb B d = = A B A f d f d For y ɛ >, there re N > δ >, such tht d The for y < A < δ d B > N, we hve ba f d f A bb f d l By ba A A B A bb ba fb d f d = ba < m{, b}δ

More information

Remarks: (a) The Dirac delta is the function zero on the domain R {0}.

Remarks: (a) The Dirac delta is the function zero on the domain R {0}. Sectio Objective(s): The Dirc s Delt. Mi Properties. Applictios. The Impulse Respose Fuctio. 4.4.. The Dirc Delt. 4.4. Geerlized Sources Defiitio 4.4.. The Dirc delt geerlized fuctio is the limit δ(t)

More information

Numerical Solution of Fuzzy Fredholm Integral Equations of the Second Kind using Bernstein Polynomials

Numerical Solution of Fuzzy Fredholm Integral Equations of the Second Kind using Bernstein Polynomials Jourl of Al-Nhri Uiversity Vol.5 (), Mrch,, pp.-9 Sciece Numericl Solutio of Fuzzy Fredholm Itegrl Equtios of the Secod Kid usig Berstei Polyomils Srmd A. Altie Deprtmet of Computer Egieerig d Iformtio

More information

Similar idea to multiplication in N, C. Divide and conquer approach provides unexpected improvements. Naïve matrix multiplication

Similar idea to multiplication in N, C. Divide and conquer approach provides unexpected improvements. Naïve matrix multiplication Next. Covered bsics of simple desig techique (Divided-coquer) Ch. of the text.. Next, Strsse s lgorithm. Lter: more desig d coquer lgorithms: MergeSort. Solvig recurreces d the Mster Theorem. Similr ide

More information

Elementary Linear Algebra

Elementary Linear Algebra Elemetry Lier Alger Ato & Rorres, th Editio Lecture Set Chpter : Systems of Lier Equtios & Mtrices Chpter Cotets Itroductio to System of Lier Equtios Gussi Elimitio Mtrices d Mtri Opertios Iverses; Rules

More information

Convergence rates of approximate sums of Riemann integrals

Convergence rates of approximate sums of Riemann integrals Jourl of Approximtio Theory 6 (9 477 49 www.elsevier.com/locte/jt Covergece rtes of pproximte sums of Riem itegrls Hiroyuki Tski Grdute School of Pure d Applied Sciece, Uiversity of Tsukub, Tsukub Ibrki

More information

Fig. 1. I a. V ag I c. I n. V cg. Z n Z Y. I b. V bg

Fig. 1. I a. V ag I c. I n. V cg. Z n Z Y. I b. V bg ymmetricl Compoets equece impedces Although the followig focuses o lods, the results pply eqully well to lies, or lies d lods. Red these otes together with sectios.6 d.9 of text. Cosider the -coected lced

More information

Power Series Solutions to Generalized Abel Integral Equations

Power Series Solutions to Generalized Abel Integral Equations Itertiol Jourl of Mthemtics d Computtiol Sciece Vol., No. 5, 5, pp. 5-54 http://www.isciece.org/jourl/ijmcs Power Series Solutios to Geerlized Abel Itegrl Equtios Rufi Abdulli * Deprtmet of Physics d Mthemtics,

More information

Infinite Series Sequences: terms nth term Listing Terms of a Sequence 2 n recursively defined n+1 Pattern Recognition for Sequences Ex:

Infinite Series Sequences: terms nth term Listing Terms of a Sequence 2 n recursively defined n+1 Pattern Recognition for Sequences Ex: Ifiite Series Sequeces: A sequece i defied s fuctio whose domi is the set of positive itegers. Usully it s esier to deote sequece i subscript form rther th fuctio ottio.,, 3, re the terms of the sequece

More information

1.3 Continuous Functions and Riemann Sums

1.3 Continuous Functions and Riemann Sums mth riem sums, prt 0 Cotiuous Fuctios d Riem Sums I Exmple we sw tht lim Lower() = lim Upper() for the fuctio!! f (x) = + x o [0, ] This is o ccidet It is exmple of the followig theorem THEOREM Let f be

More information

Chapter 2 Infinite Series Page 1 of 9

Chapter 2 Infinite Series Page 1 of 9 Chpter Ifiite eries Pge of 9 Chpter : Ifiite eries ectio A Itroductio to Ifiite eries By the ed of this sectio you will be ble to uderstd wht is met by covergece d divergece of ifiite series recogise geometric

More information

Supplemental Handout #1. Orthogonal Functions & Expansions

Supplemental Handout #1. Orthogonal Functions & Expansions UIUC Physics 435 EM Fields & Sources I Fll Semester, 27 Supp HO # 1 Prof. Steve Errede Supplemetl Hdout #1 Orthogol Fuctios & Epsios Cosider fuctio f ( ) which is defied o the itervl. The fuctio f ( )

More information

Lecture 8: October 20, Applications of SVD: least squares approximation

Lecture 8: October 20, Applications of SVD: least squares approximation Mathematical Toolkit Autum 2016 Lecturer: Madhur Tulsiai Lecture 8: October 20, 2016 1 Applicatios of SVD: least squares approximatio We discuss aother applicatio of sigular value decompositio (SVD) of

More information

=> PARALLEL INTERCONNECTION. Basic Properties LTI Systems. The Commutative Property. Convolution. The Commutative Property. The Distributive Property

=> PARALLEL INTERCONNECTION. Basic Properties LTI Systems. The Commutative Property. Convolution. The Commutative Property. The Distributive Property Lier Time-Ivrit Bsic Properties LTI The Commuttive Property The Distributive Property The Associtive Property Ti -6.4 / Chpter Covolutio y ] x ] ] x ]* ] x ] ] y] y ( t ) + x( τ ) h( t τ ) dτ x( t) * h(

More information

FOURIER SERIES PART I: DEFINITIONS AND EXAMPLES. To a 2π-periodic function f(x) we will associate a trigonometric series. a n cos(nx) + b n sin(nx),

FOURIER SERIES PART I: DEFINITIONS AND EXAMPLES. To a 2π-periodic function f(x) we will associate a trigonometric series. a n cos(nx) + b n sin(nx), FOURIER SERIES PART I: DEFINITIONS AND EXAMPLES To -periodic fuctio f() we will ssocite trigoometric series + cos() + b si(), or i terms of the epoetil e i, series of the form c e i. Z For most of the

More information

Mathematical Notations and Symbols xi. Contents: 1. Symbols. 2. Functions. 3. Set Notations. 4. Vectors and Matrices. 5. Constants and Numbers

Mathematical Notations and Symbols xi. Contents: 1. Symbols. 2. Functions. 3. Set Notations. 4. Vectors and Matrices. 5. Constants and Numbers Mthemticl Nottios d Symbols i MATHEMATICAL NOTATIONS AND SYMBOLS Cotets:. Symbols. Fuctios 3. Set Nottios 4. Vectors d Mtrices 5. Costts d Numbers ii Mthemticl Nottios d Symbols SYMBOLS = {,,3,... } set

More information

A GENERAL METHOD FOR SOLVING ORDINARY DIFFERENTIAL EQUATIONS: THE FROBENIUS (OR SERIES) METHOD

A GENERAL METHOD FOR SOLVING ORDINARY DIFFERENTIAL EQUATIONS: THE FROBENIUS (OR SERIES) METHOD Diol Bgoo () A GENERAL METHOD FOR SOLVING ORDINARY DIFFERENTIAL EQUATIONS: THE FROBENIUS (OR SERIES) METHOD I. Itroductio The first seprtio of vribles (see pplictios to Newto s equtios) is ver useful method

More information

APPLICATION OF DIFFERENCE EQUATIONS TO CERTAIN TRIDIAGONAL MATRICES

APPLICATION OF DIFFERENCE EQUATIONS TO CERTAIN TRIDIAGONAL MATRICES Scietific Reserch of the Istitute of Mthetics d Coputer Sciece 3() 0, 5-0 APPLICATION OF DIFFERENCE EQUATIONS TO CERTAIN TRIDIAGONAL MATRICES Jolt Borows, Le Łcińs, Jowit Rychlews Istitute of Mthetics,

More information

Inner Product Spaces (Chapter 5)

Inner Product Spaces (Chapter 5) Ier Product Spces Chpter 5 I this chpter e ler out :.Orthogol ectors orthogol suspces orthogol mtrices orthogol ses. Proectios o ectors d o suspces Orthogol Suspces We ko he ectors re orthogol ut ht out

More information

Chapter 25 Sturm-Liouville problem (II)

Chapter 25 Sturm-Liouville problem (II) Chpter 5 Sturm-Liouville problem (II Speer: Lug-Sheg Chie Reerece: [] Veerle Ledou, Study o Specil Algorithms or solvig Sturm-Liouville d Schrodiger Equtios. [] 王信華教授, chpter 8, lecture ote o Ordiry Dieretil

More information

On Involutions which Preserve Natural Filtration

On Involutions which Preserve Natural Filtration Proceedigs of Istitute of Mathematics of NAS of Ukraie 00, Vol. 43, Part, 490 494 O Ivolutios which Preserve Natural Filtratio Alexader V. STRELETS Istitute of Mathematics of the NAS of Ukraie, 3 Tereshchekivska

More information

Section 6.3: Geometric Sequences

Section 6.3: Geometric Sequences 40 Chpter 6 Sectio 6.: Geometric Sequeces My jobs offer ul cost-of-livig icrese to keep slries cosistet with ifltio. Suppose, for exmple, recet college grdute fids positio s sles mger erig ul slry of $6,000.

More information

MATRIX ALGEBRA, Systems Linear Equations

MATRIX ALGEBRA, Systems Linear Equations MATRIX ALGEBRA, Systes Lier Equtios Now we chge to the LINEAR ALGEBRA perspective o vectors d trices to reforulte systes of lier equtios. If you fid the discussio i ters of geerl d gets lost i geerlity,

More information

A VERSION OF THE KRONECKER LEMMA

A VERSION OF THE KRONECKER LEMMA UPB Sci Bull, Series A, Vol 70, No 2, 2008 ISSN 223-7027 A VERSION OF THE KRONECKER LEMMA Gheorghe BUDIANU I lucrre se prezit o vrit lemei lui Kroecer reltiv l siruri si serii de umere rele Rezulttele

More information

MA123, Chapter 9: Computing some integrals (pp )

MA123, Chapter 9: Computing some integrals (pp ) MA13, Chpter 9: Computig some itegrls (pp. 189-05) Dte: Chpter Gols: Uderstd how to use bsic summtio formuls to evlute more complex sums. Uderstd how to compute its of rtiol fuctios t ifiity. Uderstd how

More information

Orthogonality, orthogonalization, least squares

Orthogonality, orthogonalization, least squares ier Alger for Wireless Commuictios ecture: 3 Orthogolit, orthogoliztio, lest squres Ier products d Cosies he gle etee o-zero vectors d is cosθθ he l of Cosies: + cosθ If the gle etee to vectors is π/ (90º),

More information

Variational Iteration Method for Solving Volterra and Fredholm Integral Equations of the Second Kind

Variational Iteration Method for Solving Volterra and Fredholm Integral Equations of the Second Kind Ge. Mth. Notes, Vol. 2, No. 1, Jury 211, pp. 143-148 ISSN 2219-7184; Copyright ICSRS Publictio, 211 www.i-csrs.org Avilble free olie t http://www.gem.i Vritiol Itertio Method for Solvig Volterr d Fredholm

More information

King Fahd University of Petroleum & Minerals

King Fahd University of Petroleum & Minerals Kig Fhd Uiversity of Petroleum & Mierls DEPARTMENT OF MATHEMATICAL CIENCE Techicl Report eries TR 434 April 04 A Direct Proof of the Joit Momet Geertig Fuctio of mple Me d Vrice Awr H. Jorder d A. Lrdji

More information

Definite Integral. The Left and Right Sums

Definite Integral. The Left and Right Sums Clculus Li Vs Defiite Itegrl. The Left d Right Sums The defiite itegrl rises from the questio of fidig the re betwee give curve d x-xis o itervl. The re uder curve c be esily clculted if the curve is give

More information

24 MATH 101B: ALGEBRA II, PART D: REPRESENTATIONS OF GROUPS

24 MATH 101B: ALGEBRA II, PART D: REPRESENTATIONS OF GROUPS 24 MATH 101B: ALGEBRA II, PART D: REPRESENTATIONS OF GROUPS Corollary 2.30. Suppose that the semisimple decompositio of the G- module V is V = i S i. The i = χ V,χ i Proof. Sice χ V W = χ V + χ W, we have:

More information

PROBLEM SET I (Suggested Solutions)

PROBLEM SET I (Suggested Solutions) Eco3-Fall3 PROBLE SET I (Suggested Solutios). a) Cosider the followig: x x = x The quadratic form = T x x is the required oe i matrix form. Similarly, for the followig parts: x 5 b) x = = x c) x x x x

More information

Unit 1. Extending the Number System. 2 Jordan School District

Unit 1. Extending the Number System. 2 Jordan School District Uit Etedig the Number System Jord School District Uit Cluster (N.RN. & N.RN.): Etedig Properties of Epoets Cluster : Etedig properties of epoets.. Defie rtiol epoets d eted the properties of iteger epoets

More information

Probability for mathematicians INDEPENDENCE TAU

Probability for mathematicians INDEPENDENCE TAU Probbility for mthemticis INDEPENDENCE TAU 2013 21 Cotets 2 Cetrl limit theorem 21 2 Itroductio............................ 21 2b Covolutio............................ 22 2c The iitil distributio does

More information

1. By using truth tables prove that, for all statements P and Q, the statement

1. By using truth tables prove that, for all statements P and Q, the statement Author: Satiago Salazar Problems I: Mathematical Statemets ad Proofs. By usig truth tables prove that, for all statemets P ad Q, the statemet P Q ad its cotrapositive ot Q (ot P) are equivalet. I example.2.3

More information

DETERMINANT. = 0. The expression a 1. is called a determinant of the second order, and is denoted by : y + c 1

DETERMINANT. = 0. The expression a 1. is called a determinant of the second order, and is denoted by : y + c 1 NOD6 (\Dt\04\Kot\J-Advced\SMP\Mths\Uit#0\NG\Prt-\0.Determits\0.Theory.p65. INTRODUCTION : If the equtios x + b 0, x + b 0 re stisfied by the sme vlue of x, the b b 0. The expressio b b is clled determit

More information

Integral Operator Defined by k th Hadamard Product

Integral Operator Defined by k th Hadamard Product ITB Sci Vol 4 A No 35-5 35 Itegrl Opertor Deied by th Hdmrd Product Msli Drus & Rbh W Ibrhim School o Mthemticl Scieces Fculty o sciece d Techology Uiversiti Kebgs Mlysi Bgi 436 Selgor Drul Ehs Mlysi Emil:

More information

3.7 The Lebesgue integral

3.7 The Lebesgue integral 3 Mesure d Itegrtio The f is simple fuctio d positive wheever f is positive (the ltter follows from the fct tht i this cse f 1 [B,k ] = for ll k, ). Moreover, f (x) f (x). Ideed, if x, the there exists

More information

PROGRESSIONS AND SERIES

PROGRESSIONS AND SERIES PROGRESSIONS AND SERIES A sequece is lso clled progressio. We ow study three importt types of sequeces: () The Arithmetic Progressio, () The Geometric Progressio, () The Hrmoic Progressio. Arithmetic Progressio.

More information

Using Quantum Mechanics in Simple Systems Chapter 15

Using Quantum Mechanics in Simple Systems Chapter 15 /16/17 Qutiztio rises whe the loctio of prticle (here electro) is cofied to dimesiolly smll regio of spce qutum cofiemet. Usig Qutum Mechics i Simple Systems Chpter 15 The simplest system tht c be cosidered

More information

n 2 + 3n + 1 4n = n2 + 3n + 1 n n 2 = n + 1

n 2 + 3n + 1 4n = n2 + 3n + 1 n n 2 = n + 1 Ifiite Series Some Tests for Divergece d Covergece Divergece Test: If lim u or if the limit does ot exist, the series diverget. + 3 + 4 + 3 EXAMPLE: Show tht the series diverges. = u = + 3 + 4 + 3 + 3

More information

SUTCLIFFE S NOTES: CALCULUS 2 SWOKOWSKI S CHAPTER 11

SUTCLIFFE S NOTES: CALCULUS 2 SWOKOWSKI S CHAPTER 11 SUTCLIFFE S NOTES: CALCULUS SWOKOWSKI S CHAPTER Ifiite Series.5 Altertig Series d Absolute Covergece Next, let us cosider series with both positive d egtive terms. The simplest d most useful is ltertig

More information

On A Subclass of Harmonic Univalent Functions Defined By Generalized Derivative Operator

On A Subclass of Harmonic Univalent Functions Defined By Generalized Derivative Operator Itertiol Jourl of Moder Egieerig Reserch (IJMER) Vol., Issue.3, My-Jue 0-56-569 ISSN: 49-6645 N. D. Sgle Dertmet of Mthemtics, Asheb Dge College of Egieerig, Asht, Sgli, (M.S) Idi 4630. Y. P. Ydv Dertmet

More information

(1 q an+b ). n=0. n=0

(1 q an+b ). n=0. n=0 AN ELEMENTARY DERIVATION OF THE ASYMPTOTICS OF PARTITION FUNCTIONS Diel M Ke Abstrct Let S,b { + b : 0} where is iteger Let P,b deote the umber of prtitios of ito elemets of S,b I prticulr, we hve the

More information

Discrete Mathematics I Tutorial 12

Discrete Mathematics I Tutorial 12 Discrete Mthemtics I Tutoril Refer to Chpter 4., 4., 4.4. For ech of these sequeces fid recurrece reltio stisfied by this sequece. (The swers re ot uique becuse there re ifiitely my differet recurrece

More information

MATH 104: INTRODUCTORY ANALYSIS SPRING 2009/10 PROBLEM SET 8 SOLUTIONS. and x i = a + i. i + n(n + 1)(2n + 1) + 2a. (b a)3 6n 2

MATH 104: INTRODUCTORY ANALYSIS SPRING 2009/10 PROBLEM SET 8 SOLUTIONS. and x i = a + i. i + n(n + 1)(2n + 1) + 2a. (b a)3 6n 2 MATH 104: INTRODUCTORY ANALYSIS SPRING 2009/10 PROBLEM SET 8 SOLUTIONS 6.9: Let f(x) { x 2 if x Q [, b], 0 if x (R \ Q) [, b], where > 0. Prove tht b. Solutio. Let P { x 0 < x 1 < < x b} be regulr prtitio

More information

( a n ) converges or diverges.

( a n ) converges or diverges. Chpter Ifiite Series Pge of Sectio E Rtio Test Chpter : Ifiite Series By the ed of this sectio you will be ble to uderstd the proof of the rtio test test series for covergece by pplyig the rtio test pprecite

More information

Convergence rates of approximate sums of Riemann integrals

Convergence rates of approximate sums of Riemann integrals Covergece rtes of pproximte sums of Riem itegrls Hiroyuki Tski Grdute School of Pure d Applied Sciece, Uiversity of Tsuku Tsuku Irki 5-857 Jp tski@mth.tsuku.c.jp Keywords : covergece rte; Riem sum; Riem

More information

The Choquet Integral with Respect to Fuzzy-Valued Set Functions

The Choquet Integral with Respect to Fuzzy-Valued Set Functions The Choquet Itegral with Respect to Fuzzy-Valued Set Fuctios Weiwei Zhag Abstract The Choquet itegral with respect to real-valued oadditive set fuctios, such as siged efficiecy measures, has bee used i

More information

imr CDT Lecture 07: Groups and Algebras

imr CDT Lecture 07: Groups and Algebras imr CDT Lecture 07: Groups d Algebrs Before we proceed to itroduce groups d lgebrs, it is useful to review the digrm from the previous lecture d ote tht we hve ow fully explored the prt delig with spces

More information

Particle in a Box. and the state function is. In this case, the Hermitian operator. The b.c. restrict us to 0 x a. x A sin for 0 x a, and 0 otherwise

Particle in a Box. and the state function is. In this case, the Hermitian operator. The b.c. restrict us to 0 x a. x A sin for 0 x a, and 0 otherwise Prticle i Box We must hve me where = 1,,3 Solvig for E, π h E = = where = 1,,3, m 8m d the stte fuctio is x A si for 0 x, d 0 otherwise x ˆ d KE V. m dx I this cse, the Hermiti opertor 0iside the box The

More information

Simplification and Strengthening of Weyl s Definition of Asymptotic Equal Distribution of Two Families of Finite Sets

Simplification and Strengthening of Weyl s Definition of Asymptotic Equal Distribution of Two Families of Finite Sets Simplifictio d Stregtheig of Weyl s Defiitio of Asymptotic Equl Distributio of Two Fmilies of Fiite Sets Willim F. Trech Triity Uiversity, S Atoio, Texs, USA; wtrech@triity.edu Milig ddress: 95 Pie Le,

More information

is an ordered list of numbers. Each number in a sequence is a term of a sequence. n-1 term

is an ordered list of numbers. Each number in a sequence is a term of a sequence. n-1 term Mthemticl Ptters. Arithmetic Sequeces. Arithmetic Series. To idetify mthemticl ptters foud sequece. To use formul to fid the th term of sequece. To defie, idetify, d pply rithmetic sequeces. To defie rithmetic

More information

arxiv: v1 [math.nt] 5 Jan 2019

arxiv: v1 [math.nt] 5 Jan 2019 GENERAL WP-BAILEY CHAINS rxiv:1901.05890v1 [mth.nt] 5 J 2019 JAMES MC LAUGHLIN AND PETER ZIMMER Abstrct. Motivted by recet pper of Liu d M we describe umber of geerl WP-Biley chis. We show tht my of the

More information

Linear Algebra. Lecture 1 September 19, 2011

Linear Algebra. Lecture 1 September 19, 2011 Lier Algebr Lecture September 9, Outlie Course iformtio Motivtio Outlie of the course Wht is lier lgebr? Chpter. Systems of Lier Equtios. Solvig Lier Systems. Vectors d Mtrices Course iformtio Istructor:

More information

FACULTY OF MATHEMATICAL STUDIES MATHEMATICS FOR PART I ENGINEERING. Lectures

FACULTY OF MATHEMATICAL STUDIES MATHEMATICS FOR PART I ENGINEERING. Lectures FACULTY OF MATHEMATICAL STUDIES MATHEMATICS FOR PART I ENGINEERING Lectures MODULE 0 FURTHER CALCULUS II. Sequeces d series. Rolle s theorem d me vlue theorems 3. Tlor s d Mcluri s theorems 4. L Hopitl

More information

M.A. (ECONOMICS) PART-I PAPER - III BASIC QUANTITATIVE METHODS

M.A. (ECONOMICS) PART-I PAPER - III BASIC QUANTITATIVE METHODS M.A. (ECONOMICS) PART-I BASIC QUANTITATIVE METHODS LESSON NO. 9 AUTHOR : SH. C.S. AGGARWAL MATRICES Mtrix lger eles oe to solve or hdle lrge system of simulteous equtios. Mtrices provide compct wy of writig

More information

10.5 Power Series. In this section, we are going to start talking about power series. A power series is a series of the form

10.5 Power Series. In this section, we are going to start talking about power series. A power series is a series of the form 0.5 Power Series I the lst three sectios, we ve spet most of tht time tlkig bout how to determie if series is coverget or ot. Now it is time to strt lookig t some specific kids of series d we will evetully

More information