APPLICATION OF DIFFERENTIAL FORMS IN THE FINITE ELEMENT FORMULATION OF ELECTROMAGNETIC PROBLEMS

Size: px
Start display at page:

Download "APPLICATION OF DIFFERENTIAL FORMS IN THE FINITE ELEMENT FORMULATION OF ELECTROMAGNETIC PROBLEMS"

Transcription

1 Technical article APPLICATION OF DIFFERENTIAL FORMS IN THE FINITE ELEMENT FORMULATION OF ELECTROMAGNETIC PROBLEMS INTRODUCTION In many physical problems, we have to stuy the integral of a quantity over a p-imensional manifol in an n-imensional Eucliean space. In the stuy of these integrals, it is important to know in what manner the integral over the manifol epens on the position of the manifol in the Eucliean space. The purpose of ifferential forms is to stuy these integrals in a broa setting of geometry, topology, algebra an analysis. In the calculus of ifferential forms, the local fiel quantities are associate with the geometric an topological property of the manifol. One works with the integral quantities instea of local scalar or vector fiels. The integral quantities have usually physically measurable units an are more interesting in the engineering applications. In aition, the fact that ifferential forms carry the geometric information of the manifol makes clear the ifference between vectors relate to the line integral such as the electric or magnetic fiel intensity an vectors relate to the surface integral such as the flux or current ensity, which are ambiguously efine in vector algebra. Association of fiel quantities with the topological property of the manifol makes more unerstanable the moelling of multiply connecte omains. In one wor, the calculus of ifferential forms presents numerous avantages compare to the conventional vector or tensor algebra an turn out to be more efficient in the escription of physical problems [-4]. In electromagnetics, application of ifferential forms enables a simple an clear representation of Maxwell s equations. With the help of the exterior ifferential operator an Hoge operator foune in the calculus of ifferential forms, Maxwell equations can be presente in a formal flow iagram known as Tonti s iagram [5]. This iagram shows clearly the uality between the two systems of Maxwell equations. It is helpful for the erivation of ual formulations in the computation of electromagnetic fiels an allows a better unerstaning of ual approximation schemas. Application of ifferential forms in the numerical computation of electromagnetic fiels was notably marke by the appearance of Whitney elements [6]. Whitney elements consier the ifferential forms as egrees of freeom. Their avantages are principally their capacity of allowing natural iscretization of the systems with appropriate continuity of scalar an vector variables. With the help of ifferential forms, the high orer curl-conformal an iv-conformal elements propose in [7] can be put in a more clear circumstance. One of the important notions in the calculus of ifferential forms is De Rham s complex [-2]. De Rham s complex shows the relation between the spaces of ifferential forms of ifferent egrees. Application of De Rham s complex in electromagnetism shows the mathematical structure involve in electromagnetic theory. It allows a eep unerstaning in the stuy of ifferential operators gra, curl, iv with their kernels an their co-omains. De Rham s cohomology groups reveal the global topological property of the stuy omain. In three imensions, they are relate to the loops an the cavities in the stuy omain an have particular interest in the stuy of problems in multiply connecte regions. De Rham s complex can also be use to escribe the relation between the functional spaces of ifferential form base elements of ifferent egrees [8]. It illustrates not only the inclusion property of these elements, but also is helpful for the etermination of the rank of the matrix system of an electromagnetic fiel problem an enables an easy unerstaning of the gauge conition in the case of working with potential variables.

2 This paper gives a short presentation of the application of ifferential forms in the finite element computation of electromagnetic fiel. We give first a brief introuction of ifferential forms, in particular the notion of exact an close forms, an De Rham s complex. Maxwell equations in electromagnetics are then written in terms of ifferential forms an represente by Tonti s iagram. The very useful De Rham s complex is use to escribe the relation between the functional spaces (omains of ifferential operators) in electromagnetics. The iscrete spaces, i.e. elements base on ifferential forms of ifferent egrees, as well as the iscrete spaces of De Rham s cohomology groups for the moelling of cuts an links in the case of multiply connecte regions, are presente. Their relation is clarifie by using De Rham s complex. As an application, ual formulations of ey current problems in the case of non-trivial stuy omain are presente. The rank of the matrix system is etermine an the gauge conition in the case of working with vector potentials is iscusse with the help of De Rham s complex. We intentionally use alternately the vector notation an the ifferential form notation, whenever there is no confusion, in orer to have a comparison of two calculus. DIFFERENTIAL FORMS AND DE RHAM S COMPLEX Differential forms are expressions on which integration operates []. A ifferential form of egree p, or a p-form, is an expression where the integral is performe over a manifol of imension p in a space of imension n, i.e. the integran of a p-fol integral in an n-imensional space. The ifferential forms can be introuce accoring to the imension of the manifol on which the variable is integrate. In electromagnetics, a scalar potential is a 0-form; the circulation of a vector potential or a (electric or magnetic) fiel intensity along a small segment is a -form, a flux (or current) across a small area is a 2-form an charges containe in a small volume are a 3-form. For example, the electric fiel is ientifie with a -form, its expression is e l, representing the electromotive force along a short line. Another example is the current across a small surface, j s, which efines a 2-form. An example of 3-form is the charges containing in a small volume, given by ρv. We can note in particular that, the vectors relate to line integral such as electric an magnetic fiels, vector potentials, an the vectors relate to surface integral such as current an flux ensities correspon, respectively, to ifferential forms of egree an 2. These vectors, ifferent on their nature, cannot be istinguishe with the vector presentation. Differential forms operate in exterior algebra. Exterior (wege) prouct of a p-form ω an a q-form υ prouces a (p+q)-form with the skew symmetry property: ω υ = (-) pq υ ω, (where p+q<n, n enotes the imension of space). Two other operators permit transformation of a ifferential form of one egree to the other. One is the exterior erivation. Application of this operator to a ifferential form leas to a form of higher egree. In three imensions, it generalizes an unifies the familiar gra, curl an iv operators of vector algebra. The other operator is the star (Hoge) operator *. It transforms a p-form to an (n-p)-form. We will see later that this operator correspons to the constitutive laws in physic problems. Let D p (M) be the set of p-forms efine on an n-imensional ifferentiable manifol M. The inclusion property D p (M) D p+ (M) hols. This property is represente by a sequence calle De Rham s complex [2]. D 0 D p D p+ D n

3 A form ω is sai to be close if ω = 0. A form ω is sai to be exact if there exists a form υ (of one egree lower) such that ω = υ. Since (υ) 0, every exact form is close. Can we also say every close form is exact? The answer is positive for a manifol not too complex (topologically trivial omains). But in general, the answer is negative. Let Z p (M) be the set of close p-forms, B p (M) be the set of exact p-forms. We have in general B p (M) Z p (M). The complement of B p (M) in Z p (M), H p (M) = Z p (M) \ B p (M) is calle De Rham s p th cohomology group. The property of H p (M) epens on the topology of the manifol [2]. The imension of H p (M) is finite an calle p th Betti number of M. In particular, H 0 is equal to the number of connecte components of M. H p (for p>0) vanishes if M is topologically trivial. The spaces of exact forms an close forms are relate by the Hoge ecomposition: Z p (M) = B p (M) H p (M). Taking the Hoge ecomposition into account, De Rham s complex can be shown in the form of Fig.. D p (M) D p+ (M) B p (M) Z p (M) B p+ (M) Z p+ (M) H p (M) H p+ (M) Fig.. De Rham s complex showing relation of p th cohomology groups. De Rham s p th cohomology group has the particular interest because they are relate to the topology property of the manifol. In three imensions, H an H 2 are relate to the loops an cavities in the manifol M [9-0]. The first an secon Betti numbers, i.e. im(h ) an im(h 2 ), correspon respectively to the number of loops an the number of cavities in M. MAXWELL EQUATIONS IN TERMS OF DIFFRENTIAL FORMS The funamental equations of many physical problems can be put into a formal mathematical structure, they are classifie by efinition, balance an constitutive equations [5]. In electromagnetics, the Maxwell equations are put into two ual systems: Ampere s system an Faraay s system. In terms of ifferential forms, they are written as: Faraay s system: e = t b, b = 0, Ampere s system: h = j + t, = ρ (or j = t ρ), where e an h are -form electric an magnetic fiels, b, an j are 2-form magnetic, electric flux an current, ρ is a 3-form charge. The two ual systems are relate by the Hoge (star) transformation, they are constitutive laws of the meia: = ε*e, b = µ*h, j = σ*e, where ε, µ an σ are, respectively the permittivity, the permeability an the conuctivity. The -form electric fiel an magnetic fiel can also be expresse in terms of -form vector potentials a, t (or u) an the exterior erivative of 0-form scalar potentials v, φ :

4 e = t a v, h = t φ (h = t u φ). Different scalar an vector variables written in terms of ifferential forms in the two ual systems of electromagnetic problems are shown in Table. It can be note that ifferential forms are measurable quantities. Their units are also given in this table. Table. Differential forms an their units in electromagnetic systems ifferential forms Faraay system 0-form v = v φ = φ Ampere system -form e = e l a = a l h = h l t = t l u = u l 2-form b = b s j = j s = s 3-form ρ = ρ v Units Volt Weber Ampere Coulomb With the help of the exterior ifferential an the Hoge (star) operators, Maxwell s equations can be represente in a formal flow iagram known as Tonti iagram [5]. The case of the ey current problem ( t = 0, ρ = 0) is shown in Fig.2. The left han sie represents Faraay s equations an the unit of the forms is Weber or Volt. On the right han sie, we have the Ampere s equations an the forms take the unit Ampere. The two ual systems are relate by the constitutive laws (the Hoge transformation). This iagram illustrates clearly the sequence an the uality of Maxwell equations. It is very helpful for the erivation of ual finite element formulations. They are obtaine by performing a conformal approach of one system using appropriate elements (elements base on ifferential forms as escribe later) an by solving the other system using the weak variational principle (integration by parts). 0-form v 3-form (gra) (iv) -form a, e j= σ*e j 2-form (curl) (curl) 2-form b b =µ*h h, t -form (iv) (gra) 3-form 0 φ 0-form Fig.2. Tonti s ual flow iagram of ey current problems

5 FUNCTIONAL SPACES An electromagnetic fiel has a finite energy in a boune region. This implies that the fiel quantities, at least at the stationary state, are square integrable. It follows that the Hilbert spaces of square integrable forms are natural for the electromagnetism. Let be a connecte an open set (a boune omain) in a three-imensional Eucliean space, not necessarily topologically trivial. The fiel quantities (ifferential p-forms) belong to the following functional spaces (omains of ifferential operator ): H(, ) = {ω L p 2 (), ω L p+ 2 ()}, p = 0,, 2. Where L p 2 () is the space of square integrable p-forms over. In terms of more familiar vector presentation, they are written as H(gra, ) = {φ L 2 (), gra φ IL 2 ()} H(curl, ) = {u IL 2 (), curl u IL 2 ()} H(iv, ) = {u IL 2 (), iv u L 2 ()} where L 2 an IL 2 are the spaces of square integrable scalar an vector fiels over, respectively. These spaces have the following orthogonal ecompositions: H(gra, ) = ker(gra) co(gra) H(curl, ) = ker(curl) co(curl) H(iv, ) = ker(iv) co(iv) They are relate by the following sequence (De Rham s complex): H(gra, ) gra H(curl, ) curl H(iv, ) iv L 2 () We now consier the relation of De Rham s cohomology groups H () an H 2 () with the above functional spaces. In three imensions, H () an H 2 () are relate to the loops an cavities in the omain. They have the following properties []: H () = {u IL 2 () curl u = 0, iv u = 0, n u Γ = 0} H 2 () = {u IL 2 () curl u = 0, iv u = 0, n u Γ = 0} where Γ is the bounary of. The imensions of H an H 2 are finite an are equal to, respectively, the number of loops an the number of cavities in. Remin that H () ker(curl) but not in co(gra) an H 2 () ker(iv) but not in co(curl), as escribe by the Hoge ecomposition: ker(curl) = co(gra) H () ker(iv) = co(curl) H 2 () The functional spaces an De Rham s cohomology groups are relate by De Rham s complex as shown in Fig.3 [9]. It illustrates clearly the mathematical structure behin the electromagnetic theory an is very useful in the stuy of electromagnetic problems.

6 H(gra, ) (gra) ker(gra) co(gra) H(curl, ) (curl) ker(curl) H () co(curl) H(iv, ) ker(iv) H 2 () co(iv) (iv) L 2 () Fig.3. De Rham s complex showing mathematical structure of electromagnetic theory. DISCRETE SPACES - ELEMENTS BASED ON DIFFERRENTIAL FORMS In orer to approximate correctly an naturally the previous functional spaces, suitable elements must be aopte. These elements are erive with the help of the calculus of ifferential forms. Let the omain be pave with a tetraheral (3-simplex) mesh. The number of noes, eges, facets an tetrahera are note, respctively, by N, E, F an T. We consier the general case of high orer elements an note by W q p () the function space of q-orer p-form elements over. The case of the first orer (q = ) correspons to the well know Whitney elements [6]. The functional space of p-form element W q p can be ecompose into a null space of ifferential operator Z q p () (set of close forms) an a range space of ifferential operator Y q p (): W q p = Z q p Y q p. The element W q p fulfils the following requirements: moel correctly the null space Z q p of the ifferential operator an is complete to q- orer in the range space Y q p uner the ifferential operation. The basis functions of p-form elements take the p-form bases: λ i, λ i, λ i λ j, λ i λ j λ k, for p = 0,, 2, 3, respectively, an have polynomial coefficients, where λ i is the barycentric coorinates of a point relate the noe i. The egrees of freeom of a p-form element are assigne to r-simplexes accoring to the orer q (p r Min{p+q-, 3}) [8]. The p-form elements W q p () (p = 0,, 2 an 3) are iscrete spaces of the functional spaces H(gra, ), H(curl, ), H(iv, ) an L 2 (), respectively. The inclusion property W q p W q p+ hols an is shown with the help of De Rham s complex in Fig. 4, where W H an W H2, are, respectively, iscrete spaces of the cohomology groups H an H 2. The complex given in Fig.4 is the iscrete form of the complex shown in Fig.3.

7 W q 0 () (gra) Z q 0 () Y q 0 () W q () (curl) Z q () W H () Y q () W q 2 () W H2 () Z q 2 () Y q 2 () (iv) W q 3 () Fig.4.De Rham s complex showing the relation between p-form elements. Accoring to the analysis given in [8], the imension of the function spaces W q p () an the imension of the null spaces Z q p () are, respectively, im(w q 0 ) = N + E(q-) + F(q-2)(q-)/2 + T (q-3)(q-2)(q-)/6 im(w q ) = E q + F(q-)q + T (q-2)(q-)q/2 im(w q 2 ) = F q(q+)/2 + T (q-)q(q+)/2 im(w q 3 ) = T q(q+)(q+2) /6 im(z q 0 ) = im(z q ) = E (q-) + F(q-2)(q-)/2 + T (q-3)(q-2)(q-)/6 + N + N H im(z q 2 ) = F q(q+)/2 + T q(q+)(2q-5) /6 where N H = im(h ()) an N H2 = im(h 2 ()), are, respectively, number of loops an cavities in. An interest remark is that the famous Euler formula is embee in De Rham s complex. In fact, accoring to De Rham s complex shown in Fig.4, the equality im(y q ) = im(z q 2 ) N H2 hols. After the simplification, the Euler formula is straight forewor: N E + F T = N H + N H2 The basis functions of q-orer p-form elements have to fulfill the conformity an unisolvence requirement, i.e. a p-form element must match the continuity conition of p-form fiel on the interface of ajacent elements, an the basis functions must be inepenent to provie an unique solution of the fiel equation. Various high orer p-form elements have been evelope in recent years [2-7]. They are ivie into two main categories: the interpolatory basis [4-7] an the hierarchical basis [2-3]. Using the interpolatory bases, the egrees of freeom have usually a physical interpretation. However, the shape functions of ifferent orers are all ifferent. They are not aapte for mixing

8 elements of ifferent orer in the same mesh in the case of p-version aaptive mesh generation. In aition, the separation of null space an range spacein the case of interpolatory basis is not easy. That makes the gauging conition, whenever necessary, ifficult. Recent stuies showe the avantages of hierarchical bases [8]. The hierarchy means that the basis functions of the high orer elements inclue all basis functions of lower orer element spaces. This property allows mixing of ifferent orer of elements in the same mesh without the ifficulty of matching fiel continuities. It is helpful for mixe h- an p-version aaptive mesh generation or for the evelopment of aaptive multigri solvers. Another avantage of hierarchical bases, which is not much mentione before, is that the basis functions belonging to the null space an to the range space, respectively, can be easily ientifie. This is an important avantage for the application of a gauge conition. The basis functions belonging to the null space can be easily remove. We now consier W H an W H2, the iscrete spaces of De Rham s cohomology groups H an H 2. They are relate to the moelling of cuts an links in the case of a multiply connecte omain. Detaile escription about the moelling of H an H 2 can be foun in [0]. In this paper, the moelling of these spaces is presente in the context of De Rham s complex. We note by Σ i, i =, 2,, N H, the cutting surfaces which make the omain simply connecte, an by Λ i, i =, 2,, N H2 the links which connect all components of Γ. The cutting surface Σ i cuts a layer of tetrahera that we call the cutting omain an note by Σi. W H belongs to the null space of W q (curl free) an cannot be expresse by a graient. It is nonzero in the omain Σi an vanishes elsewhere. The imension of W H equals to the number of cuts. There is one egree of freeom in each cutting omain. The -form elements in Σi are correlate. Taking these conitions in to account, the space W H is spanne by the following constraint functions: w Σi = ± w e, i =,, N H. e E Σi here w e are shape functions of the Whitney -form element an E Σi is the set of eges across the cutting surface Σ i. The sign epens on the orientation of eges with respect to the normal of cutting surfaces. We note by Λi the linking omain constitute of one bunle of tetrahera crosse by the link Λ i. W H2 is a null space of 2-form elements W q 2 (having zero ivergence), which cannot be presente by a curl fiel. It is non-null only in Λi. The egree of freeom is one per linking omain. The 2-form elements in Λi are correlate. Shape functions of W H2 are hence given by w Λi = ± w f, i =,, N H2 f FΛ i here w f are basis functions of Whitney 2-form element, w f W 2, F Λj the set of facets passe by Λ j, an N H2 the number of links Λ j. The sign epens on the orientation of facets with respect to the irection of links. The spaces W H an W H2 are very useful in the computation of electromagnetic fiel in multiply connecte regions. W H is important in the moelling of a curl free fiel such as the magnetic fiel in a multiply connecte omain when there are non-zero currents flowing in the loops (conuctor containing holes). Similarly, W H2 is useful in the moelling of a ivergence free fiel such as the isplacement fiel when the cavities contain non-zero charges [9].

9 DUAL FINITE ELEMENT FORMULATIONS OF EDDY CURRENT PROBLEMS Γ e c j j 0 Σi Σ0 Γ h Fig.5. A typical ey current problem As an application, we consier the case of an ey current problem shown in Fig.5. The stuy omain contains a conucting region c an an excitation coil j with a given current ensity j 0. The bounary of is split into two parts = Γ h Γ e with Γ h Γ e = 0. On Γ h we have n h = 0 an on Γ e, n e = 0. Without loosing the generality, we consier the case where the conucting region c an the excitation coil j have holes (no trivial omains). Before the erivation of formulations, we express the excitation current j 0 in j by a source fiel t 0 (current vector potential) such that curl t 0 = j. It can be note that t 0 efine in this way is not unique, but any fiel fulfilling curl t 0 = j works. The most convenient way is to set t 0 in a simply connecte region t compose of the excitation coil j an the cutting omain Σ0, with the bounary conition n t 0 = 0 on t an to calculate it using a finite element approximation [20]. After oing that, the magnetic fiel h in t is split into a curl free fiel h r an the source fiel t 0 : h = h r + t 0. The excitation coil j is then remove from the stuy omain. In what follows, we will use a unifie notation for the magnetic fiel h an keep in min that h = h r in t. Application of ifferential form base elements to the two ual systems of Maxwell equations as shown in Tonti iagram (Fig.) leas to two ual formulations. The magnetic formulation is obtaine by a conformal approximation of the Ampere s theorem using ifferential form base elements an by solving the Faraay s law using the weak variational principle (integration by parts). Taking the magnetic fiel (the magneto-motive force) as the working variables, the variational formulation in terms of ifferential forms is written as: Fin h W h = {h W q h = 0 in \ c, h = 0 on Γ h } * h h' + t µ * ' + t µ * 0 ' = 0 σ h h t h, h' W h With the more familiar vector notation, the formulation is Fin h W h = {h W q curl h = 0 in \ c, n h = 0 on Γ h } j

10 curlh ' curlh + t µ ' + t µ ' 0 = 0 σ h h h t, h' W h The omain \ c is multiply connecte since the conuctor contains holes. Let Σi be cutting omains which make \ c simply connecte an note by = ( \ c ) \ Σi the simply connecte omain. We now can etermine the rank of the system with the help of De Ram s complex shown in Fig.5. Since n h = 0 on Γ h, the egrees of freeom relate to the simplexes on Γ h are remove. We note by h the omain excluing the bounary Γ h, an by c0 the conucting omain c excluing the bounary c. Accoring to De Rham s complex given in Fig.4, the conition curl h = 0 in the simply connecte omain h can be satisfie by using a scalar potential φ such that h = gra φ, φ W q 0 ( h ). The gauge conition for the scalar potential is assure by the fact that the egrees of freeom relate to φ on Γ h are omitte (Here we suppose that Γ h is connecte. Otherwise, φ cannot be put to zero on all components of Γ h. Constraints have to be introuce [2]). One can also work irectly with the variable h, by taking basis functions belonging to the null space of the -form element, i.e. h Z q ( h ). In the case of first orer (Whitney) element, it consists to set the egrees of freeom of h on a tree constitute by a set of eges. When the elements of higher orer are use, ientification of the null space is not that easy unless elements of hierarchical basis are use. In the cutting omains Σi, accoring to the analysis of the previous section, h W H ( Σi ). The rank of the whole system is im(w q 0 ( h )) + im(w q ( c0 )) + N H. This formulation ensures the tangential continuity of the magnetic fiel. The results give the circulation of magnetic fiels along eges, an hence the currents across facets. In the conucting omain, the magnetic fiel h can be written as the sum of a current vector potential t W q ( c ) an the graient of a scalar potential φ W q 0 ( c ). We get a formulation in terms of combine vector an scalar potentials. This constitutes an alternative of the previous fiel formulation. A gauge conition excluing the null space from the -form element is then necessary to ensure a unique solution of the vector potential. The imension of the null space to be exclue is the same as the number of unknown scalar variables introuce. The rank of the system is im(w q 0 ( h )) + im(w q ( c0 )) im(z q ( c0 )) + N H, same as the formulation in terms of h in c. The ual formulation, the electric one, is obtaine by using p-form elements to approximate the variables in Faraay s system an solving Ampere s theorem in weak sense. Working with the time integral of the electric fiel in the conucting region an the magnetic vector potential in nonconucting region, the variational formulation in terms of ifferential forms is Fin a W a = {a W q a = 0 on Γ e ) or using vector notation: * a a' + t σ* ' + 0 ' = 0 µ a a t a, a' W a j Fin a W a = {a W q n a = 0 on Γ e ) curla ' curla + t σ ' + curl ' 0 = 0 µ a a a t, a' W a j j

11 The variable (-form) a (such that curl a = b) must be seen as the time integral of electric fiel e in c. In the non-conucting region \ c, we solve a ivergence free fiel iv b = 0. Since the surface integral of normal component of b over the bounary of \ c is ientically zero, the space W H2 has no use in this application. We are not concerne by the trouble of non-simply connecte region. The ivergence free conition is simply assure by writing b = curl a. It can be seen from De Rham s complex that, the flux ensity b is in the null space of ivergence operator an the vector potential a is in the co-omain of the curl operator. The rank is hence the imension of the range space of -form element. Appropriate gauge conition removing the null space from the functional space of -form element shoul be introuce to ensure the uniqueness of a. Consiering n a = 0 on Γ e, the egrees of freeom relate to the simplexes on Γ e are omitte. We note by e the omain excluing the bounary Γ e. Supposing the intersection of c an Γ e is empty, the rank of the whole system is im(w q ( e )) - im(z q ( e \ c )). Where im(z q ( e \ c ) correspons to the number of unknowns remove in non-conucting region when a gauge conition is impose. This formulation ensures the tangential continuity of electric fiel an gives the circulation of vector potential along eges, an hence the fluxes across facets. The electric formulation has also an alternative in terms of combine vector an scalar potentials. The fiel a (the time integral of the electric fiel e) in the conucting region can be replace by the sum of a magnetic vector potential a W q ( c ) an the graient of a scalar potential ψ W q 0 ( c ). A gauge conition excluing the null space from the -form element is then necessary to ensure a unique solution of the vector potential. The scalar potential is gauge by imposing the value of ψ at one noe if the intersection of c an Γ e is empty. When this is one, the number of unknowns of the system is im(w q ( e )) + im(w q 0 ( c )) im(z q ( e )), same as the previous fiel formulation. It can be note that, in this formulation, the current ensity j 0 is replace by curl t 0 an the vector potential t 0 is projecte on the space of -form element with the help of integration by part. This projection ensures the compatibility of the equation an improves consierably the convergence behavior [20]. Above formulations show that, in the conucting region, we can work with either the fiel variable or the potential variables. In the case of potential formulations, gauge conition has to be introuce to ensure the uniqueness. The rank of the matrix system is the same in both situations. It has to be pointe out that the gauge conition for the vector potential is not inispensable when an iterative solver is use. It is foun that the convergence behavior is even better without the gauge conition [22]. Accoring to the analysis given in [23], removing the null space of the -form elements iminishes the minimal non-zero eigenvalue an leas to a worse conitioning of the matrix system. CONCLUSION Differential forms present consierable avantages over the classical vector or tensor calculus not only in the electromagnetic theory analysis but also in the numerical computation of electromagnetic fiel. The ual flow iagram (Tonti iagram) is helpful for the erivation of ual finite element formulations of electromagnetic problems an makes clear the uality an the complementarity of ual approximation schema. Elements base on ifferential forms of ifferent egrees constitute natural iscrete spaces of ifferent scalar an vector variables an ensure naturally the continuity requirement of ifferent fiel quantities. De Rham s complex reveals the mathematical framework behin the electromagnetic theory, incluing the geometric an topologic properties of the stuy omain. De Rham s cohomology groups (spaces of close but not exact forms) enables a better unerstaning of the moelling of curl-free or iv-free fiel in multiply connecte regions. With the

12 help of De Rham s complex, the link between the functional spaces of the elements base on ifferential forms is clearly illustrate. It is helpful to etermine the rank of the matrix system an to unerstan the gauge conitions when potential variables are employe. REFERENCES [] H. Flaners, Differential forms with application to the physical sciences, Acaemic press, 963 [2] C. V. Westenholz, Differential forms in mathematical physics, Elsevier Science Publishers B.V., Amsteram, Newyork, Oxfor,978 [3] G. A. Deschamps, 'Electromagnetics an ifferential forms', Proc. IEEE, Vol.69, 98, pp [4] P. Hammon an D. Balomir, 'Global geometry of electromagnetic systems', IEE Proc. A. Vol.40, No.2, 993, pp [5] E. Tonti, 'On the mathematical structure of a large class of physical theories', Lincei, Ren. Sc. Fis. Mat.e nat. Vol.52, 972, pp [6] A. Bossavit, 'Whitney forms: a class of finite elements for three imensional computations in electromagnetism', IEE Proc.A, Vol.35, No.8, 988, pp [7] J. C. Neelec, Mixe finite element in R 3, Numer. Math. 35, 980, pp [8] Z. Ren an N. Ia, High orer ifferential form base elements for the computation of electromagnetic fiel ', COMPUMAG-Sapporo, 999 [9] A. Bossavit, 'Magnetostatic problems in multiply connecte regions, some property of curl operator', IEE Proc.A, Vol.35, No.3, 988, pp [0] L. Kettunen, K. Forsman an A. Bossavit, 'Discrete spaces for iv an curl-free fiels', IEEE Trans. Mag., Vol.34, No.5, 998, pp [] M. Cessenat, Mathematical methos in electromagnetism, linear theory an applications, Worl Scientific, Singapore, New Jersey, Lonon, Hong Kong, 996 [2] J.F. Lee, D.K. Sun, an Z.J. Cenes, Tangential vector finite elements for electromagnetic fiel computation, IEEE Trans. Mag., Vol.27, No 5, 99, pp [3] J. P. Webb an B. Forghani, Hierarchical scalar an vector tetrahera, IEEE Trans. Magn., Vol 29, No.2, 993, pp [4] J. Wang an N. Ia, Curvilinear an higher orer ege finite elements in electromagnetic fiel computation, IEEE Trans. Mag., Vol.29, No.2, 993, pp [5] A. Ahagon an T. Kashimoto, Three-imensional electromagnetic wave analysis using high orer ege elements, IEEE Trans. Magn., Vol 3, No.3, 995, pp [6] T. V. Yioultsis an T. D. Tsiboukis, Multi-parametric vector finite element: a systematic approach to the construction of three-imensional, high orer, tangential vector shape functions, IEEE Trans. Magn., Vol 32, No.3, 996, pp [7] A. Kameari, Symmetric secon orer ege elements for triangles an tetraherons, IEEE Trans. Mag., Vol.35, No 3, 999, pp [8] J. P. Webb, Hierarchical vector basis functions of arbitrary orer for triangular an tetraheral finite elements, IEEE Trans. antennas Propagat. Vol 47, No.8, 999, pp [9] Z. Ren, 'A 3D vector potential formulation using ege element for electrostatic fiel computation', IEEE Trans. on Mag., Vol.3, No.3, May, 995, pp [20] Z. Ren, Influence of the R.H.S. on the convergence behavior of the curl-curl equation, IEEE Trans. Magn.,Vol.32, No.3,996,pp [2] P. Dular, Local an global constraints in finite element moelling an the benefits of noal an ege elements coupling, ICS Newsletter, Vol.7 No.2, [22] Z. Ren an A. Razek, Comparison of some 3D ey current formulations in ual systems, COMPUMAG-Sapporo, 999 [23] H. Igarashi, On the property of curl-curl matrix in finite element analysis with ege elements, CEFC-Milwaukee, 2000

13 Zhuoxiang Ren

High Order Differential Form-Based Elements for the Computation of Electromagnetic Field

High Order Differential Form-Based Elements for the Computation of Electromagnetic Field 1472 IEEE TRANSACTIONS ON MAGNETICS, VOL 36, NO 4, JULY 2000 High Order Differential Form-Based Elements for the Computation of Electromagnetic Field Z Ren, Senior Member, IEEE, and N Ida, Senior Member,

More information

field using second order edge elements in 3D

field using second order edge elements in 3D The current issue and full text archive of this journal is available at http://www.emerald-library.com using second order edge elements in 3D Z. Ren Laboratoire de GeÂnie Electrique de Paris, UniversiteÂs

More information

Table of Common Derivatives By David Abraham

Table of Common Derivatives By David Abraham Prouct an Quotient Rules: Table of Common Derivatives By Davi Abraham [ f ( g( ] = [ f ( ] g( + f ( [ g( ] f ( = g( [ f ( ] g( g( f ( [ g( ] Trigonometric Functions: sin( = cos( cos( = sin( tan( = sec

More information

Chapter 2 Lagrangian Modeling

Chapter 2 Lagrangian Modeling Chapter 2 Lagrangian Moeling The basic laws of physics are use to moel every system whether it is electrical, mechanical, hyraulic, or any other energy omain. In mechanics, Newton s laws of motion provie

More information

6 General properties of an autonomous system of two first order ODE

6 General properties of an autonomous system of two first order ODE 6 General properties of an autonomous system of two first orer ODE Here we embark on stuying the autonomous system of two first orer ifferential equations of the form ẋ 1 = f 1 (, x 2 ), ẋ 2 = f 2 (, x

More information

Conservation Laws. Chapter Conservation of Energy

Conservation Laws. Chapter Conservation of Energy 20 Chapter 3 Conservation Laws In orer to check the physical consistency of the above set of equations governing Maxwell-Lorentz electroynamics [(2.10) an (2.12) or (1.65) an (1.68)], we examine the action

More information

MATHEMATICS BONUS FILES for faculty and students

MATHEMATICS BONUS FILES for faculty and students MATHMATI BONU FIL for faculty an stuents http://www.onu.eu/~mcaragiu1/bonus_files.html RIVD: May 15, 9 PUBLIHD: May 5, 9 toffel 1 Maxwell s quations through the Major Vector Theorems Joshua toffel Department

More information

Introduction to the Vlasov-Poisson system

Introduction to the Vlasov-Poisson system Introuction to the Vlasov-Poisson system Simone Calogero 1 The Vlasov equation Consier a particle with mass m > 0. Let x(t) R 3 enote the position of the particle at time t R an v(t) = ẋ(t) = x(t)/t its

More information

Euler equations for multiple integrals

Euler equations for multiple integrals Euler equations for multiple integrals January 22, 2013 Contents 1 Reminer of multivariable calculus 2 1.1 Vector ifferentiation......................... 2 1.2 Matrix ifferentiation........................

More information

An inductance lookup table application for analysis of reluctance stepper motor model

An inductance lookup table application for analysis of reluctance stepper motor model ARCHIVES OF ELECTRICAL ENGINEERING VOL. 60(), pp. 5- (0) DOI 0.478/ v07-0-000-y An inuctance lookup table application for analysis of reluctance stepper motor moel JAKUB BERNAT, JAKUB KOŁOTA, SŁAWOMIR

More information

The total derivative. Chapter Lagrangian and Eulerian approaches

The total derivative. Chapter Lagrangian and Eulerian approaches Chapter 5 The total erivative 51 Lagrangian an Eulerian approaches The representation of a flui through scalar or vector fiels means that each physical quantity uner consieration is escribe as a function

More information

THE ACCURATE ELEMENT METHOD: A NEW PARADIGM FOR NUMERICAL SOLUTION OF ORDINARY DIFFERENTIAL EQUATIONS

THE ACCURATE ELEMENT METHOD: A NEW PARADIGM FOR NUMERICAL SOLUTION OF ORDINARY DIFFERENTIAL EQUATIONS THE PUBISHING HOUSE PROCEEDINGS O THE ROMANIAN ACADEMY, Series A, O THE ROMANIAN ACADEMY Volume, Number /, pp. 6 THE ACCURATE EEMENT METHOD: A NEW PARADIGM OR NUMERICA SOUTION O ORDINARY DIERENTIA EQUATIONS

More information

Chapter 4. Electrostatics of Macroscopic Media

Chapter 4. Electrostatics of Macroscopic Media Chapter 4. Electrostatics of Macroscopic Meia 4.1 Multipole Expansion Approximate potentials at large istances 3 x' x' (x') x x' x x Fig 4.1 We consier the potential in the far-fiel region (see Fig. 4.1

More information

Witten s Proof of Morse Inequalities

Witten s Proof of Morse Inequalities Witten s Proof of Morse Inequalities by Igor Prokhorenkov Let M be a smooth, compact, oriente manifol with imension n. A Morse function is a smooth function f : M R such that all of its critical points

More information

Characteristic classes of vector bundles

Characteristic classes of vector bundles Characteristic classes of vector bunles Yoshinori Hashimoto 1 Introuction Let be a smooth, connecte, compact manifol of imension n without bounary, an p : E be a real or complex vector bunle of rank k

More information

Conservation laws a simple application to the telegraph equation

Conservation laws a simple application to the telegraph equation J Comput Electron 2008 7: 47 51 DOI 10.1007/s10825-008-0250-2 Conservation laws a simple application to the telegraph equation Uwe Norbrock Reinhol Kienzler Publishe online: 1 May 2008 Springer Scienceusiness

More information

Math Notes on differentials, the Chain Rule, gradients, directional derivative, and normal vectors

Math Notes on differentials, the Chain Rule, gradients, directional derivative, and normal vectors Math 18.02 Notes on ifferentials, the Chain Rule, graients, irectional erivative, an normal vectors Tangent plane an linear approximation We efine the partial erivatives of f( xy, ) as follows: f f( x+

More information

APPROXIMATE SOLUTION FOR TRANSIENT HEAT TRANSFER IN STATIC TURBULENT HE II. B. Baudouy. CEA/Saclay, DSM/DAPNIA/STCM Gif-sur-Yvette Cedex, France

APPROXIMATE SOLUTION FOR TRANSIENT HEAT TRANSFER IN STATIC TURBULENT HE II. B. Baudouy. CEA/Saclay, DSM/DAPNIA/STCM Gif-sur-Yvette Cedex, France APPROXIMAE SOLUION FOR RANSIEN HEA RANSFER IN SAIC URBULEN HE II B. Bauouy CEA/Saclay, DSM/DAPNIA/SCM 91191 Gif-sur-Yvette Ceex, France ABSRAC Analytical solution in one imension of the heat iffusion equation

More information

Separation of Variables

Separation of Variables Physics 342 Lecture 1 Separation of Variables Lecture 1 Physics 342 Quantum Mechanics I Monay, January 25th, 2010 There are three basic mathematical tools we nee, an then we can begin working on the physical

More information

(3-3) = (Gauss s law) (3-6)

(3-3) = (Gauss s law) (3-6) tatic Electric Fiels Electrostatics is the stuy of the effects of electric charges at rest, an the static electric fiels, which are cause by stationary electric charges. In the euctive approach, few funamental

More information

Chapter 6: Energy-Momentum Tensors

Chapter 6: Energy-Momentum Tensors 49 Chapter 6: Energy-Momentum Tensors This chapter outlines the general theory of energy an momentum conservation in terms of energy-momentum tensors, then applies these ieas to the case of Bohm's moel.

More information

How the potentials in different gauges yield the same retarded electric and magnetic fields

How the potentials in different gauges yield the same retarded electric and magnetic fields How the potentials in ifferent gauges yiel the same retare electric an magnetic fiels José A. Heras a Departamento e Física, E. S. F. M., Instituto Politécnico Nacional, México D. F. México an Department

More information

SMOOTHED PROJECTIONS OVER WEAKLY LIPSCHITZ DOMAINS

SMOOTHED PROJECTIONS OVER WEAKLY LIPSCHITZ DOMAINS SMOOHED PROJECIONS OVER WEAKLY LIPSCHIZ DOMAINS MARIN WERNER LICH Abstract. We evelop finite element exterior calculus over weakly Lipschitz omains. Specifically, we construct commuting projections from

More information

05 The Continuum Limit and the Wave Equation

05 The Continuum Limit and the Wave Equation Utah State University DigitalCommons@USU Founations of Wave Phenomena Physics, Department of 1-1-2004 05 The Continuum Limit an the Wave Equation Charles G. Torre Department of Physics, Utah State University,

More information

Schrödinger s equation.

Schrödinger s equation. Physics 342 Lecture 5 Schröinger s Equation Lecture 5 Physics 342 Quantum Mechanics I Wenesay, February 3r, 2010 Toay we iscuss Schröinger s equation an show that it supports the basic interpretation of

More information

CHAPTER 1 : DIFFERENTIABLE MANIFOLDS. 1.1 The definition of a differentiable manifold

CHAPTER 1 : DIFFERENTIABLE MANIFOLDS. 1.1 The definition of a differentiable manifold CHAPTER 1 : DIFFERENTIABLE MANIFOLDS 1.1 The efinition of a ifferentiable manifol Let M be a topological space. This means that we have a family Ω of open sets efine on M. These satisfy (1), M Ω (2) the

More information

Topological Sensitivity Analysis for Three-dimensional Linear Elasticity Problem

Topological Sensitivity Analysis for Three-dimensional Linear Elasticity Problem Topological Sensitivity Analysis for Three-imensional Linear Elasticity Problem A.A. Novotny, R.A. Feijóo, E. Taroco Laboratório Nacional e Computação Científica LNCC/MCT, Av. Getúlio Vargas 333, 25651-075

More information

Calculus of Variations

Calculus of Variations Calculus of Variations Lagrangian formalism is the main tool of theoretical classical mechanics. Calculus of Variations is a part of Mathematics which Lagrangian formalism is base on. In this section,

More information

Lecture 2 Lagrangian formulation of classical mechanics Mechanics

Lecture 2 Lagrangian formulation of classical mechanics Mechanics Lecture Lagrangian formulation of classical mechanics 70.00 Mechanics Principle of stationary action MATH-GA To specify a motion uniquely in classical mechanics, it suffices to give, at some time t 0,

More information

WUCHEN LI AND STANLEY OSHER

WUCHEN LI AND STANLEY OSHER CONSTRAINED DYNAMICAL OPTIMAL TRANSPORT AND ITS LAGRANGIAN FORMULATION WUCHEN LI AND STANLEY OSHER Abstract. We propose ynamical optimal transport (OT) problems constraine in a parameterize probability

More information

arxiv:hep-th/ v1 3 Feb 1993

arxiv:hep-th/ v1 3 Feb 1993 NBI-HE-9-89 PAR LPTHE 9-49 FTUAM 9-44 November 99 Matrix moel calculations beyon the spherical limit arxiv:hep-th/93004v 3 Feb 993 J. Ambjørn The Niels Bohr Institute Blegamsvej 7, DK-00 Copenhagen Ø,

More information

Math 342 Partial Differential Equations «Viktor Grigoryan

Math 342 Partial Differential Equations «Viktor Grigoryan Math 342 Partial Differential Equations «Viktor Grigoryan 6 Wave equation: solution In this lecture we will solve the wave equation on the entire real line x R. This correspons to a string of infinite

More information

5-4 Electrostatic Boundary Value Problems

5-4 Electrostatic Boundary Value Problems 11/8/4 Section 54 Electrostatic Bounary Value Problems blank 1/ 5-4 Electrostatic Bounary Value Problems Reaing Assignment: pp. 149-157 Q: A: We must solve ifferential equations, an apply bounary conitions

More information

The derivative of a function f(x) is another function, defined in terms of a limiting expression: f(x + δx) f(x)

The derivative of a function f(x) is another function, defined in terms of a limiting expression: f(x + δx) f(x) Y. D. Chong (2016) MH2801: Complex Methos for the Sciences 1. Derivatives The erivative of a function f(x) is another function, efine in terms of a limiting expression: f (x) f (x) lim x δx 0 f(x + δx)

More information

Homework 7 Due 18 November at 6:00 pm

Homework 7 Due 18 November at 6:00 pm Homework 7 Due 18 November at 6:00 pm 1. Maxwell s Equations Quasi-statics o a An air core, N turn, cylinrical solenoi of length an raius a, carries a current I Io cos t. a. Using Ampere s Law, etermine

More information

II. First variation of functionals

II. First variation of functionals II. First variation of functionals The erivative of a function being zero is a necessary conition for the etremum of that function in orinary calculus. Let us now tackle the question of the equivalent

More information

Lecture 10 Notes, Electromagnetic Theory II Dr. Christopher S. Baird, faculty.uml.edu/cbaird University of Massachusetts Lowell

Lecture 10 Notes, Electromagnetic Theory II Dr. Christopher S. Baird, faculty.uml.edu/cbaird University of Massachusetts Lowell Lecture 10 Notes, Electromagnetic Theory II Dr. Christopher S. Bair, faculty.uml.eu/cbair University of Massachusetts Lowell 1. Pre-Einstein Relativity - Einstein i not invent the concept of relativity,

More information

On the number of isolated eigenvalues of a pair of particles in a quantum wire

On the number of isolated eigenvalues of a pair of particles in a quantum wire On the number of isolate eigenvalues of a pair of particles in a quantum wire arxiv:1812.11804v1 [math-ph] 31 Dec 2018 Joachim Kerner 1 Department of Mathematics an Computer Science FernUniversität in

More information

Introduction to variational calculus: Lecture notes 1

Introduction to variational calculus: Lecture notes 1 October 10, 2006 Introuction to variational calculus: Lecture notes 1 Ewin Langmann Mathematical Physics, KTH Physics, AlbaNova, SE-106 91 Stockholm, Sween Abstract I give an informal summary of variational

More information

Permanent vs. Determinant

Permanent vs. Determinant Permanent vs. Determinant Frank Ban Introuction A major problem in theoretical computer science is the Permanent vs. Determinant problem. It asks: given an n by n matrix of ineterminates A = (a i,j ) an

More information

Hyperbolic Moment Equations Using Quadrature-Based Projection Methods

Hyperbolic Moment Equations Using Quadrature-Based Projection Methods Hyperbolic Moment Equations Using Quarature-Base Projection Methos J. Koellermeier an M. Torrilhon Department of Mathematics, RWTH Aachen University, Aachen, Germany Abstract. Kinetic equations like the

More information

div(λ(x) u) = f in Ω, (1) u = 0 on Ω, (2) where we denote by Ω = Ω \ Ω the boundary of the domain Ω, under the following assumptions:

div(λ(x) u) = f in Ω, (1) u = 0 on Ω, (2) where we denote by Ω = Ω \ Ω the boundary of the domain Ω, under the following assumptions: Discretisation of heterogeneous an anisotropic iffusion problems on general nonconforming meshes SUSHI: a scheme using stabilisation an hybri interfaces 1 R. Eymar 2, T. Gallouët 3 an R. Herbin 4 Abstract:

More information

Thermal conductivity of graded composites: Numerical simulations and an effective medium approximation

Thermal conductivity of graded composites: Numerical simulations and an effective medium approximation JOURNAL OF MATERIALS SCIENCE 34 (999)5497 5503 Thermal conuctivity of grae composites: Numerical simulations an an effective meium approximation P. M. HUI Department of Physics, The Chinese University

More information

Vectors in two dimensions

Vectors in two dimensions Vectors in two imensions Until now, we have been working in one imension only The main reason for this is to become familiar with the main physical ieas like Newton s secon law, without the aitional complication

More information

Implicit Differentiation

Implicit Differentiation Implicit Differentiation Thus far, the functions we have been concerne with have been efine explicitly. A function is efine explicitly if the output is given irectly in terms of the input. For instance,

More information

Noether s theorem applied to classical electrodynamics

Noether s theorem applied to classical electrodynamics Noether s theorem applie to classical electroynamics Thomas B. Mieling Faculty of Physics, University of ienna Boltzmanngasse 5, 090 ienna, Austria (Date: November 8, 207) The consequences of gauge invariance

More information

Lie symmetry and Mei conservation law of continuum system

Lie symmetry and Mei conservation law of continuum system Chin. Phys. B Vol. 20, No. 2 20 020 Lie symmetry an Mei conservation law of continuum system Shi Shen-Yang an Fu Jing-Li Department of Physics, Zhejiang Sci-Tech University, Hangzhou 3008, China Receive

More information

The Principle of Least Action

The Principle of Least Action Chapter 7. The Principle of Least Action 7.1 Force Methos vs. Energy Methos We have so far stuie two istinct ways of analyzing physics problems: force methos, basically consisting of the application of

More information

Sturm-Liouville Theory

Sturm-Liouville Theory LECTURE 5 Sturm-Liouville Theory In the three preceing lectures I emonstrate the utility of Fourier series in solving PDE/BVPs. As we ll now see, Fourier series are just the tip of the iceberg of the theory

More information

Lecture XII. where Φ is called the potential function. Let us introduce spherical coordinates defined through the relations

Lecture XII. where Φ is called the potential function. Let us introduce spherical coordinates defined through the relations Lecture XII Abstract We introuce the Laplace equation in spherical coorinates an apply the metho of separation of variables to solve it. This will generate three linear orinary secon orer ifferential equations:

More information

Outline. 1 Motivating examples. 2 Hilbert complexes and their discretization. 3 Finite element differential forms. 4 The elasticity complex 1 / 25

Outline. 1 Motivating examples. 2 Hilbert complexes and their discretization. 3 Finite element differential forms. 4 The elasticity complex 1 / 25 Outline 1 Motivating examples Hoge theory, Hilbert complexes, an finite element ifferential forms Douglas N. Arnol 2 Hilbert complexes an their iscretization 3 Finite element ifferential forms 4 The elasticity

More information

ELEC3114 Control Systems 1

ELEC3114 Control Systems 1 ELEC34 Control Systems Linear Systems - Moelling - Some Issues Session 2, 2007 Introuction Linear systems may be represente in a number of ifferent ways. Figure shows the relationship between various representations.

More information

The canonical controllers and regular interconnection

The canonical controllers and regular interconnection Systems & Control Letters ( www.elsevier.com/locate/sysconle The canonical controllers an regular interconnection A.A. Julius a,, J.C. Willems b, M.N. Belur c, H.L. Trentelman a Department of Applie Mathematics,

More information

Computing Exact Confidence Coefficients of Simultaneous Confidence Intervals for Multinomial Proportions and their Functions

Computing Exact Confidence Coefficients of Simultaneous Confidence Intervals for Multinomial Proportions and their Functions Working Paper 2013:5 Department of Statistics Computing Exact Confience Coefficients of Simultaneous Confience Intervals for Multinomial Proportions an their Functions Shaobo Jin Working Paper 2013:5

More information

Current and Voltage Excitations for the Eddy Current Model

Current and Voltage Excitations for the Eddy Current Model Eigenössische Technische Hochschule Zürich Ecole polytechnique féérale e Zurich Politecnico feerale i Zurigo Swiss Feeral Institute of Technology Zurich Current an Voltage Excitations for the Ey Current

More information

Lectures - Week 10 Introduction to Ordinary Differential Equations (ODES) First Order Linear ODEs

Lectures - Week 10 Introduction to Ordinary Differential Equations (ODES) First Order Linear ODEs Lectures - Week 10 Introuction to Orinary Differential Equations (ODES) First Orer Linear ODEs When stuying ODEs we are consiering functions of one inepenent variable, e.g., f(x), where x is the inepenent

More information

Physics 2212 GJ Quiz #4 Solutions Fall 2015

Physics 2212 GJ Quiz #4 Solutions Fall 2015 Physics 2212 GJ Quiz #4 Solutions Fall 215 I. (17 points) The magnetic fiel at point P ue to a current through the wire is 5. µt into the page. The curve portion of the wire is a semicircle of raius 2.

More information

d dx But have you ever seen a derivation of these results? We ll prove the first result below. cos h 1

d dx But have you ever seen a derivation of these results? We ll prove the first result below. cos h 1 Lecture 5 Some ifferentiation rules Trigonometric functions (Relevant section from Stewart, Seventh Eition: Section 3.3) You all know that sin = cos cos = sin. () But have you ever seen a erivation of

More information

A Novel Decoupled Iterative Method for Deep-Submicron MOSFET RF Circuit Simulation

A Novel Decoupled Iterative Method for Deep-Submicron MOSFET RF Circuit Simulation A Novel ecouple Iterative Metho for eep-submicron MOSFET RF Circuit Simulation CHUAN-SHENG WANG an YIMING LI epartment of Mathematics, National Tsing Hua University, National Nano evice Laboratories, an

More information

Calculus of Variations

Calculus of Variations 16.323 Lecture 5 Calculus of Variations Calculus of Variations Most books cover this material well, but Kirk Chapter 4 oes a particularly nice job. x(t) x* x*+ αδx (1) x*- αδx (1) αδx (1) αδx (1) t f t

More information

19 Eigenvalues, Eigenvectors, Ordinary Differential Equations, and Control

19 Eigenvalues, Eigenvectors, Ordinary Differential Equations, and Control 19 Eigenvalues, Eigenvectors, Orinary Differential Equations, an Control This section introuces eigenvalues an eigenvectors of a matrix, an iscusses the role of the eigenvalues in etermining the behavior

More information

Math 1272 Solutions for Spring 2005 Final Exam. asked to find the limit of the sequence. This is equivalent to evaluating lim. lim.

Math 1272 Solutions for Spring 2005 Final Exam. asked to find the limit of the sequence. This is equivalent to evaluating lim. lim. Math 7 Solutions for Spring 5 Final Exam ) We are gien an infinite sequence for which the general term is a n 3 + 5n n + n an are 3 + 5n aske to fin the limit of the sequence. This is equialent to ealuating

More information

TOWARDS THERMOELASTICITY OF FRACTAL MEDIA

TOWARDS THERMOELASTICITY OF FRACTAL MEDIA ownloae By: [University of Illinois] At: 21:04 17 August 2007 Journal of Thermal Stresses, 30: 889 896, 2007 Copyright Taylor & Francis Group, LLC ISSN: 0149-5739 print/1521-074x online OI: 10.1080/01495730701495618

More information

Problem Sheet 2: Eigenvalues and eigenvectors and their use in solving linear ODEs

Problem Sheet 2: Eigenvalues and eigenvectors and their use in solving linear ODEs Problem Sheet 2: Eigenvalues an eigenvectors an their use in solving linear ODEs If you fin any typos/errors in this problem sheet please email jk28@icacuk The material in this problem sheet is not examinable

More information

A simple model for the small-strain behaviour of soils

A simple model for the small-strain behaviour of soils A simple moel for the small-strain behaviour of soils José Jorge Naer Department of Structural an Geotechnical ngineering, Polytechnic School, University of São Paulo 05508-900, São Paulo, Brazil, e-mail:

More information

1 Heisenberg Representation

1 Heisenberg Representation 1 Heisenberg Representation What we have been ealing with so far is calle the Schröinger representation. In this representation, operators are constants an all the time epenence is carrie by the states.

More information

Optimized Schwarz Methods with the Yin-Yang Grid for Shallow Water Equations

Optimized Schwarz Methods with the Yin-Yang Grid for Shallow Water Equations Optimize Schwarz Methos with the Yin-Yang Gri for Shallow Water Equations Abessama Qaouri Recherche en prévision numérique, Atmospheric Science an Technology Directorate, Environment Canaa, Dorval, Québec,

More information

Generalization of the persistent random walk to dimensions greater than 1

Generalization of the persistent random walk to dimensions greater than 1 PHYSICAL REVIEW E VOLUME 58, NUMBER 6 DECEMBER 1998 Generalization of the persistent ranom walk to imensions greater than 1 Marián Boguñá, Josep M. Porrà, an Jaume Masoliver Departament e Física Fonamental,

More information

Problem set 2: Solutions Math 207B, Winter 2016

Problem set 2: Solutions Math 207B, Winter 2016 Problem set : Solutions Math 07B, Winter 016 1. A particle of mass m with position x(t) at time t has potential energy V ( x) an kinetic energy T = 1 m x t. The action of the particle over times t t 1

More information

Fractional Geometric Calculus: Toward A Unified Mathematical Language for Physics and Engineering

Fractional Geometric Calculus: Toward A Unified Mathematical Language for Physics and Engineering Fractional Geometric Calculus: Towar A Unifie Mathematical Language for Physics an Engineering Xiong Wang Center of Chaos an Complex Network, Department of Electronic Engineering, City University of Hong

More information

Chapter 9 Method of Weighted Residuals

Chapter 9 Method of Weighted Residuals Chapter 9 Metho of Weighte Resiuals 9- Introuction Metho of Weighte Resiuals (MWR) is an approimate technique for solving bounary value problems. It utilizes a trial functions satisfying the prescribe

More information

Maxwell s Equations 5/9/2016. EELE 3332 Electromagnetic II Chapter 9. Maxwell s Equations for static fields. Review Electrostatics and Magnetostatics

Maxwell s Equations 5/9/2016. EELE 3332 Electromagnetic II Chapter 9. Maxwell s Equations for static fields. Review Electrostatics and Magnetostatics Generate by Foxit PDF Creator Foxit oftware 5/9/216 3332 lectromagnetic II Chapter 9 Maxwell s quations Islamic University of Gaza lectrical ngineering Department Prof. Dr. Hala J l-khozonar 216 1 2 Review

More information

arxiv:gr-qc/ v2 22 Aug 2005

arxiv:gr-qc/ v2 22 Aug 2005 Energy Conitions an Junction Conitions Donal Marolf Physics Department, UCSB, Santa Barbara, CA 93106, USA an Perimeter Institute, 31 Caroline St. N, Waterloo, Ontario N2L 2Y5, Canaa marolf@physics.ucsb.eu

More information

inflow outflow Part I. Regular tasks for MAE598/494 Task 1

inflow outflow Part I. Regular tasks for MAE598/494 Task 1 MAE 494/598, Fall 2016 Project #1 (Regular tasks = 20 points) Har copy of report is ue at the start of class on the ue ate. The rules on collaboration will be release separately. Please always follow the

More information

Lagrangian and Hamiltonian Dynamics

Lagrangian and Hamiltonian Dynamics Lagrangian an Hamiltonian Dynamics Volker Perlick (Lancaster University) Lecture 1 The Passage from Newtonian to Lagrangian Dynamics (Cockcroft Institute, 22 February 2010) Subjects covere Lecture 2: Discussion

More information

Lower Bounds for the Smoothed Number of Pareto optimal Solutions

Lower Bounds for the Smoothed Number of Pareto optimal Solutions Lower Bouns for the Smoothe Number of Pareto optimal Solutions Tobias Brunsch an Heiko Röglin Department of Computer Science, University of Bonn, Germany brunsch@cs.uni-bonn.e, heiko@roeglin.org Abstract.

More information

Linear and quadratic approximation

Linear and quadratic approximation Linear an quaratic approximation November 11, 2013 Definition: Suppose f is a function that is ifferentiable on an interval I containing the point a. The linear approximation to f at a is the linear function

More information

DAE-Index and Convergence Analysis of Lumped Electric Circuits Refined by 3-D Magnetoquasistatic Conductor Models

DAE-Index and Convergence Analysis of Lumped Electric Circuits Refined by 3-D Magnetoquasistatic Conductor Models Bergische Universität Wuppertal Fachbereich Mathematik un Naturwissenschaften Lehrstuhl für Angewante Mathematik un Numerische Mathematik Preprint BUW-AMNA 8/6 Sebastian Schöps DAE-Inex an Convergence

More information

Qubit channels that achieve capacity with two states

Qubit channels that achieve capacity with two states Qubit channels that achieve capacity with two states Dominic W. Berry Department of Physics, The University of Queenslan, Brisbane, Queenslan 4072, Australia Receive 22 December 2004; publishe 22 March

More information

The Three-dimensional Schödinger Equation

The Three-dimensional Schödinger Equation The Three-imensional Schöinger Equation R. L. Herman November 7, 016 Schröinger Equation in Spherical Coorinates We seek to solve the Schröinger equation with spherical symmetry using the metho of separation

More information

Various boundary conditions for Navier-Stokes equations in bounded Lipschitz domains

Various boundary conditions for Navier-Stokes equations in bounded Lipschitz domains Various bounary conitions for Navier-Stokes equations in boune Lipschitz omains Sylvie Monniaux To cite this version: Sylvie Monniaux. Various bounary conitions for Navier-Stokes equations in boune Lipschitz

More information

CONSERVATION PROPERTIES OF SMOOTHED PARTICLE HYDRODYNAMICS APPLIED TO THE SHALLOW WATER EQUATIONS

CONSERVATION PROPERTIES OF SMOOTHED PARTICLE HYDRODYNAMICS APPLIED TO THE SHALLOW WATER EQUATIONS BIT 0006-3835/00/4004-0001 $15.00 200?, Vol.??, No.??, pp.?????? c Swets & Zeitlinger CONSERVATION PROPERTIES OF SMOOTHE PARTICLE HYROYNAMICS APPLIE TO THE SHALLOW WATER EQUATIONS JASON FRANK 1 an SEBASTIAN

More information

4. Important theorems in quantum mechanics

4. Important theorems in quantum mechanics TFY4215 Kjemisk fysikk og kvantemekanikk - Tillegg 4 1 TILLEGG 4 4. Important theorems in quantum mechanics Before attacking three-imensional potentials in the next chapter, we shall in chapter 4 of this

More information

Stable and compact finite difference schemes

Stable and compact finite difference schemes Center for Turbulence Research Annual Research Briefs 2006 2 Stable an compact finite ifference schemes By K. Mattsson, M. Svär AND M. Shoeybi. Motivation an objectives Compact secon erivatives have long

More information

Quantum Mechanics in Three Dimensions

Quantum Mechanics in Three Dimensions Physics 342 Lecture 20 Quantum Mechanics in Three Dimensions Lecture 20 Physics 342 Quantum Mechanics I Monay, March 24th, 2008 We begin our spherical solutions with the simplest possible case zero potential.

More information

Lecture 1b. Differential operators and orthogonal coordinates. Partial derivatives. Divergence and divergence theorem. Gradient. A y. + A y y dy. 1b.

Lecture 1b. Differential operators and orthogonal coordinates. Partial derivatives. Divergence and divergence theorem. Gradient. A y. + A y y dy. 1b. b. Partial erivatives Lecture b Differential operators an orthogonal coorinates Recall from our calculus courses that the erivative of a function can be efine as f ()=lim 0 or using the central ifference

More information

Lagrangian and Hamiltonian Mechanics

Lagrangian and Hamiltonian Mechanics Lagrangian an Hamiltonian Mechanics.G. Simpson, Ph.. epartment of Physical Sciences an Engineering Prince George s Community College ecember 5, 007 Introuction In this course we have been stuying classical

More information

Delocalization of boundary states in disordered topological insulators

Delocalization of boundary states in disordered topological insulators Journal of Physics A: Mathematical an Theoretical J. Phys. A: Math. Theor. 48 (05) FT0 (pp) oi:0.088/75-83/48//ft0 Fast Track Communication Delocalization of bounary states in isorere topological insulators

More information

ALGEBRAIC AND ANALYTIC PROPERTIES OF ARITHMETIC FUNCTIONS

ALGEBRAIC AND ANALYTIC PROPERTIES OF ARITHMETIC FUNCTIONS ALGEBRAIC AND ANALYTIC PROPERTIES OF ARITHMETIC FUNCTIONS MARK SCHACHNER Abstract. When consiere as an algebraic space, the set of arithmetic functions equippe with the operations of pointwise aition an

More information

arxiv: v1 [math-ph] 5 May 2014

arxiv: v1 [math-ph] 5 May 2014 DIFFERENTIAL-ALGEBRAIC SOLUTIONS OF THE HEAT EQUATION VICTOR M. BUCHSTABER, ELENA YU. NETAY arxiv:1405.0926v1 [math-ph] 5 May 2014 Abstract. In this work we introuce the notion of ifferential-algebraic

More information

GEODESIC BOUNDARY VALUE PROBLEMS WITH SYMMETRY. Colin J. Cotter. Darryl D. Holm. (Communicated by the associate editor name)

GEODESIC BOUNDARY VALUE PROBLEMS WITH SYMMETRY. Colin J. Cotter. Darryl D. Holm. (Communicated by the associate editor name) Manuscript submitte to AIMS Journals Volume X, Number 0X, XX 200X Website: http://aimsciences.org pp. X XX GEODESIC BOUNDARY VALUE PROBLEMS WITH SYMMETRY Colin J. Cotter Department of Aeronautics Imperial

More information

'HVLJQ &RQVLGHUDWLRQ LQ 0DWHULDO 6HOHFWLRQ 'HVLJQ 6HQVLWLYLW\,1752'8&7,21

'HVLJQ &RQVLGHUDWLRQ LQ 0DWHULDO 6HOHFWLRQ 'HVLJQ 6HQVLWLYLW\,1752'8&7,21 Large amping in a structural material may be either esirable or unesirable, epening on the engineering application at han. For example, amping is a esirable property to the esigner concerne with limiting

More information

Robustness and Perturbations of Minimal Bases

Robustness and Perturbations of Minimal Bases Robustness an Perturbations of Minimal Bases Paul Van Dooren an Froilán M Dopico December 9, 2016 Abstract Polynomial minimal bases of rational vector subspaces are a classical concept that plays an important

More information

arxiv: v1 [math.na] 18 Nov 2011

arxiv: v1 [math.na] 18 Nov 2011 MIMETIC FRAMEWORK ON CURVILINEAR QUADRILATERALS OF ARBITRARY ORDER JASPER KREEFT, ARTUR PALHA, AND MARC GERRITSMA arxiv:1111.4304v1 [mat.na] 18 Nov 2011 Abstract. In tis paper iger orer mimetic iscretizations

More information

Code_Aster. Detection of the singularities and computation of a card of size of elements

Code_Aster. Detection of the singularities and computation of a card of size of elements Titre : Détection es singularités et calcul une carte [...] Date : 0/0/0 Page : /6 Responsable : Josselin DLMAS Clé : R4.0.04 Révision : 9755 Detection of the singularities an computation of a car of size

More information

Convergence rates of moment-sum-of-squares hierarchies for optimal control problems

Convergence rates of moment-sum-of-squares hierarchies for optimal control problems Convergence rates of moment-sum-of-squares hierarchies for optimal control problems Milan Kora 1, Diier Henrion 2,3,4, Colin N. Jones 1 Draft of September 8, 2016 Abstract We stuy the convergence rate

More information

Error estimates for 1D asymptotic models in coaxial cables with non-homogeneous cross-section

Error estimates for 1D asymptotic models in coaxial cables with non-homogeneous cross-section Error estimates for 1D asymptotic moels in coaxial cables with non-homogeneous cross-section ébastien Imperiale, Patrick Joly o cite this version: ébastien Imperiale, Patrick Joly. Error estimates for

More information

Sensors & Transducers 2015 by IFSA Publishing, S. L.

Sensors & Transducers 2015 by IFSA Publishing, S. L. Sensors & Transucers, Vol. 184, Issue 1, January 15, pp. 53-59 Sensors & Transucers 15 by IFSA Publishing, S. L. http://www.sensorsportal.com Non-invasive an Locally Resolve Measurement of Soun Velocity

More information

Geometric Algebra Approach to Fluid Dynamics

Geometric Algebra Approach to Fluid Dynamics Geometric Algebra Approach to Flui Dynamics Carsten Cibura an Dietmar Hilenbran Abstract In this work we will use geometric algebra to prove a number of well known theorems central to the fiel of flui

More information

LATTICE-BASED D-OPTIMUM DESIGN FOR FOURIER REGRESSION

LATTICE-BASED D-OPTIMUM DESIGN FOR FOURIER REGRESSION The Annals of Statistics 1997, Vol. 25, No. 6, 2313 2327 LATTICE-BASED D-OPTIMUM DESIGN FOR FOURIER REGRESSION By Eva Riccomagno, 1 Rainer Schwabe 2 an Henry P. Wynn 1 University of Warwick, Technische

More information