Functor and natural operators on symplectic manifolds

Size: px
Start display at page:

Download "Functor and natural operators on symplectic manifolds"

Transcription

1 Fuctor ad atural operators o symplectc mafolds CONSTANTIN PĂTRĂŞCOIU Faculty of Egeerg ad aagemet of Techologcal Systems, Drobeta Turu Sever Uversty of Craova Drobeta Turu Sever, Str. Călugăre, No. ROANIA.patrascou@yahoo.com Abstract. Symplectc mafolds arse aturally abstract formulatos of classcal echacs because the phase spaces Hamltoa mechacs s the cotaget budle of cofgurato mafolds equpped wth a symplectc structure. The atural fuctors ad operators descrbed ths paper ca be helpful both for a ufed descrpto of specfc propretes of symplectc mafolds ad for fdg ls to varous felds of geometrc objects wth applcatos Hamltoa mechacs. Key-words: Fuctors, Natural operators, Symplectc mafolds, Comple structure, Hamltoa.. Itroducto. The geometrcs objects le as vectors, covectors, tesors, metrcs, e.t.c.) o a smooth mafold, are the elemets of the total spaces of a vector budles wth base. The felds of such geometrcs objects are the secto correspodg vector budles. By eample, the vectors o a smooth mafold are the elemets of total space of vector budles T,π, ); the covectors o are the elemets of total space of vector budles T*, p, ). A feld of vectors o the mafold s a secto of the vector budles T,π, ); a feld of covectors o the mafold s a secto of the vector budles T*, p, ). A dfferetal form or a eteror form of degree or a -form s a secto of the vector budle Λ T *, p,) I fact, the vector budle T,π, ) s the value of the fuctor, T: a VB, where a s the category of smooth mafoldsthe morphsms of ths category s smooth maps betwee mafolds) ad VB s the category of vector budles, the morphsms of ths category are morphsms of vector budles []. So, the taget fuctor T, assocates to each mafold, the taget budle T,π, ) ad to each smooth map f: N, a vector budle morphsm Tf: T TN, whch covers f. I the case of the cotaget fuctor T* we ca ot use the whole category a, we use oly mafolds of the same dmeso The cotaget fuctor T* : a m) VB assocates to each m-dmesoal mafold, the cotaget budle T*,π*, ) ad to each local dffeomorphsm f : N, a vector budle morphsm T*f : T* T*N, whch covers f, where T * f ) = T f ) )*: T * T N f ) * So, the cotaget fuctor, T* : a m) VB ad more geeral Λ T * : am) VB, are the budle fuctors from am) to VB, where am) subcategory of a) s the category of m- dmesoal smooth mafolds, the morphsms of ths category are local dffeomorphsms betwee mafolds. Recall that a operator s a rule trasformg the sectos of a fber budles E, p, ) to sectos of aother fber budle E', p ', '). Regardg to the budle fuctors Λ T *, the eteror dervatve d, trasforms sectos of + Λ T * to sectos of Λ T * for every mafold ad d commutes wth local dffeomorphsms. So, d s a atural operator from the fuctor Λ T * to fuctor Λ + T * ad wrtte: d : Λ T * Λ + T *, N ad d : + Λ T * Λ T * for ay am).natural operator from taget to cotaget fuctors o symplectc mafolds. Recall that the couple,ω ) s a almost symplectc mafold f s a smooth mafold ad ω s a almost symplectc form.e. a odegeerate -form o the mafold. If a almost symplectc form ω Ω ) s closed, ω s called symplectc form ad the couple,ω ) s called symplectc mafold. ISBN:

2 If,ω ) s a symplectc mafold. The, each taget space T, ω ) s symplectc vector space ad the mafold s ecessarly of eve dmeso. If s the dmeso of mafold, the product ω = ω ω... ω -factors) ever vashes, thus s oretable ad ay symplectc dffeomorphsm preserve the volume. By Darbou s Theorem such a -dmesoal mafold loos locally le R C wth the stadard symplectc form ω = d dy, 0 where,,...,, y, y,..., y ) are coordates. R C. So symplectc mafolds, cotrast to Remaa mafolds, have o local varats. A symplectomorphsm betwee -dmesoal symplectc mafolds, ω) ad, ω ) s a dffeomorphsm f : satsfyg the codto: f * ω = ω. We deote Smp), the category of -dmesoal symplectc mafolds, the morphsms ths category are the symplectomorphsms. The Smp) s a subcategory of a). We wll cosder the restrcto of taget ad cotaget fuctors to category Symp). Let T,π, ) be the taget budle ad T*,π*, ) the cotaget budle of symplectc mafold. The mafold s edower wth a symplectc structure.e. a odegeerate closed -form ω Ω ). The, each taget space T, ω ), s symplectc vector space. For each we ca defe the map Φ : T T*, X Φ X ) = ω =ω X,. ) Sce ω s odegeerate ths map s a somorphsm betwee the taget space T ad cotaget space T*. The, the map Φ : T T*, Φ /T =Φ, s a somorphsm of taget fber budles T ad cotaget fber budle T*. Let X ) be the set of vector felds of the sectos of taget budle ) ad Ω ) the set of -forms of the sectos of cotaget budle T*,π*, )). There s a oe-to-oe correspodece betwee vector felds ad -forms of mafold, gve by the map Φ : X ) Ω ), Φ X) = Φ o X = X ω. X So, Φ : T T*, s a operator from T to T*. oreover, Φ s a regular operator because every smoothly parameterzed famly of vector felds s trasformed to a smoothly famly of covector felds. Let F ad G be two budle fuctors over mafolds, a smooth mafold, F ad G the fber budle correspodg to ; ΓF) ad ΓG), the set of smooth secto of ths fber budle. Recall that a atural operator A : F G s a system of regular operators A : ΓF) ΓG) satsfyg followg codtos: ) For every secto s ΓF) ad every somorphsm f : N category of mafold t holds A N Ff o s o f - ) = Gf oa s of ) A U s U ) = A s) U for every secto s ΓF) ad every ope submafold U of. Let be T ad T*, the restrcto of taget ad cotaget fuctors to category Symp). Proposto. Φ : T T* s a atural operator betwee the two budle fuctors T ad T*. Proof. Φ s a system of regular operators Φ : X ) Ω ), Ob Symp) Let be, N Ob Symp), ω ad ω N the correspodg sympletc forms. The codto ) from prevously defto s Φ N Tf o X o f - ) = T*f oφ X of for every vector feld X X ) ad for every symplectomorphsm f : N Let be, f) = y N, Z X N) [Φ N Tf o X o f ] Z) y = ω N yt f X, Z y ) [T*f oφ X of ]Z) y = T*f ω )Z y ) X = ω X, Tf Z y ) = f*ω N y) X, T y f Z y ) = ω N yt f X, T f T y f )Z y ) = ω N yt f X, Z y ) I the prevous calculus we have used the equalty ω =f* ω N due the fact that f s a symplectomorphsm. The codto ) s satsfed because the geometrc objects mpled defto of Φ do ot deped o the chages of coordates. A vector feld X X ) s called symplectc f s closed. ω X ISBN:

3 If X X ) s a vector feld ad L X the Le dervatve alog X, the vector feld X X ) s symplectc f ad oly f L X ω =0. Ideed, we ow that L X = X o d + do X. Because ω s closed we have dω =0. But, X s symplectc f ad oly f ω s closed.e. f ad oly f X d X ω) = 0 L X ω = X o d) ω+ do X )ω = X d ω)+d X ω) = d X ω) = 0 f ad oly f X s symplectc. We deote the space of symplectc vector felds by X,ω ) Proposto. Let be X X ) ad L X the Le dervatve The vector feld X s symplectc vector feld X X,ω )) f ad oly f the Le dervatve L X commute wth atural operator Φ : T T*.e. f ad oly f the dagram X ) Φ Ω ) L X L X X ) Φ Ω ) s a commutatve oe. Proof. Φ o L X )Y) = Φ L X Y)) = Φ [X,Y] ) ω = [ X, Y ] = L X o Y - o L Y X )ω = L X Y ω) - L Y X ω). If the vector feld X s symplectc L X ω = 0 the Φ o L X )Y) =L X Y ω) = L X Φ Y)) = L X o Φ )Y). So the equalty holds. Coversely, f the dagram commute. L X ω = 0 ad X s symplectc vector feld. 3. Codferetal operator ad De Rham laplaca. Le for Remaa geometry we defe the De Rham laplaca Hodge laplaca or Beltram operator). Recall that J s a almost comple structure o a mafold f J s a secto of EdT) such that J = -Id,.e. J s a smooth feld of comple structures o the taget spaces,.e. ad J : T T lear ad J = Id. J The almost comple structure J o the mafold s tamed by the symplectc form ω f ωx,jx)>0, X T) -{0}; f moreover ω s J-varat, J s sad to be calbrated. We ow that ay symplectc mafold have a lot a almost comple structure, the space of almost comple structures o a gve symplectc mafold,ω) whch are tamed resp. calbrated) by ω s oempty ad cotractble partcular these spaces are coected). Let J be a almost comple structure o the mafold, tamed by the symplectc form ω. We defe the map gx,y) = ωx,jy) - ωjx,y), X,Y T). Because blearty of ω ad learty of J follow that g s a blear map. However g has the followg propertes: gx,x) = ωx,jx) - ωjx,x) = ωx,jx)>0, X T)-{0}; gjx,jy) = ωjx,j Y) - ωj X,JY) = ωjx,-y) - ω-x,jy) = -ωjx,y) + ωx,jy) = gx,y), X,Y T); gy,x) = gjy,jx) =ωjy,j X) - ωj Y,JX) = ωjy,-x) - ω-y,jx) =ωx,jy) - ωjx,y) =gx,y), X,Y T). The, g s a J-varat Remaa metrc. Let be a symplectc -dmesoal mafold ad ω Ω ) the symplectc form. Let ω be the volume caoc form o, J a almost comple structure o the mafold tamed by the symplectc form ω ad the J-varat Remaa metrc gx,y) = ωx,jy)- ωjx,y). Let F) be the set of real fuctos defed o. We ca defe the map F:Ω ) Ω - ) F) 0. α,β) Ω ) Ω - ) Fα,β) = s Ω o ) such that α β =sω. The real fucto s s well defed because the space of -forms s -dmesoal. So, Fα β)) s a real umber such that α β)) = Fα β))ω ), for ay two -forms α, β ad for ay pot. Proposto. For ay oegatve teger, there s a somorphsm Ψ : Ω ) Ω - ). Proof. The map f : Ω ) Ω - ))* ISBN:

4 α Ω ) f α ) =Fα,. ) Ω - ))* s a somorphsm. There s a somorphsm muscal somorphsm) f :Ω - ) Ω - ))* determed by the Remaa metrc g. The, Ψ =f of : Ω ) Ω - ) s the somorphsm. Let U,u) be a local coordate chart o, u : U u) =,,,, y,y,,y ) R such that the symplectc form ω U = d ) ω = ) dy d dy. We deote e dy. The,! d dy d = d, e = dy ; =,,,. For ay postve tegers s < s <... < s, t < t <... < t such that s t,,j) {,,,} {,,,-} j we have Ψ e s e s s e ) t =±! e t e t e, ± s the sg of the permutato s, s,..., s, t, t,..., t ). If α Ω ), the, Ψ α) s the uque - form such that X, X,, X - T. Ψ α)x, X,, X - ) ω = α θ θ θ -, where θ ss, s =,,,- s the - forms correspodg to X, =,,,-, va duced by muscal somorphsm. Evdetly, f β = fω we have Ψ β)=f ; Ψ ) = ω, Ψ ω )=, Ψ ω ) = ω -. For ay α Ω ), Ψ Ψ α ))=-) -) α Ψ oψ = -) -) Id. The, Ψ s a vertble ad Ψ - =-) -) Ψ. Wth the help of Ψ, we ca defe the operator: δ: Λ T * Λ T *, δ :Ω ) Ω - ) δ α =-) Ψ - dψ α))) =Ψ dψ α))), α Ω ), ad the fberwse scalar product <<, >>:Ω ) Ω ) Ω o ) such that f α,β Ω ), α Ψ β)=β Ψ α)=<<α,β >>ω. If s compact, α,β ) = def. = Ψ <<α ) >> blear form o Ω ) ad α = β ), β ω s odegeerate symmetrc Ψ α, Ψ β) = Ψ α Ψ Ψ =-) -) Ψ α) β =-) -)+-) β Ψ = Ψ β ) α =α,β ). ) β )) α ) Thus,.,.) s a scalar product o Ω ) varat to Ψ. The operator δ: Λ T * Λ T * s a adjot operator for the eteror dfferetal operator d,.e. α, d β ) = δ α, β ) for ay forms α Ω ) ; β Ω - ). Because ω s closed form, Ψ ω)=ω -, dω - = -)dω ω - ad we have δ ω = 0 The De Rham laplaca Hodge laplaca) wll be: Θ =d+δ) =dδ+δd. The De Rham laplaca s self adjo for.,.).e. α, Θβ) = Θα,β). Summarzg, f Λ T * s the atural fuctor o the category of symplectc mafold to the category of vector budles, the: d s atural operator from the fuctor Λ T * to the fuctor Λ + T * ad wrte d : Λ T * Λ + T * ; δ s atural operator from the fuctor Λ + T * to the fuctor Λ T * ad wrte δ : Λ + T * Λ T * ; Θ s atural operator from the fuctor Λ T * to the fuctor Λ T * ad wrte Θ : Λ T * Λ T *. We call the form α Ω ) harmoc f Θ α =0.e. f ad oly f ths form s closed d α =0) ad coclosed δ α =0). From precedet relatos hold that the symplectc form ω s harmoc. If the mafold s compact, the Hodge theorem hold: For ay form α Ω ), < there s three uque forms: β Ω - ), γ Ω ), σ Ω + ) such that α =d β + γ +δ σ, wth γ - harmoc form. The for ay form α Ω ), < there s the forms β Ω - ) ad σ Ω + ) such that δ α = δ d β ad d α = d δ σ. We remar that the -form α=d β + γ +δ σ s ISBN:

5 closed f ad oly f the form δ σ s closed ad the - form α s eact f ad oly f there s a - form σ such that α = d δ σ. The vector feld X o the mafold s a symplectc vector feld f ad oly f X ω = d f + γ +δ σ, wth f Ω o ), γ - harmoc - form, σ Ω ) ad the form δ σ s closed. The vector feld X o the mafold s a Hamltoa vector feld f X ω s eact.e. there s a smooth fucto H : R such that X ω = dh. The fucto H s called Hamltoa fucto of X. So, The vector feld X o the mafold s a Hamltoa vector feld f ad oly f there s a -form σ such that: X ω =d δ σ. The, δ σ : R, s a Hamltoa fucto of X. If q, q,..., q, p, p,..., p ) are local coordates of mafold ad symplectc form ths local coordates s d q d p ad H = δ σ : R s the Hamltoa fucto of X, the δ σ δ σ X = H p q q p The curve qt), pt)) s a tegral curve for X H f δ σ δ σ q& t) =, p& t) = Hamlto p q equatos) Remar. The atural fuctors ad operators ca be used to fd ew propertes of geometrc objects based o some already ow. By eample, usg a sem Remaa metrc g o mafold,.e. a smooth symmetrc tesor feld of type 0, ) whch assgs to each pot a odegeerate er product g o the taget space of sgature, r), we ca defe the eergy of the vector feld X T): f : R, f ) = g X, X ). So, the vector feld X s: tme le, f f < 0 ; ospacele or causal, f f 0 ; ull or lghtle, f f = 0 ; space le, f f > 0. The set of tme-le vector felds ad the set of space-le vector felds are the cove coe. The set of ospacele or causal vector felds s a T poted cove coe. So, taget budle of a symplectc mafold we have atural felds of coes. By meas of atural operator Φ : T T* betwee two budle fuctors T ad T*, we ca eted ths classfcato of vector felds to - forms ad allow to defe felds of coes o a correspodg mafold, to assocate felds of coes o the -taget budle, to defe atural felds of coes o the -cotaget budle, to defe atural, postve ad mootoe operators betwee the -taget ad the -cotaget budle ad. 4. Cocluso. Symplectc mafolds are specal cases of a Posso mafold, arse aturally abstract formulatos of classcal echacs. So, the study of symplectc mafolds s motvatg because the phase spaces Hamltoa mechacs s cotaget budle of cofgurato mafolds the set of all possble cofguratos of a dyamcal system), equpped wth a symplectc structure. The atural fuctors ad operators descrbed ths paper ca be helpful both for a ufed descrpto of specfc propretes of symplectc mafolds ad for fdg ls to varous felds of geometrc objects wth applcatos Hamltoa mechacs. Refereces:. Arfe B.G., Weber J. H., athematcal ethods for Physcsts, 6th edto Harcourt: Sa Dego, 005).. Kolar I., chor P. W., Slova J., Natural operatos dfferetal geometry, Electroc edto. Orgally publshed by Sprger-Verlag, Berl Hedelberg 993, ISBN cduff D., Salamo D., Itroducto to Symplectc Topology, secod ed., Oford athematcal oographs, Claredo Press, Oford Uversty Press, New Yor, Pătrăşcou, C.; Ttrez, A.. Felds of coes o a symplectc mafold, A. Uv. Tm»soara, Sera matematca, vol. XLI, f, 003, Pătrăşcou, C.; Feld of coes o,r)-coveloctes vector budle o a mafold. Bala J. Geom. Appl. 3, No., ). SC Papuc, D.I. ; Feld of coes ad postve operators o vector budle, A. Uv.Tmsoara, Sera matematca, vol. XXX, f, 99, P apuc, D.I. The geometry of a vector budle edowed wth a coe feld, Proceedgs of the 3rd Iteratoal Worshop o Dfferetal Geometry ad ts applcatos, Sbu, vol. V, 997, Puta, Hamltoa echacal Systems ad Geometrc Quatzato, Kluwer 993 ISBN:

DIFFERENTIAL GEOMETRIC APPROACH TO HAMILTONIAN MECHANICS

DIFFERENTIAL GEOMETRIC APPROACH TO HAMILTONIAN MECHANICS DIFFERENTIAL GEOMETRIC APPROACH TO HAMILTONIAN MECHANICS Course Project: Classcal Mechacs (PHY 40) Suja Dabholkar (Y430) Sul Yeshwath (Y444). Itroducto Hamltoa mechacs s geometry phase space. It deals

More information

The Lie Algebra of Smooth Sections of a T-bundle

The Lie Algebra of Smooth Sections of a T-bundle IST Iteratoal Joural of Egeerg Scece, Vol 7, No3-4, 6, Page 8-85 The Le Algera of Smooth Sectos of a T-udle Nadafhah ad H R Salm oghaddam Astract: I ths artcle, we geeralze the cocept of the Le algera

More information

On Submanifolds of an Almost r-paracontact Riemannian Manifold Endowed with a Quarter Symmetric Metric Connection

On Submanifolds of an Almost r-paracontact Riemannian Manifold Endowed with a Quarter Symmetric Metric Connection Theoretcal Mathematcs & Applcatos vol. 4 o. 4 04-7 ISS: 79-9687 prt 79-9709 ole Scepress Ltd 04 O Submafolds of a Almost r-paracotact emaa Mafold Edowed wth a Quarter Symmetrc Metrc Coecto Mob Ahmad Abdullah.

More information

Harley Flanders Differential Forms with Applications to the Physical Sciences. Dover, 1989 (1962) Contents FOREWORD

Harley Flanders Differential Forms with Applications to the Physical Sciences. Dover, 1989 (1962) Contents FOREWORD Harley Fladers Dfferetal Forms wth Applcatos to the Physcal Sceces FORWORD Dover, 989 (962) Cotets PRFAC TO TH DOVR DITION PRFAC TO TH FIRST DITION.. xteror Dfferetal Forms.2. Comparso wth Tesors 2.. The

More information

Semi-Riemann Metric on. the Tangent Bundle and its Index

Semi-Riemann Metric on. the Tangent Bundle and its Index t J Cotem Math Sceces ol 5 o 3 33-44 Sem-Rema Metrc o the Taet Budle ad ts dex smet Ayha Pamuale Uversty Educato Faculty Dezl Turey ayha@auedutr Erol asar Mers Uversty Art ad Scece Faculty 33343 Mers Turey

More information

Poisson Vector Fields on Weil Bundles

Poisson Vector Fields on Weil Bundles dvaces Pure athematcs 205 5 757-766 Publshed Ole November 205 ScRes htt://wwwscrorg/joural/am htt://dxdoorg/04236/am20553069 Posso Vector Felds o Wel Budles Norbert ahougou oukala Basle Guy Rchard Bossoto

More information

A Remark on the Uniform Convergence of Some Sequences of Functions

A Remark on the Uniform Convergence of Some Sequences of Functions Advaces Pure Mathematcs 05 5 57-533 Publshed Ole July 05 ScRes. http://www.scrp.org/joural/apm http://dx.do.org/0.436/apm.05.59048 A Remark o the Uform Covergece of Some Sequeces of Fuctos Guy Degla Isttut

More information

Lecture 3 Probability review (cont d)

Lecture 3 Probability review (cont d) STATS 00: Itroducto to Statstcal Iferece Autum 06 Lecture 3 Probablty revew (cot d) 3. Jot dstrbutos If radom varables X,..., X k are depedet, the ther dstrbuto may be specfed by specfyg the dvdual dstrbuto

More information

A Study on Generalized Generalized Quasi hyperbolic Kac Moody algebra QHGGH of rank 10

A Study on Generalized Generalized Quasi hyperbolic Kac Moody algebra QHGGH of rank 10 Global Joural of Mathematcal Sceces: Theory ad Practcal. ISSN 974-3 Volume 9, Number 3 (7), pp. 43-4 Iteratoal Research Publcato House http://www.rphouse.com A Study o Geeralzed Geeralzed Quas (9) hyperbolc

More information

MATH 247/Winter Notes on the adjoint and on normal operators.

MATH 247/Winter Notes on the adjoint and on normal operators. MATH 47/Wter 00 Notes o the adjot ad o ormal operators I these otes, V s a fte dmesoal er product space over, wth gve er * product uv, T, S, T, are lear operators o V U, W are subspaces of V Whe we say

More information

MOLECULAR VIBRATIONS

MOLECULAR VIBRATIONS MOLECULAR VIBRATIONS Here we wsh to vestgate molecular vbratos ad draw a smlarty betwee the theory of molecular vbratos ad Hückel theory. 1. Smple Harmoc Oscllator Recall that the eergy of a oe-dmesoal

More information

Entropy ISSN by MDPI

Entropy ISSN by MDPI Etropy 2003, 5, 233-238 Etropy ISSN 1099-4300 2003 by MDPI www.mdp.org/etropy O the Measure Etropy of Addtve Cellular Automata Hasa Aı Arts ad Sceces Faculty, Departmet of Mathematcs, Harra Uversty; 63100,

More information

Unit 9. The Tangent Bundle

Unit 9. The Tangent Bundle Ut 9. The Taget Budle ========================================================================================== ---------- The taget sace of a submafold of R, detfcato of taget vectors wth dervatos at

More information

Assignment 5/MATH 247/Winter Due: Friday, February 19 in class (!) (answers will be posted right after class)

Assignment 5/MATH 247/Winter Due: Friday, February 19 in class (!) (answers will be posted right after class) Assgmet 5/MATH 7/Wter 00 Due: Frday, February 9 class (!) (aswers wll be posted rght after class) As usual, there are peces of text, before the questos [], [], themselves. Recall: For the quadratc form

More information

Arithmetic Mean and Geometric Mean

Arithmetic Mean and Geometric Mean Acta Mathematca Ntresa Vol, No, p 43 48 ISSN 453-6083 Arthmetc Mea ad Geometrc Mea Mare Varga a * Peter Mchalča b a Departmet of Mathematcs, Faculty of Natural Sceces, Costate the Phlosopher Uversty Ntra,

More information

Strong Convergence of Weighted Averaged Approximants of Asymptotically Nonexpansive Mappings in Banach Spaces without Uniform Convexity

Strong Convergence of Weighted Averaged Approximants of Asymptotically Nonexpansive Mappings in Banach Spaces without Uniform Convexity BULLETIN of the MALAYSIAN MATHEMATICAL SCIENCES SOCIETY Bull. Malays. Math. Sc. Soc. () 7 (004), 5 35 Strog Covergece of Weghted Averaged Appromats of Asymptotcally Noepasve Mappgs Baach Spaces wthout

More information

4 Inner Product Spaces

4 Inner Product Spaces 11.MH1 LINEAR ALGEBRA Summary Notes 4 Ier Product Spaces Ier product s the abstracto to geeral vector spaces of the famlar dea of the scalar product of two vectors or 3. I what follows, keep these key

More information

1 Lyapunov Stability Theory

1 Lyapunov Stability Theory Lyapuov Stablty heory I ths secto we cosder proofs of stablty of equlbra of autoomous systems. hs s stadard theory for olear systems, ad oe of the most mportat tools the aalyss of olear systems. It may

More information

Maps on Triangular Matrix Algebras

Maps on Triangular Matrix Algebras Maps o ragular Matrx lgebras HMED RMZI SOUROUR Departmet of Mathematcs ad Statstcs Uversty of Vctora Vctora, BC V8W 3P4 CND sourour@mathuvcca bstract We surveys results about somorphsms, Jorda somorphsms,

More information

Q-analogue of a Linear Transformation Preserving Log-concavity

Q-analogue of a Linear Transformation Preserving Log-concavity Iteratoal Joural of Algebra, Vol. 1, 2007, o. 2, 87-94 Q-aalogue of a Lear Trasformato Preservg Log-cocavty Daozhog Luo Departmet of Mathematcs, Huaqao Uversty Quazhou, Fua 362021, P. R. Cha ldzblue@163.com

More information

Infinitesimal Automorphisms in the Tangent Bundle of a Riemannian Manifold with Horizontal Lift of Affine Connection

Infinitesimal Automorphisms in the Tangent Bundle of a Riemannian Manifold with Horizontal Lift of Affine Connection Cag a J Sc 2007; 34(2) 5 Cag a J Sc 2007; 34(2) : 5-59 wwwscececmuact/joural-scece/josctml Cotrbuted Paper Iftesmal Automorpsms te Taget Budle of a Remaa afold wt orzotal Lft of Affe Coecto Ayd Gezer *,

More information

Hypersurfaces with Constant Scalar Curvature in a Hyperbolic Space Form

Hypersurfaces with Constant Scalar Curvature in a Hyperbolic Space Form Hypersurfaces wth Costat Scalar Curvature a Hyperbolc Space Form Lu Xm ad Su Wehog Abstract Let M be a complete hypersurface wth costat ormalzed scalar curvature R a hyperbolc space form H +1. We prove

More information

A New Method for Solving Fuzzy Linear. Programming by Solving Linear Programming

A New Method for Solving Fuzzy Linear. Programming by Solving Linear Programming ppled Matheatcal Sceces Vol 008 o 50 7-80 New Method for Solvg Fuzzy Lear Prograg by Solvg Lear Prograg S H Nasser a Departet of Matheatcs Faculty of Basc Sceces Mazadara Uversty Babolsar Ira b The Research

More information

On the construction of symmetric nonnegative matrix with prescribed Ritz values

On the construction of symmetric nonnegative matrix with prescribed Ritz values Joural of Lear ad Topologcal Algebra Vol. 3, No., 14, 61-66 O the costructo of symmetrc oegatve matrx wth prescrbed Rtz values A. M. Nazar a, E. Afshar b a Departmet of Mathematcs, Arak Uversty, P.O. Box

More information

PROJECTION PROBLEM FOR REGULAR POLYGONS

PROJECTION PROBLEM FOR REGULAR POLYGONS Joural of Mathematcal Sceces: Advaces ad Applcatos Volume, Number, 008, Pages 95-50 PROJECTION PROBLEM FOR REGULAR POLYGONS College of Scece Bejg Forestry Uversty Bejg 0008 P. R. Cha e-mal: sl@bjfu.edu.c

More information

Chapter 4 Multiple Random Variables

Chapter 4 Multiple Random Variables Revew for the prevous lecture: Theorems ad Examples: How to obta the pmf (pdf) of U = g (, Y) ad V = g (, Y) Chapter 4 Multple Radom Varables Chapter 44 Herarchcal Models ad Mxture Dstrbutos Examples:

More information

LINEAR RECURRENT SEQUENCES AND POWERS OF A SQUARE MATRIX

LINEAR RECURRENT SEQUENCES AND POWERS OF A SQUARE MATRIX INTEGERS: ELECTRONIC JOURNAL OF COMBINATORIAL NUMBER THEORY 6 2006, #A12 LINEAR RECURRENT SEQUENCES AND POWERS OF A SQUARE MATRIX Hacèe Belbachr 1 USTHB, Departmet of Mathematcs, POBox 32 El Ala, 16111,

More information

h-analogue of Fibonacci Numbers

h-analogue of Fibonacci Numbers h-aalogue of Fboacc Numbers arxv:090.0038v [math-ph 30 Sep 009 H.B. Beaoum Prce Mohammad Uversty, Al-Khobar 395, Saud Araba Abstract I ths paper, we troduce the h-aalogue of Fboacc umbers for o-commutatve

More information

Generalization of the Dissimilarity Measure of Fuzzy Sets

Generalization of the Dissimilarity Measure of Fuzzy Sets Iteratoal Mathematcal Forum 2 2007 o. 68 3395-3400 Geeralzato of the Dssmlarty Measure of Fuzzy Sets Faramarz Faghh Boformatcs Laboratory Naobotechology Research Ceter vesa Research Isttute CECR Tehra

More information

Double Dominating Energy of Some Graphs

Double Dominating Energy of Some Graphs Iter. J. Fuzzy Mathematcal Archve Vol. 4, No., 04, -7 ISSN: 30 34 (P), 30 350 (ole) Publshed o 5 March 04 www.researchmathsc.org Iteratoal Joural of V.Kaladev ad G.Sharmla Dev P.G & Research Departmet

More information

MMJ 1113 FINITE ELEMENT METHOD Introduction to PART I

MMJ 1113 FINITE ELEMENT METHOD Introduction to PART I MMJ FINITE EEMENT METHOD Cotut requremets Assume that the fuctos appearg uder the tegral the elemet equatos cota up to (r) th order To esure covergece N must satsf Compatblt requremet the fuctos must have

More information

Generalized Convex Functions on Fractal Sets and Two Related Inequalities

Generalized Convex Functions on Fractal Sets and Two Related Inequalities Geeralzed Covex Fuctos o Fractal Sets ad Two Related Iequaltes Huxa Mo, X Su ad Dogya Yu 3,,3School of Scece, Bejg Uversty of Posts ad Telecommucatos, Bejg,00876, Cha, Correspodece should be addressed

More information

CS5620 Intro to Computer Graphics

CS5620 Intro to Computer Graphics CS56 Itro to Computer Graphcs Geometrc Modelg art II Geometrc Modelg II hyscal Sples Curve desg pre-computers Cubc Sples Stadard sple put set of pots { } =, No dervatves specfed as put Iterpolate by cubc

More information

ANALYSIS ON THE NATURE OF THE BASIC EQUATIONS IN SYNERGETIC INTER-REPRESENTATION NETWORK

ANALYSIS ON THE NATURE OF THE BASIC EQUATIONS IN SYNERGETIC INTER-REPRESENTATION NETWORK Far East Joural of Appled Mathematcs Volume, Number, 2008, Pages Ths paper s avalable ole at http://www.pphm.com 2008 Pushpa Publshg House ANALYSIS ON THE NATURE OF THE ASI EQUATIONS IN SYNERGETI INTER-REPRESENTATION

More information

Point Estimation: definition of estimators

Point Estimation: definition of estimators Pot Estmato: defto of estmators Pot estmator: ay fucto W (X,..., X ) of a data sample. The exercse of pot estmato s to use partcular fuctos of the data order to estmate certa ukow populato parameters.

More information

CHAPTER 4 RADICAL EXPRESSIONS

CHAPTER 4 RADICAL EXPRESSIONS 6 CHAPTER RADICAL EXPRESSIONS. The th Root of a Real Number A real umber a s called the th root of a real umber b f Thus, for example: s a square root of sce. s also a square root of sce ( ). s a cube

More information

arxiv: v1 [math.dg] 8 Jun 2016

arxiv: v1 [math.dg] 8 Jun 2016 arxv:606.02539v [math.dg] 8 Ju 206 Ivarat Este metrcs o geeralzed flag mafolds of Sp) ad SO2) Lucaa Aparecda Alves ad Neto Perera da Slva September 24 208 Abstract It s well kow that the Este equato o

More information

ρ < 1 be five real numbers. The

ρ < 1 be five real numbers. The Lecture o BST 63: Statstcal Theory I Ku Zhag, /0/006 Revew for the prevous lecture Deftos: covarace, correlato Examples: How to calculate covarace ad correlato Theorems: propertes of correlato ad covarace

More information

Chapter 5 Properties of a Random Sample

Chapter 5 Properties of a Random Sample Lecture 6 o BST 63: Statstcal Theory I Ku Zhag, /0/008 Revew for the prevous lecture Cocepts: t-dstrbuto, F-dstrbuto Theorems: Dstrbutos of sample mea ad sample varace, relatoshp betwee sample mea ad sample

More information

The Mathematical Appendix

The Mathematical Appendix The Mathematcal Appedx Defto A: If ( Λ, Ω, where ( λ λ λ whch the probablty dstrbutos,,..., Defto A. uppose that ( Λ,,..., s a expermet type, the σ-algebra o λ λ λ are defed s deoted by ( (,,...,, σ Ω.

More information

III-16 G. Brief Review of Grand Orthogonality Theorem and impact on Representations (Γ i ) l i = h n = number of irreducible representations.

III-16 G. Brief Review of Grand Orthogonality Theorem and impact on Representations (Γ i ) l i = h n = number of irreducible representations. III- G. Bref evew of Grad Orthogoalty Theorem ad mpact o epresetatos ( ) GOT: h [ () m ] [ () m ] δδ δmm ll GOT puts great restrcto o form of rreducble represetato also o umber: l h umber of rreducble

More information

The Role of Root System in Classification of Symmetric Spaces

The Role of Root System in Classification of Symmetric Spaces Amerca Joural of Mathematcs ad Statstcs 2016, 6(5: 197-202 DOI: 10.5923/j.ajms.20160605.01 The Role of Root System Classfcato of Symmetrc Spaces M-Alam A. H. Ahmed 1,2 1 Departmet of Mathematcs, Faculty

More information

ONE GENERALIZED INEQUALITY FOR CONVEX FUNCTIONS ON THE TRIANGLE

ONE GENERALIZED INEQUALITY FOR CONVEX FUNCTIONS ON THE TRIANGLE Joural of Pure ad Appled Mathematcs: Advaces ad Applcatos Volume 4 Number 205 Pages 77-87 Avalable at http://scetfcadvaces.co. DOI: http://.do.org/0.8642/jpamaa_7002534 ONE GENERALIZED INEQUALITY FOR CONVEX

More information

Chapter 9 Jordan Block Matrices

Chapter 9 Jordan Block Matrices Chapter 9 Jorda Block atrces I ths chapter we wll solve the followg problem. Gve a lear operator T fd a bass R of F such that the matrx R (T) s as smple as possble. f course smple s a matter of taste.

More information

Ideal multigrades with trigonometric coefficients

Ideal multigrades with trigonometric coefficients Ideal multgrades wth trgoometrc coeffcets Zarathustra Brady December 13, 010 1 The problem A (, k) multgrade s defed as a par of dstct sets of tegers such that (a 1,..., a ; b 1,..., b ) a j = =1 for all

More information

Beam Warming Second-Order Upwind Method

Beam Warming Second-Order Upwind Method Beam Warmg Secod-Order Upwd Method Petr Valeta Jauary 6, 015 Ths documet s a part of the assessmet work for the subject 1DRP Dfferetal Equatos o Computer lectured o FNSPE CTU Prague. Abstract Ths documet

More information

X ε ) = 0, or equivalently, lim

X ε ) = 0, or equivalently, lim Revew for the prevous lecture Cocepts: order statstcs Theorems: Dstrbutos of order statstcs Examples: How to get the dstrbuto of order statstcs Chapter 5 Propertes of a Radom Sample Secto 55 Covergece

More information

THE PROBABILISTIC STABILITY FOR THE GAMMA FUNCTIONAL EQUATION

THE PROBABILISTIC STABILITY FOR THE GAMMA FUNCTIONAL EQUATION Joural of Scece ad Arts Year 12, No. 3(2), pp. 297-32, 212 ORIGINAL AER THE ROBABILISTIC STABILITY FOR THE GAMMA FUNCTIONAL EQUATION DOREL MIHET 1, CLAUDIA ZAHARIA 1 Mauscrpt receved: 3.6.212; Accepted

More information

arxiv: v1 [math.dg] 25 Apr 2017

arxiv: v1 [math.dg] 25 Apr 2017 THE DIRAC OPERATOR O LOCALLY REDUCIBLE RIEMAIA MAIFOLDS arxv:704.0794v [math.dg] 25 Apr 207 YOGFA CHE Abstract. I ths ote, we get estmates o the egevalues of the Drac operator o locally reducble Remaa

More information

. The set of these sums. be a partition of [ ab, ]. Consider the sum f( x) f( x 1)

. The set of these sums. be a partition of [ ab, ]. Consider the sum f( x) f( x 1) Chapter 7 Fuctos o Bouded Varato. Subject: Real Aalyss Level: M.Sc. Source: Syed Gul Shah (Charma, Departmet o Mathematcs, US Sargodha Collected & Composed by: Atq ur Rehma (atq@mathcty.org, http://www.mathcty.org

More information

STK4011 and STK9011 Autumn 2016

STK4011 and STK9011 Autumn 2016 STK4 ad STK9 Autum 6 Pot estmato Covers (most of the followg materal from chapter 7: Secto 7.: pages 3-3 Secto 7..: pages 3-33 Secto 7..: pages 35-3 Secto 7..3: pages 34-35 Secto 7.3.: pages 33-33 Secto

More information

AN UPPER BOUND FOR THE PERMANENT VERSUS DETERMINANT PROBLEM BRUNO GRENET

AN UPPER BOUND FOR THE PERMANENT VERSUS DETERMINANT PROBLEM BRUNO GRENET AN UPPER BOUND FOR THE PERMANENT VERSUS DETERMINANT PROBLEM BRUNO GRENET Abstract. The Permaet versus Determat problem s the followg: Gve a matrx X of determates over a feld of characterstc dfferet from

More information

Chapter 2 - Free Vibration of Multi-Degree-of-Freedom Systems - II

Chapter 2 - Free Vibration of Multi-Degree-of-Freedom Systems - II CEE49b Chapter - Free Vbrato of Mult-Degree-of-Freedom Systems - II We ca obta a approxmate soluto to the fudametal atural frequecy through a approxmate formula developed usg eergy prcples by Lord Raylegh

More information

18.413: Error Correcting Codes Lab March 2, Lecture 8

18.413: Error Correcting Codes Lab March 2, Lecture 8 18.413: Error Correctg Codes Lab March 2, 2004 Lecturer: Dael A. Spelma Lecture 8 8.1 Vector Spaces A set C {0, 1} s a vector space f for x all C ad y C, x + y C, where we take addto to be compoet wse

More information

Log1 Contest Round 2 Theta Complex Numbers. 4 points each. 5 points each

Log1 Contest Round 2 Theta Complex Numbers. 4 points each. 5 points each 01 Log1 Cotest Roud Theta Complex Numbers 1 Wrte a b Wrte a b form: 1 5 form: 1 5 4 pots each Wrte a b form: 65 4 4 Evaluate: 65 5 Determe f the followg statemet s always, sometmes, or ever true (you may

More information

Assignment 7/MATH 247/Winter, 2010 Due: Friday, March 19. Powers of a square matrix

Assignment 7/MATH 247/Winter, 2010 Due: Friday, March 19. Powers of a square matrix Assgmet 7/MATH 47/Wter, 00 Due: Frday, March 9 Powers o a square matrx Gve a square matrx A, ts powers A or large, or eve arbtrary, teger expoets ca be calculated by dagoalzg A -- that s possble (!) Namely,

More information

Transforms that are commonly used are separable

Transforms that are commonly used are separable Trasforms s Trasforms that are commoly used are separable Eamples: Two-dmesoal DFT DCT DST adamard We ca the use -D trasforms computg the D separable trasforms: Take -D trasform of the rows > rows ( )

More information

Mu Sequences/Series Solutions National Convention 2014

Mu Sequences/Series Solutions National Convention 2014 Mu Sequeces/Seres Solutos Natoal Coveto 04 C 6 E A 6C A 6 B B 7 A D 7 D C 7 A B 8 A B 8 A C 8 E 4 B 9 B 4 E 9 B 4 C 9 E C 0 A A 0 D B 0 C C Usg basc propertes of arthmetc sequeces, we fd a ad bm m We eed

More information

A New Measure of Probabilistic Entropy. and its Properties

A New Measure of Probabilistic Entropy. and its Properties Appled Mathematcal Sceces, Vol. 4, 200, o. 28, 387-394 A New Measure of Probablstc Etropy ad ts Propertes Rajeesh Kumar Departmet of Mathematcs Kurukshetra Uversty Kurukshetra, Ida rajeesh_kuk@redffmal.com

More information

Some Different Perspectives on Linear Least Squares

Some Different Perspectives on Linear Least Squares Soe Dfferet Perspectves o Lear Least Squares A stadard proble statstcs s to easure a respose or depedet varable, y, at fed values of oe or ore depedet varables. Soetes there ests a deterstc odel y f (,,

More information

International Journal of Mathematical Archive-5(8), 2014, Available online through ISSN

International Journal of Mathematical Archive-5(8), 2014, Available online through   ISSN Iteratoal Joural of Mathematcal Archve-5(8) 204 25-29 Avalable ole through www.jma.fo ISSN 2229 5046 COMMON FIXED POINT OF GENERALIZED CONTRACTION MAPPING IN FUZZY METRIC SPACES Hamd Mottagh Golsha* ad

More information

E be a set of parameters. A pair FE, is called a soft. A and GB, over X is the soft set HC,, and GB, over X is the soft set HC,, where.

E be a set of parameters. A pair FE, is called a soft. A and GB, over X is the soft set HC,, and GB, over X is the soft set HC,, where. The Exteso of Sgular Homology o the Category of Soft Topologcal Spaces Sad Bayramov Leoard Mdzarshvl Cgdem Guduz (Aras) Departmet of Mathematcs Kafkas Uversty Kars 3600-Turkey Departmet of Mathematcs Georga

More information

Econometric Methods. Review of Estimation

Econometric Methods. Review of Estimation Ecoometrc Methods Revew of Estmato Estmatg the populato mea Radom samplg Pot ad terval estmators Lear estmators Ubased estmators Lear Ubased Estmators (LUEs) Effcecy (mmum varace) ad Best Lear Ubased Estmators

More information

Non-uniform Turán-type problems

Non-uniform Turán-type problems Joural of Combatoral Theory, Seres A 111 2005 106 110 wwwelsevercomlocatecta No-uform Turá-type problems DhruvMubay 1, Y Zhao 2 Departmet of Mathematcs, Statstcs, ad Computer Scece, Uversty of Illos at

More information

Analysis of Lagrange Interpolation Formula

Analysis of Lagrange Interpolation Formula P IJISET - Iteratoal Joural of Iovatve Scece, Egeerg & Techology, Vol. Issue, December 4. www.jset.com ISS 348 7968 Aalyss of Lagrage Iterpolato Formula Vjay Dahya PDepartmet of MathematcsMaharaja Surajmal

More information

On A Two Dimensional Finsler Space Whose Geodesics Are Semi- Elipses and Pair of Straight Lines

On A Two Dimensional Finsler Space Whose Geodesics Are Semi- Elipses and Pair of Straight Lines IOSR Joural of Mathematcs (IOSR-JM) e-issn: 78-578 -ISSN:39-765X Volume 0 Issue Ver VII (Mar-Ar 04) PP 43-5 wwwosrjouralsorg O A Two Dmesoal Fsler Sace Whose Geodescs Are Sem- Elses ad Par of Straght es

More information

Functions of Random Variables

Functions of Random Variables Fuctos of Radom Varables Chapter Fve Fuctos of Radom Varables 5. Itroducto A geeral egeerg aalyss model s show Fg. 5.. The model output (respose) cotas the performaces of a system or product, such as weght,

More information

Summary of the lecture in Biostatistics

Summary of the lecture in Biostatistics Summary of the lecture Bostatstcs Probablty Desty Fucto For a cotuos radom varable, a probablty desty fucto s a fucto such that: 0 dx a b) b a dx A probablty desty fucto provdes a smple descrpto of the

More information

x y exp λ'. x exp λ 2. x exp 1.

x y exp λ'. x exp λ 2. x exp 1. egecosmcd Egevalue-egevector of the secod dervatve operator d /d hs leads to Fourer seres (se, cose, Legedre, Bessel, Chebyshev, etc hs s a eample of a systematc way of geeratg a set of mutually orthogoal

More information

A tighter lower bound on the circuit size of the hardest Boolean functions

A tighter lower bound on the circuit size of the hardest Boolean functions Electroc Colloquum o Computatoal Complexty, Report No. 86 2011) A tghter lower boud o the crcut sze of the hardest Boolea fuctos Masak Yamamoto Abstract I [IPL2005], Fradse ad Mlterse mproved bouds o the

More information

PTAS for Bin-Packing

PTAS for Bin-Packing CS 663: Patter Matchg Algorthms Scrbe: Che Jag /9/00. Itroducto PTAS for B-Packg The B-Packg problem s NP-hard. If we use approxmato algorthms, the B-Packg problem could be solved polyomal tme. For example,

More information

0/1 INTEGER PROGRAMMING AND SEMIDEFINTE PROGRAMMING

0/1 INTEGER PROGRAMMING AND SEMIDEFINTE PROGRAMMING CONVEX OPIMIZAION AND INERIOR POIN MEHODS FINAL PROJEC / INEGER PROGRAMMING AND SEMIDEFINE PROGRAMMING b Luca Buch ad Natala Vktorova CONENS:.Itroducto.Formulato.Applcato to Kapsack Problem 4.Cuttg Plaes

More information

The Arithmetic-Geometric mean inequality in an external formula. Yuki Seo. October 23, 2012

The Arithmetic-Geometric mean inequality in an external formula. Yuki Seo. October 23, 2012 Sc. Math. Japocae Vol. 00, No. 0 0000, 000 000 1 The Arthmetc-Geometrc mea equalty a exteral formula Yuk Seo October 23, 2012 Abstract. The classcal Jese equalty ad ts reverse are dscussed by meas of terally

More information

Solutions to problem set ); (, ) (

Solutions to problem set ); (, ) ( Solutos to proble set.. L = ( yp p ); L = ( p p ); y y L, L = yp p, p p = yp p, + p [, p ] y y y = yp + p = L y Here we use for eaple that yp, p = yp p p yp = yp, p = yp : factors that coute ca be treated

More information

Lebesgue Measure of Generalized Cantor Set

Lebesgue Measure of Generalized Cantor Set Aals of Pure ad Appled Mathematcs Vol., No.,, -8 ISSN: -8X P), -888ole) Publshed o 8 May www.researchmathsc.org Aals of Lebesgue Measure of Geeralzed ator Set Md. Jahurul Islam ad Md. Shahdul Islam Departmet

More information

Solving Constrained Flow-Shop Scheduling. Problems with Three Machines

Solving Constrained Flow-Shop Scheduling. Problems with Three Machines It J Cotemp Math Sceces, Vol 5, 2010, o 19, 921-929 Solvg Costraed Flow-Shop Schedulg Problems wth Three Maches P Pada ad P Rajedra Departmet of Mathematcs, School of Advaced Sceces, VIT Uversty, Vellore-632

More information

On L- Fuzzy Sets. T. Rama Rao, Ch. Prabhakara Rao, Dawit Solomon And Derso Abeje.

On L- Fuzzy Sets. T. Rama Rao, Ch. Prabhakara Rao, Dawit Solomon And Derso Abeje. Iteratoal Joural of Fuzzy Mathematcs ad Systems. ISSN 2248-9940 Volume 3, Number 5 (2013), pp. 375-379 Research Ida Publcatos http://www.rpublcato.com O L- Fuzzy Sets T. Rama Rao, Ch. Prabhakara Rao, Dawt

More information

Derived Limits in Quasi-Abelian Categories

Derived Limits in Quasi-Abelian Categories Prépublcatos Mathématques de l Uversté Pars-Nord Derved Lmts Quas-Abela Categores by Fabee Prosmas 98-10 March 98 Laboratore Aalyse, Géométre et Applcatos, UMR 7539 sttut Gallée, Uversté Pars-Nord 93430

More information

Rademacher Complexity. Examples

Rademacher Complexity. Examples Algorthmc Foudatos of Learg Lecture 3 Rademacher Complexty. Examples Lecturer: Patrck Rebesch Verso: October 16th 018 3.1 Itroducto I the last lecture we troduced the oto of Rademacher complexty ad showed

More information

Integral Equation Methods. Jacob White. Thanks to Deepak Ramaswamy, Michal Rewienski, Xin Wang and Karen Veroy

Integral Equation Methods. Jacob White. Thanks to Deepak Ramaswamy, Michal Rewienski, Xin Wang and Karen Veroy Itroducto to Smulato - Lecture 22 Itegral Equato ethods Jacob Whte Thaks to Deepak Ramaswamy, chal Rewesk, X Wag ad Kare Veroy Outle Itegral Equato ethods Exteror versus teror problems Start wth usg pot

More information

1 Onto functions and bijections Applications to Counting

1 Onto functions and bijections Applications to Counting 1 Oto fuctos ad bectos Applcatos to Coutg Now we move o to a ew topc. Defto 1.1 (Surecto. A fucto f : A B s sad to be surectve or oto f for each b B there s some a A so that f(a B. What are examples of

More information

On Eccentricity Sum Eigenvalue and Eccentricity Sum Energy of a Graph

On Eccentricity Sum Eigenvalue and Eccentricity Sum Energy of a Graph Aals of Pure ad Appled Mathematcs Vol. 3, No., 7, -3 ISSN: 79-87X (P, 79-888(ole Publshed o 3 March 7 www.researchmathsc.org DOI: http://dx.do.org/.7/apam.3a Aals of O Eccetrcty Sum Egealue ad Eccetrcty

More information

Johns Hopkins University Department of Biostatistics Math Review for Introductory Courses

Johns Hopkins University Department of Biostatistics Math Review for Introductory Courses Johs Hopks Uverst Departmet of Bostatstcs Math Revew for Itroductor Courses Ratoale Bostatstcs courses wll rel o some fudametal mathematcal relatoshps, fuctos ad otato. The purpose of ths Math Revew s

More information

Johns Hopkins University Department of Biostatistics Math Review for Introductory Courses

Johns Hopkins University Department of Biostatistics Math Review for Introductory Courses Johs Hopks Uverst Departmet of Bostatstcs Math Revew for Itroductor Courses Ratoale Bostatstcs courses wll rel o some fudametal mathematcal relatoshps, fuctos ad otato. The purpose of ths Math Revew s

More information

1 0, x? x x. 1 Root finding. 1.1 Introduction. Solve[x^2-1 0,x] {{x -1},{x 1}} Plot[x^2-1,{x,-2,2}] 3

1 0, x? x x. 1 Root finding. 1.1 Introduction. Solve[x^2-1 0,x] {{x -1},{x 1}} Plot[x^2-1,{x,-2,2}] 3 Adrew Powuk - http://www.powuk.com- Math 49 (Numercal Aalyss) Root fdg. Itroducto f ( ),?,? Solve[^-,] {{-},{}} Plot[^-,{,-,}] Cubc equato https://e.wkpeda.org/wk/cubc_fucto Quartc equato https://e.wkpeda.org/wk/quartc_fucto

More information

( ) 2 2. Multi-Layer Refraction Problem Rafael Espericueta, Bakersfield College, November, 2006

( ) 2 2. Multi-Layer Refraction Problem Rafael Espericueta, Bakersfield College, November, 2006 Mult-Layer Refracto Problem Rafael Espercueta, Bakersfeld College, November, 006 Lght travels at dfferet speeds through dfferet meda, but refracts at layer boudares order to traverse the least-tme path.

More information

ON THE LOGARITHMIC INTEGRAL

ON THE LOGARITHMIC INTEGRAL Hacettepe Joural of Mathematcs ad Statstcs Volume 39(3) (21), 393 41 ON THE LOGARITHMIC INTEGRAL Bra Fsher ad Bljaa Jolevska-Tueska Receved 29:9 :29 : Accepted 2 :3 :21 Abstract The logarthmc tegral l(x)

More information

SUBCLASS OF HARMONIC UNIVALENT FUNCTIONS ASSOCIATED WITH SALAGEAN DERIVATIVE. Sayali S. Joshi

SUBCLASS OF HARMONIC UNIVALENT FUNCTIONS ASSOCIATED WITH SALAGEAN DERIVATIVE. Sayali S. Joshi Faculty of Sceces ad Matheatcs, Uversty of Nš, Serba Avalable at: http://wwwpfacyu/float Float 3:3 (009), 303 309 DOI:098/FIL0903303J SUBCLASS OF ARMONIC UNIVALENT FUNCTIONS ASSOCIATED WIT SALAGEAN DERIVATIVE

More information

ENGI 4421 Joint Probability Distributions Page Joint Probability Distributions [Navidi sections 2.5 and 2.6; Devore sections

ENGI 4421 Joint Probability Distributions Page Joint Probability Distributions [Navidi sections 2.5 and 2.6; Devore sections ENGI 441 Jot Probablty Dstrbutos Page 7-01 Jot Probablty Dstrbutos [Navd sectos.5 ad.6; Devore sectos 5.1-5.] The jot probablty mass fucto of two dscrete radom quattes, s, P ad p x y x y The margal probablty

More information

Bounds on the expected entropy and KL-divergence of sampled multinomial distributions. Brandon C. Roy

Bounds on the expected entropy and KL-divergence of sampled multinomial distributions. Brandon C. Roy Bouds o the expected etropy ad KL-dvergece of sampled multomal dstrbutos Brado C. Roy bcroy@meda.mt.edu Orgal: May 18, 2011 Revsed: Jue 6, 2011 Abstract Iformato theoretc quattes calculated from a sampled

More information

α1 α2 Simplex and Rectangle Elements Multi-index Notation of polynomials of degree Definition: The set P k will be the set of all functions:

α1 α2 Simplex and Rectangle Elements Multi-index Notation of polynomials of degree Definition: The set P k will be the set of all functions: Smplex ad Rectagle Elemets Mult-dex Notato = (,..., ), o-egatve tegers = = β = ( β,..., β ) the + β = ( + β,..., + β ) + x = x x x x = x x β β + D = D = D D x x x β β Defto: The set P of polyomals of degree

More information

Exercises for Square-Congruence Modulo n ver 11

Exercises for Square-Congruence Modulo n ver 11 Exercses for Square-Cogruece Modulo ver Let ad ab,.. Mark True or False. a. 3S 30 b. 3S 90 c. 3S 3 d. 3S 4 e. 4S f. 5S g. 0S 55 h. 8S 57. 9S 58 j. S 76 k. 6S 304 l. 47S 5347. Fd the equvalece classes duced

More information

A NEW LOG-NORMAL DISTRIBUTION

A NEW LOG-NORMAL DISTRIBUTION Joural of Statstcs: Advaces Theory ad Applcatos Volume 6, Number, 06, Pages 93-04 Avalable at http://scetfcadvaces.co. DOI: http://dx.do.org/0.864/jsata_700705 A NEW LOG-NORMAL DISTRIBUTION Departmet of

More information

The Primitive Idempotents in

The Primitive Idempotents in Iteratoal Joural of Algebra, Vol, 00, o 5, 3 - The Prmtve Idempotets FC - I Kulvr gh Departmet of Mathematcs, H College r Jwa Nagar (rsa)-5075, Ida kulvrsheora@yahoocom K Arora Departmet of Mathematcs,

More information

AN EULER-MC LAURIN FORMULA FOR INFINITE DIMENSIONAL SPACES

AN EULER-MC LAURIN FORMULA FOR INFINITE DIMENSIONAL SPACES AN EULER-MC LAURIN FORMULA FOR INFINITE DIMENSIONAL SPACES Jose Javer Garca Moreta Graduate Studet of Physcs ( Sold State ) at UPV/EHU Address: P.O 6 890 Portugalete, Vzcaya (Spa) Phoe: (00) 3 685 77 16

More information

best estimate (mean) for X uncertainty or error in the measurement (systematic, random or statistical) best

best estimate (mean) for X uncertainty or error in the measurement (systematic, random or statistical) best Error Aalyss Preamble Wheever a measuremet s made, the result followg from that measuremet s always subject to ucertaty The ucertaty ca be reduced by makg several measuremets of the same quatty or by mprovg

More information

Research Article A New Iterative Method for Common Fixed Points of a Finite Family of Nonexpansive Mappings

Research Article A New Iterative Method for Common Fixed Points of a Finite Family of Nonexpansive Mappings Hdaw Publshg Corporato Iteratoal Joural of Mathematcs ad Mathematcal Sceces Volume 009, Artcle ID 391839, 9 pages do:10.1155/009/391839 Research Artcle A New Iteratve Method for Commo Fxed Pots of a Fte

More information

EVALUATION OF FUNCTIONAL INTEGRALS BY MEANS OF A SERIES AND THE METHOD OF BOREL TRANSFORM

EVALUATION OF FUNCTIONAL INTEGRALS BY MEANS OF A SERIES AND THE METHOD OF BOREL TRANSFORM EVALUATION OF FUNCTIONAL INTEGRALS BY MEANS OF A SERIES AND THE METHOD OF BOREL TRANSFORM Jose Javer Garca Moreta Ph. D research studet at the UPV/EHU (Uversty of Basque coutry) Departmet of Theoretcal

More information

C-1: Aerodynamics of Airfoils 1 C-2: Aerodynamics of Airfoils 2 C-3: Panel Methods C-4: Thin Airfoil Theory

C-1: Aerodynamics of Airfoils 1 C-2: Aerodynamics of Airfoils 2 C-3: Panel Methods C-4: Thin Airfoil Theory ROAD MAP... AE301 Aerodyamcs I UNIT C: 2-D Arfols C-1: Aerodyamcs of Arfols 1 C-2: Aerodyamcs of Arfols 2 C-3: Pael Methods C-4: Th Arfol Theory AE301 Aerodyamcs I Ut C-3: Lst of Subects Problem Solutos?

More information

A COMPARATIVE STUDY OF THE METHODS OF SOLVING NON-LINEAR PROGRAMMING PROBLEM

A COMPARATIVE STUDY OF THE METHODS OF SOLVING NON-LINEAR PROGRAMMING PROBLEM DAODIL INTERNATIONAL UNIVERSITY JOURNAL O SCIENCE AND TECHNOLOGY, VOLUME, ISSUE, JANUARY 9 A COMPARATIVE STUDY O THE METHODS O SOLVING NON-LINEAR PROGRAMMING PROBLEM Bmal Chadra Das Departmet of Tetle

More information