n s n Z 0 on complex-valued functions on the circle. Then sgn n + 1 ) n + 1 2) s
|
|
- Scott Doyle
- 6 years ago
- Views:
Transcription
1 . What is the eta invariant? The eta invariant was introce in the famos paper of Atiyah, Patoi, an Singer see [], in orer to proce an inex theorem for manifols with bonary. The eta invariant of a linear self-ajoint operator is roghly the ifference between the nmber of positive eigenvales an the nmber of negative eigenvales. One problem with this iea is that it oes not make sense in infinite imensions. However, we will have a way of reglarizing to make this qantity well-efine for ifferential operators; this is similar to the zeta-fnction reglarization of the eterminant of the Laplacian an methos se by physicists to reglarize qantities that are compte sing ivergent integrals. In fact, jst as the zeta fnction of elliptic operators is analogos to the Riemann zeta fnction, the eta fnction is analogos to Dirichlet L- fnctions. Assme that we know the eigenvales {λ}with mltiplicity of an essentially self-ajoint sally first orer ifferential operator D : C E C E on sections of a vector bnle E M, where M is a close Riemannian manifol. We efine the eta fnction η s to be η s λ sgn λ λ s, where we efine sgn. It trns ot that the eta fnction is holomorphic in s for large Re s, if D is elliptic; we will iscss this later. This is the zeta fnction if D has nonnegative eigenvales. The eta invariant is η, which means that we analytically contine to s. We see that this qantity is formally the nmber of positive eigenvales mins the nmber of negative eigenvales,. Note that there is no reason to expect that this nmber is efine ie η s is reglar at s ; it trns ot that it often is or that it is an integer often it is not. Remark: we can efine these for pseoifferential operators as well. Boring example: Let D, a ifferential operator acting i θ on complex-vale fnctions on the circle. In the notation above, M S, E M C. We remark that this is the most elementary example of a Dirac operator. We will now compte the eta invariant of this operator. Observe that the eigensections of this operator are the fnctions e inθ corresponing to eigenvale n Z, an in fact these eigenfnctions form an orthogonal basis of L S. Therefore, the eta
2 fnction is η s λ n Z sgn λ λ s sgn n n s n Z > n s n Z > n s. Note that the sm above converges absoltely for Res >, so the calclation is vali. Analytically contining the fnction η s to s, we obtain η. Ostensibly less boring bt jst as boring example: Let D i + θ on complex-vale fnctions on the circle. Then η s sgn λ λ s λ sgn n + n + n Z n + s n Z n Z s n + s, so again η. Finally, a non-boring example: Let D + c on complexvale fnctions on the circle, where c is a real constant. i θ Then η s λ sgn λ λ s n Z sgn n + c n + c s n> c n + c s n< c n + c s, which is nonzero in general. Bt now what o we o to obtain η, or to obtain a close-form expression for η s?. Families of Operators Proposition. Let Q be a C family of nonnegative self-ajoint operators with a complete system of eigenvales λ for which the eigenfnctions form a basis for L, sch that ζ s is efine an analytic at s an that there is a constant N > sch that ζ s T r Q s λ λ s converges absoltely for s > N, an so that zero eigenspace epens ifferentiably on an ths is of constant imension. Then the zeta fnction corresponing to Q satisfies ζ s s T r Q Q s.
3 Proof. For a simple proof, if one may assme that the eigenvales may be chosen to be ifferentiable in as in Rellich s Theorem, then one proves it like this: ζ s s λ s λ s T r QQ s for large s, an then by the ientity theorem, the analytic contination satisfies the same eqation. To prove it really sing the ieas of Seeley, note that ζ s πi T r λ s Q λ λ Γ for some contor Γ enclosing the real axis. For large Res, convergence is garantee by estimates in [4]. Next we ifferentiate to get Q λ Q λ I Q λ Q λ Q Q λ. 3 Then ζ s πi T r λ s Q λ Γ Q Q λ λ. If it happene that Q is of very large orer, Q λ is trace class an has a continos Schwarz kernel, an we may interchange trace with integral an commte operators within the trace. Then ζ s λ s T r Q Q λ λ πi Γ. πi T r Q λ s Q λ λ Γ πi T r Q sλ s Q λ λ Γ st r Q Q s. parts
4 4 Bt what if Q is not of large orer. Then if m >> we still have Q m satisfies the above, an ζ ms st r Q m Q ms m s j s j mst r T r T r Q j Q Q m j Q Q ms Q Q ms, Q ms m assming one can commte the operators aron in the trace, an ths the theorem is one. To careflly commte the operators in the trace, we see that if m is large enogh T r Q j Q Q m j Q ms m T r Q j Q Q ms j T r Q j Q Q ms/ Q ms/ j T r Q ms/ j Q j Q Q ms/ T r Q ms/ Q Q ms/ T r Q Q ms/ Q ms/ T r Q Q ms. Proposition. Let D any self-ajoint operator for which η s is efine an analytic at s, an that there is a constant B > sch that λ sgn λ + c λ + c s an λ λ + c s+ converge absoltely for s > B an c in a certain interval sch that c is not an eigenvale of D for all c in that interval. Then the eta fnction η c s corresponing to the operator D + c satisfies c η c s sζ D+c s + where ζ D+c is the zeta fnction corresponing to the nonnegative operator D + c, that is ζ D+c s µ> µ s,,
5 where the sm is over all eigenvales of the operator D + c. In particlar, if D is a first-orer elliptic essentially self-ajoint ifferential operator, then η c c is the resie of the simple pole of the meromorphic fnction ζ D+c s+ at s. Remark: It is known that secon-orer essentially self-ajoint elliptic ifferential operators on a manifol of imension n yiel zeta fnctions with at most simple poles, an they are locate at s n, s n, s n,... for n o an at s n, s n,..., s for n even. Frther, the resies at these poles are given by explicitly comptable integrals of locally-efine fnctions. Proof. We know that for each eigenvale λ of D, sgn λ + c oes not vary with c in the interval. Then 5 η c s λ c η c s λ sgn λ + c λ + c s/ sgn λ + c s λ + c s/ λ + c s λ s λ sgn λ + c λ + c s λ + c λ + c s s λ sζ D+c λ + c s+ s + Since both sies are analytic in s for large Res, the statement mst remain tre after analytic contination. Proposition 3. More general version of the last proposition For c in an open interval in R, let D c be a smooth family of self-ajoint operators for which η c s η Dc s is efine an analytic at s for all c, an that there is a constant B > sch that λ c sgn λ c λ c s an λ λc s+ converge absoltely for s > B an c in the interval, sch that im ker D c is constant in c. Then the eta fnction η c s satisfies c η c s st r Ḋ c Dc s+.
6 6 In particlar, if D c is a family of first-orer elliptic essentially selfajoint ifferential operator, then η c c is the resie of the simple pole of the meromorphic fnction T r Ḋ c Dc s+ at s. Proof. We know that for each eigenvale λ of D, sgn λ c oes not vary with c in the interval. By the work of Rellich, we may assme that λ c is ifferentiable in c. Then, for large Res, η c s λ c sgn λ c λ c s/ c η c s sgn λ c s λc s/ λ c c λ c λ c s λ c sgn λ c λ c s λ c c λ c s λ c s λ c s λ c λ c λ c λ c s λ c c λ c λ c λ c s c λ c λ c s c λ c s λ s+ c c λ c λ st r Ḋ c Dc s+ Since both sies are analytic in s, the statement mst be tre for all s. Again, this is st the wimpy version of the proof; one nees to se the resolvent for a rigoros proof that oes not reqire big hammers sch as the Rellich theorem. Remark 4. Until this moment we have always assme that the variation oes not change the qantity sgn λ c. However, we note that one may exactly accont for what happens to η c s as c varies in sch a way that an eigenvale goes throgh zero. That is, if λ is the offening eigenvale sch that λ c passes throgh zero when c c, we may instea consier the operator D c + εp, where P is the projection to the eigenspace corresponing to eigenvale λ c of D c. It trns ot that P can be written entirely in terms of powers of D c an is ths a classical pseoifferential operator as well. If ε is chosen to be sfficiently
7 7 small to eliminate the ifficlty at c. Frther, observe that η Dc+εP s η c s + sgn λ c + ε λ c + ε s sgn λ c λ c s, an pon analytic contination we see that η Dc+εP η c ±. Ths, with no assmptions on passing throgh eigenvales, η c mo is ifferentiable in c, an η c may be calclate precisely by etermining how many eigenvales pass zero. The same hols for the zeta fnction. 3. The Heat Kernel an Zeta Fnction Now we collect some facts abot the heat kernel an zeta fnctions. Let L be a m th orer, nonnegative elliptic classical pseo-ifferential operator on sections of a vector bnle E a close Riemannian manifol M of imension n whose principal symbol is the same as the m power of the Laplacian, ie m/. Then the Cachy problem for the heat eqation has a niqe soltion among soltions that grow less than e t in t: Problem: t + L x, t ; x, f x Soltion: x, t K t, x, y f y V y, M where K t, x, y Hom E y, E x is the heat kernel of L. The operator K satisfies the following asymptotic formla, for each k Z, as t : K t, x, y e x,y n/m 4πt /4t c x, y + c x, y t /m c k x, y t k/m + O t k+/m where x, y is the Riemannian istance from x to y, an each c j is smooth on M M, an c j x, y Hom E y, E x. In Eliean space, E is the trivial line bnle, x, y x y, c x, y, an c j x, y for each j >. Plgging in y x, we obtain, as t, c x, x + c K t, x, x x, x t /m + 4πt n/m... + c k x, x t k/m + O t k+/m. In the ifferential case, the coefficients c j x, y can be calclate by irectly plgging the asymptotic expansion into the ifferential eqation an solving for them. They epen only on the metric an symbol of the operator along the minimal geoesic connecting x an y. Note that in orer that K t, x, y satisfies the initial conition, it mst be tre,
8 8 that c x, x. Note that if e tl is the operator that maps f x to t, x, then T r e tl M T r K t, x, x V x. Uner the aitional assmption that L is an essentially self-ajoint classical pseo-ifferential operator, then we may choose an orthonormal basis of L E consisting of eigensections α k of L corresponing to eigenvales λ k conte with mltiplicity, an we have K t, x, y e tλ k α k x α k y, T r e tl T r K t, x, x V x e tλ k, T r e tl M 4πt n/m c + c t /m c k t k + O t k+ + im ker L an each sm absoltely an niformly converges at each t >. Here, c j M T r c j x, x V. Next, the zeta fnction of a nonnegative self-ajoint elliptic ifferential operator L is efine in analogy to the Riemann zeta fnction as ζ L s λ k λ s k. Note that in the case of the Laplacian L on complex-vale θ fnctions on the circle, which has eigenvales n corresponing to orthogonal eigenfnctions e ±inθ, we have ζ L s n> n s ζ R s, where ζ R s is the Riemann zeta fnction. Note that λ s Γ s t s e tλ t,
9 9 so we have that ζ L s λ k Γ s Γ s + Γ s Γ s + Γ s + Γ s λ s k Γ s t s M t s λ k e tλ k t T r K t, x, x V x im ker L t t s T r K t, x, x V x im ker L t M t s T r K t, x, x V x im ker L t M t s c + c 4πt n/m t /m c N t N/m t t s e tλ k im ker L c + c 4πt n/m t /m c N t N/m t t s e tλ k im ker L t 4π n/m Γ s 4π n/m Γ s N c j t s n m + j m t + φn s j N j c j s n m + j m + φ N s for large s, an this formla gives the meromorphic contination of the zeta fnction ζ L s with φ N s holomorphic for Res > n N. Observe that, as state earlier, in the ifferential case, ζ L s has at most simple poles, an they are locate at s n, s n, s n,... for n o an at s n, s n,..., s for n even note that has a simple zero at each nonpositive integer. The resie of the Γs pole at s n j is c j m m 4π n/m Γ n m m. j We remark that many pseoifferential operators have the same properties regaring the analytic contination. For instance, if A is a self-ajoint ifferential operator an p is any positive real nmber,
10 then A p A p/ is a pseoifferential operator, an ζ A p s λ ps λ ps/ ps ζa, λ λ an its analytic contination an poles can be obtaine from those of ζ A. In particlar, ζ A p ζa, an ζ A p p ζ A. In general, the asymptotic expansions of heat kernels corresponing to pseoifferential operators may have powers of t that increment by, an in aition logarithmic terms may appear. The logarithmic terms case the corresponing zeta fnctions to have poles of higher orer. Accoring Seeley s paper [4], for any classical pseoifferential operator A on a close manifol M, the the restriction of the kernel of A s to the iagonal in M M is meromorphic with poles only at s n k, k,,,... where m is the orer of the operator, n is the m imension of M, an the pole s k n, an its resie is given by m an explicit formla. The resies at s,,,... vanish, an the vale of the kernel at s is again given by an explicit formla. Explicitly, note that Γ s has a simple pole at s with resie. From this we see from the formla above that c n ζ L 4π, n/m an c n/m c n/m x, x is explicitly calclable from the metric an the local symbol of the operator, in the ifferential case. Now we may retrn to the Nonboring Example: Now we apply the Proposition to the operator D + c + c on the circle. By the i θ first proposition, we have that s + c η c s sζ D+c, so that η c c is times the resie of ζ D+c z at z. Bt note that D + c has the same principal symbol as the Laplacian, an ths its heat kernel satisfies T r e td+c π c x, x θ + t π c x, x θ+ 4πt... + t N π c N x, x θ + O t N+ π + tc t N c N + O t N+. 4πt
11 Then ζ D+c s π 4π / Γ s s N c j + 4π / Γ s s + holomorphic s, + j π so the resie is. Ths, near s πγ s + sζ D+c s s+, so c η c. Since when c, η c, we have that η c c c j for < c <. Note that the spectrm is invariant as c c +, so in fact η c c c moz, c R \ Z We have seen that η c, c Z. 4. Relationship between zeta an eta Accoring to Seeley s famos paper [], complex powers of pseoifferential operators are again pseoifferential. Ths, if A is a first orer self-ajoint elliptic pseo-ifferential operator, then B : 3 A + A, B : 3 A A are also elliptic an pseoifferential bt are nonnegative. Let ζ j s be the zeta fnction corresponing to B j for j,. Then if λ ranges over eigenvales of A, ζ s ζ s λ 3 λ + λ s λ 3 λ s λ s λ s + λ s λ s s λ> λ< λ> λ< s sgn λ λ s s η A s. λ λ s
12 Ths, η A s ζ s ζ s. s This gives the meromorphic contination of the eta fnction. If each ζ j has only simple poles an is reglar at s as it is for powers of self-ajoint elliptic ifferential operators, then η A s has only simple poles incling possibly at s. The resie of η A s at s is R A log ζ ζ. We nee to show that R A is in fact zero, an as a conseqence we will be able to ece that η A s is reglar at s. Note that by the formla for ζ L above, R A is an integral of a locally etermine qantity on the manifol. 5. Reglarity of η s at s The next step is to show that R A is constant on a family of operators A. In orer to allow for iscontinities proce by zero eigenvales, we can write η s η s + η s as a sm of two parts, η s corresponing to the eigenvales λ sch that λ < C an η s corresponing to eigenvales λ sch that λ > C, where C is interior to a spectral gap for A. The fnction η s is a finite sm of exponential fnction an is ths entire an also ifferentiable in. Ths, if we let η s enote η s moz, we see that η η. Ths, we may set assme change all eigenvales λ of A sch that λ < C to withot changing η ; this means that we may assme A is invertible for all. To prove R A is constant on sch a family of operators A, it sffices to show that for sch a family A, η. Let B A + A, which is elliptic an positive for small. Then by the propositions above, η A s st r A A s+ st r A B s, ζ B s s T r Ḃ B s s T r Ȧ B s so that these erivatives coincie at. By the above, ζ B s has a meromorphic contination which is reglar at s, so the same mst be tre for η A s. By the above relationship between ζ an η, an the meromorphic contination formla for ζ L s, we have with
13 ζ, ζ corresponing to 3 A + A, 3 A A that η A s is of the form η A s ζ s ζ s s R A s + k j n, a j s j m + φ k s,, where φ k s, is a smooth map into the space of holomorphic fnctions on Res > k. Bt then the resie of m η A s at s is then R A, which mst be zero by the latest calclations. Ths, R A is constant in. Ths R A is a homotopy invariant of A. By the comments at the beginning of this section, if η A s is the eta fnction rece molo Z, then η A s is holomorphic at s, an its vale there is given by an explicit integral formla constrcte ot of the complete symbols of A an Ȧ. 5.. Asie: a homotopy invariant for operators twiste by flat bnles. A conseqence of the above for flat bnles is as follows. Let α : π M U N be a nitary representation, an this efines a flat vector bnle M a V α over M with Hermitian metric. If A : C M, E C M, E is a ifferential operator acting on sections of E, then A extens natrally to A α : C M, E V α C M, E V α. Moreover, if A is self-ajoint, then A α is also selfajoint. Let η α s, A : η Aα s Nη A s. Since the operators A α an A N A... A N times are locally isomorphic, any invariant given by a local integral formla will coincie for the two operators. Ths, R A α R A N NR A, so that η α s, A is reglar at s. By the above, η α s, A is zero at s, so that η α s, A is a homotopy invariant of A. If A is instea pseoifferential, there is no niqe way of efining A α. However, sing a partition of nity, we can constrct an operator A α whose complete symbol is σ A α. We have shown Proposition 5. Notation as above η α, A is a finite homotopy invariant of A an takes vales in R Z. 5.. Back to the reglarity of the eta fnction. Rece eta invariant: If yo replace η by ξ η+h, where h is the imension of the nllspace, all of the reslts above apply. K-theory an self-ajoint symbols: Since R A is a homotopy invariant of A an with ajstment is a actally a stable homotopy 3
14 4 invariant of the symbol σ A, it sffices to check that R A for a sfficiently rich set of symbols that generate all K-theory classes. Yo can either se the Dirac operator or the bonary part of the signatre operator on o imensional manifols. Then, by invariance theory, the local integran mst be a Pontryagin-Chern form, an ths of even egree. Then, we have that R A on o-imensional manifols. Theorem 6. If M is an o-imensional manifol, an A is a selfajoint elliptic pseoifferential operator of positive orer on M, then η A s is holomorphic at s. The even-imensional case is mch trickier, an yo can see the proof in [3]. 6. Another meromorphic contination of the eta fnction If A is an self-ajoint elliptic classical pseoifferential operator of orer on a manifol of imension n, observe that η A s λ sgn λ λ s λ λ λ s λ λ λ s+ Γ t s+ λe tλ t s+ λ Γ t s+ T r Ae ta t s+ Now, it trns ot that T r Ae ta has an asymptotic expansion in powers of t, beginning with t n, an so the integral gives an analytic expression for η A s for s+ > n n, i.e. s > n. If A is a ifferential operator, then we have T r Ae t A N k c k A t k n + O t N n +, where as in the heat asymptotic expansion, if A is ifferential, c k A ck A, x V x, where c k A, x is a locally etermine qantity. Ths, the meromorphic contination of η A s for ifferential operators an classical pseoifferential operators is given by
15 5 η A s Γ s+ t s+ + Γ s+ + Γ s+ N Γ c s+ k A Γ s+ k k N k t s+ T r c k A t k n Ae ta t s+ T r Ae ta t t N k c k A t k n t t s+ k n t + holomorphic s N c k A s + k n + + holomorphic s This formla shows that the resie at s occrs when k n +, or k n n, or res s η A s c n A Γ. References [] M. F. Atiyah, V. K. Patoi, an I. M. Singer, Spectral asymmetry an Riemannian geometry. I, Math. Proc. Camb. Phil. Soc , [] N. Berline, E. Getzler, an M. Vergne, Heat Kernels an Dirac operators, Grnlehren er mathematischen Wissenschaften 98, Springer-Verlag, Berlin, 99. [3] P. Gilkey, Invariance Theory, the Heat Eqation, an the Atiyah-Singer Inex Theorem, Mathematics Lectre Series, Pblish or Perish Inc., Wilmington, Delaware, 984. [4] R. T. Seeley, Complex Powers of an elliptic operator, Proc. Symp. in Pre Math., Amer. Math. Soc., 967,
Math 273b: Calculus of Variations
Math 273b: Calcls of Variations Yacob Kreh Homework #3 [1] Consier the 1D length fnctional minimization problem min F 1 1 L, or min 1 + 2, for twice ifferentiable fnctions : [, 1] R with bonary conitions,
More information2.13 Variation and Linearisation of Kinematic Tensors
Section.3.3 Variation an Linearisation of Kinematic ensors.3. he Variation of Kinematic ensors he Variation In this section is reviewe the concept of the variation, introce in Part I, 8.5. he variation
More informationA Note on Irreducible Polynomials and Identity Testing
A Note on Irrecible Polynomials an Ientity Testing Chanan Saha Department of Compter Science an Engineering Inian Institte of Technology Kanpr Abstract We show that, given a finite fiel F q an an integer
More informationLogarithmic, Exponential and Other Transcendental Functions
Logarithmic, Eponential an Other Transcenental Fnctions 5: The Natral Logarithmic Fnction: Differentiation The Definition First, yo mst know the real efinition of the natral logarithm: ln= t (where > 0)
More informationHOMEWORK 2 SOLUTIONS
HOMEWORK 2 SOLUTIONS PHIL SAAD 1. Carroll 1.4 1.1. A qasar, a istance D from an observer on Earth, emits a jet of gas at a spee v an an angle θ from the line of sight of the observer. The apparent spee
More informationA NEW ENTROPY FORMULA AND GRADIENT ESTIMATES FOR THE LINEAR HEAT EQUATION ON STATIC MANIFOLD
International Jornal of Analysis an Applications ISSN 91-8639 Volme 6, Nmber 1 014, 1-17 http://www.etamaths.com A NEW ENTROPY FORULA AND GRADIENT ESTIATES FOR THE LINEAR HEAT EQUATION ON STATIC ANIFOLD
More informationMehmet Pakdemirli* Precession of a Planet with the Multiple Scales Lindstedt Poincare Technique (2)
Z. Natrforsch. 05; aop Mehmet Pakemirli* Precession of a Planet with the Mltiple Scales Linstet Poincare Techniqe DOI 0.55/zna-05-03 Receive May, 05; accepte Jly 5, 05 Abstract: The recently evelope mltiple
More informationOn the Total Duration of Negative Surplus of a Risk Process with Two-step Premium Function
Aailable at http://pame/pages/398asp ISSN: 93-9466 Vol, Isse (December 7), pp 7 (Preiosly, Vol, No ) Applications an Applie Mathematics (AAM): An International Jornal Abstract On the Total Dration of Negatie
More informationMEAN VALUE ESTIMATES OF z Ω(n) WHEN z 2.
MEAN VALUE ESTIMATES OF z Ωn WHEN z 2 KIM, SUNGJIN 1 Introdction Let n i m pei i be the prime factorization of n We denote Ωn by i m e i Then, for any fixed complex nmber z, we obtain a completely mltiplicative
More informationSturm-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 informationA NOTE ON PERELMAN S LYH TYPE INEQUALITY. Lei Ni. Abstract
A NOTE ON PERELAN S LYH TYPE INEQUALITY Lei Ni Abstract We give a proof to the Li-Ya-Hamilton type ineqality claime by Perelman on the fnamental soltion to the conjgate heat eqation. The rest of the paper
More informationConditions for Approaching the Origin without Intersecting the x-axis in the Liénard Plane
Filomat 3:2 (27), 376 377 https://doi.org/.2298/fil7276a Pblished by Faclty of Sciences and Mathematics, University of Niš, Serbia Available at: http://www.pmf.ni.ac.rs/filomat Conditions for Approaching
More informationSYMPLECTIC GEOMETRY: LECTURE 3
SYMPLECTIC GEOMETRY: LECTURE 3 LIAT KESSLER 1. Local forms Vector fiels an the Lie erivative. A vector fiel on a manifol M is a smooth assignment of a vector tangent to M at each point. We think of M as
More informationThe spectral zeta function
The spectral zeta function Bernd Ammann June 4, 215 Abstract In this talk we introduce spectral zeta functions. The spectral zeta function of the Laplace-Beltrami operator was already introduced by Minakshisundaram
More informationMAT 545: Complex Geometry Fall 2008
MAT 545: Complex Geometry Fall 2008 Notes on Lefschetz Decomposition 1 Statement Let (M, J, ω) be a Kahler manifol. Since ω is a close 2-form, it inuces a well-efine homomorphism L: H k (M) H k+2 (M),
More informationPDE Notes, Lecture #11
PDE Notes, Lecture # from Professor Jalal Shatah s Lectures Febuary 9th, 2009 Sobolev Spaces Recall that for u L loc we can efine the weak erivative Du by Du, φ := udφ φ C0 If v L loc such that Du, φ =
More informationTheorem (Change of Variables Theorem):
Avance Higher Notes (Unit ) Prereqisites: Integrating (a + b) n, sin (a + b) an cos (a + b); erivatives of tan, sec, cosec, cot, e an ln ; sm/ifference rles; areas ner an between crves. Maths Applications:
More informationWitten 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 informationSection 7.4: Integration of Rational Functions by Partial Fractions
Section 7.4: Integration of Rational Fnctions by Partial Fractions This is abot as complicated as it gets. The Method of Partial Fractions Ecept for a few very special cases, crrently we have no way to
More informationMany problems in physics, engineering, and chemistry fall in a general class of equations of the form. d dx. d dx
Math 53 Notes on turm-liouville equations Many problems in physics, engineering, an chemistry fall in a general class of equations of the form w(x)p(x) u ] + (q(x) λ) u = w(x) on an interval a, b], plus
More informationThe Scalar Conservation Law
The Scalar Conservation Law t + f() = 0 = conserved qantity, f() =fl d dt Z b a (t, ) d = Z b a t (t, ) d = Z b a f (t, ) d = f (t, a) f (t, b) = [inflow at a] [otflow at b] f((a)) f((b)) a b Alberto Bressan
More informationA generalized Alon-Boppana bound and weak Ramanujan graphs
A generalized Alon-Boppana bond and weak Ramanjan graphs Fan Chng Abstract A basic eigenvale bond de to Alon and Boppana holds only for reglar graphs. In this paper we give a generalized Alon-Boppana bond
More informationApproach to a Proof of the Riemann Hypothesis by the Second Mean-Value Theorem of Calculus
Advances in Pre Mathematics, 6, 6, 97- http://www.scirp.org/jornal/apm ISSN Online: 6-384 ISSN Print: 6-368 Approach to a Proof of the Riemann Hypothesis by the Second Mean-Vale Theorem of Calcls Alfred
More informationMAXIMUM AND ANTI-MAXIMUM PRINCIPLES FOR THE P-LAPLACIAN WITH A NONLINEAR BOUNDARY CONDITION. 1. Introduction. ν = λ u p 2 u.
2005-Ojda International Conference on Nonlinear Analysis. Electronic Jornal of Differential Eqations, Conference 14, 2006, pp. 95 107. ISSN: 1072-6691. URL: http://ejde.math.txstate.ed or http://ejde.math.nt.ed
More informationImplicit 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 informationBLOW-UP FORMULAS FOR ( 2)-SPHERES
BLOW-UP FORMULAS FOR 2)-SPHERES ROGIER BRUSSEE In this note we give a universal formula for the evaluation of the Donalson polynomials on 2)-spheres, i.e. smooth spheres of selfintersection 2. Note that
More informationLinear First-Order Equations
5 Linear First-Orer Equations Linear first-orer ifferential equations make up another important class of ifferential equations that commonly arise in applications an are relatively easy to solve (in theory)
More information4 Exact laminar boundary layer solutions
4 Eact laminar bondary layer soltions 4.1 Bondary layer on a flat plate (Blasis 1908 In Sec. 3, we derived the bondary layer eqations for 2D incompressible flow of constant viscosity past a weakly crved
More information18-660: Numerical Methods for Engineering Design and Optimization
8-66: Nmerical Methos for Engineering Design an Optimization in Li Department of ECE Carnegie Mellon University Pittsbrgh, PA 53 Slie Overview Geometric Problems Maximm inscribe ellipsoi Minimm circmscribe
More informationTable 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 informationA generalized Alon-Boppana bound and weak Ramanujan graphs
A generalized Alon-Boppana bond and weak Ramanjan graphs Fan Chng Department of Mathematics University of California, San Diego La Jolla, CA, U.S.A. fan@csd.ed Sbmitted: Feb 0, 206; Accepted: Jne 22, 206;
More informationρ u = u. (1) w z will become certain time, and at a certain point in space, the value of
THE CONDITIONS NECESSARY FOR DISCONTINUOUS MOTION IN GASES G I Taylor Proceedings of the Royal Society A vol LXXXIV (90) pp 37-377 The possibility of the propagation of a srface of discontinity in a gas
More informationDesert Mountain H. S. Math Department Summer Work Packet
Corse #50-51 Desert Montain H. S. Math Department Smmer Work Packet Honors/AP/IB level math corses at Desert Montain are for stents who are enthsiastic learners of mathematics an whose work ethic is of
More informationUNIT IV BOUNDARY LAYER AND FLOW THROUGH PIPES Definition of bonary layer Thickness an classification Displacement an momentm Thickness Development of laminar an trblent flows in circlar pipes Major an
More informationVectors in Rn un. This definition of norm is an extension of the Pythagorean Theorem. Consider the vector u = (5, 8) in R 2
MATH 307 Vectors in Rn Dr. Neal, WKU Matrices of dimension 1 n can be thoght of as coordinates, or ectors, in n- dimensional space R n. We can perform special calclations on these ectors. In particlar,
More informationFormal Methods for Deriving Element Equations
Formal Methods for Deriving Element Eqations And the importance of Shape Fnctions Formal Methods In previos lectres we obtained a bar element s stiffness eqations sing the Direct Method to obtain eact
More informationOptimal Contract for Machine Repair and Maintenance
Optimal Contract for Machine Repair an Maintenance Feng Tian University of Michigan, ftor@mich.e Peng Sn Dke University, psn@ke.e Izak Denyas University of Michigan, enyas@mich.e A principal hires an agent
More informationFEA Solution Procedure
EA Soltion Procedre (demonstrated with a -D bar element problem) EA Procedre for Static Analysis. Prepare the E model a. discretize (mesh) the strctre b. prescribe loads c. prescribe spports. Perform calclations
More informationSPECTRAL ASYMMETRY AND RIEMANNIAN GEOMETRY
SPECTRAL ASYMMETRY AND RIEMANNIAN GEOMETRY M. F. ATIYAH, V. K. PATODI AND I. M. SINGER 1 Main Theorems If A is a positive self-adjoint elliptic (linear) differential operator on a compact manifold then
More informationGLOBAL PHASE PORTRAITS OF SOME REVERSIBLE CUBIC CENTERS WITH NONCOLLINEAR SINGULARITIES
This is a preprint of: Global phase portraits of some reversible cbic centers with noncollinear singlarities, Magalena Cabergh, Joan Torregrosa, Internat. J. Bifr. Chaos Appl. Sci. Engrg., vol. 23(9),
More informationNuclear and Particle Physics - Lecture 16 Neutral kaon decays and oscillations
1 Introction Nclear an Particle Phyic - Lectre 16 Netral kaon ecay an ocillation e have alreay een that the netral kaon will have em-leptonic an haronic ecay. However, they alo exhibit the phenomenon of
More informationMath 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 informationComputing 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 informationSecond-Order Wave Equation
Second-Order Wave Eqation A. Salih Department of Aerospace Engineering Indian Institte of Space Science and Technology, Thirvananthapram 3 December 016 1 Introdction The classical wave eqation is a second-order
More informationThe Brauer Manin obstruction
The Braer Manin obstrction Martin Bright 17 April 2008 1 Definitions Let X be a smooth, geometrically irredcible ariety oer a field k. Recall that the defining property of an Azmaya algebra A is that,
More informationNotes on Lie Groups, Lie algebras, and the Exponentiation Map Mitchell Faulk
Notes on Lie Groups, Lie algebras, an the Exponentiation Map Mitchell Faulk 1. Preliminaries. In these notes, we concern ourselves with special objects calle matrix Lie groups an their corresponing Lie
More informationOPTIMUM EXPRESSION FOR COMPUTATION OF THE GRAVITY FIELD OF A POLYHEDRAL BODY WITH LINEARLY INCREASING DENSITY 1
OPTIMUM EXPRESSION FOR COMPUTATION OF THE GRAVITY FIEL OF A POLYHERAL BOY WITH LINEARLY INCREASING ENSITY 1 V. POHÁNKA2 Abstract The formla for the comptation of the gravity field of a polyhedral body
More informationDiagonalization of Matrices Dr. E. Jacobs
Diagonalization of Matrices Dr. E. Jacobs One of the very interesting lessons in this course is how certain algebraic techniques can be use to solve ifferential equations. The purpose of these notes is
More informationLATTICE-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 informationSubcritical bifurcation to innitely many rotating waves. Arnd Scheel. Freie Universitat Berlin. Arnimallee Berlin, Germany
Sbcritical bifrcation to innitely many rotating waves Arnd Scheel Institt fr Mathematik I Freie Universitat Berlin Arnimallee 2-6 14195 Berlin, Germany 1 Abstract We consider the eqation 00 + 1 r 0 k2
More informationON THE SHAPES OF BILATERAL GAMMA DENSITIES
ON THE SHAPES OF BILATERAL GAMMA DENSITIES UWE KÜCHLER, STEFAN TAPPE Abstract. We investigate the for parameter family of bilateral Gamma distribtions. The goal of this paper is to provide a thorogh treatment
More informationClassify by number of ports and examine the possible structures that result. Using only one-port elements, no more than two elements can be assembled.
Jnction elements in network models. Classify by nmber of ports and examine the possible strctres that reslt. Using only one-port elements, no more than two elements can be assembled. Combining two two-ports
More information1 The space of linear transformations from R n to R m :
Math 540 Spring 20 Notes #4 Higher deriaties, Taylor s theorem The space of linear transformations from R n to R m We hae discssed linear transformations mapping R n to R m We can add sch linear transformations
More information7. Differentiation of Trigonometric Function
7. Differentiation of Trigonoetric Fnction RADIAN MEASURE. Let s enote the length of arc AB intercepte y the central angle AOB on a circle of rais r an let S enote the area of the sector AOB. (If s is
More informationOn 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 informationDarboux s theorem and symplectic geometry
Darboux s theorem an symplectic geometry Liang, Feng May 9, 2014 Abstract Symplectic geometry is a very important branch of ifferential geometry, it is a special case of poisson geometry, an coul also
More informationIntegration of Basic Functions. Session 7 : 9/23 1
Integration o Basic Fnctions Session 7 : 9/3 Antiderivation Integration Deinition: Taking the antiderivative, or integral, o some nction F(), reslts in the nction () i ()F() Pt simply: i yo take the integral
More informationCRITERIA FOR TOEPLITZ OPERATORS ON THE SPHERE. Jingbo Xia
CRITERIA FOR TOEPLITZ OPERATORS ON THE SPHERE Jingbo Xia Abstract. Let H 2 (S) be the Hardy space on the nit sphere S in C n. We show that a set of inner fnctions Λ is sfficient for the prpose of determining
More informationLecture 3. (2) Last time: 3D space. The dot product. Dan Nichols January 30, 2018
Lectre 3 The dot prodct Dan Nichols nichols@math.mass.ed MATH 33, Spring 018 Uniersity of Massachsetts Janary 30, 018 () Last time: 3D space Right-hand rle, the three coordinate planes 3D coordinate system:
More informationLecture 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 informationChange of Variables. (f T) JT. f = U
Change of Variables 4-5-8 The change of ariables formla for mltiple integrals is like -sbstittion for single-ariable integrals. I ll gie the general change of ariables formla first, and consider specific
More informationSF2972 Game Theory Exam with Solutions March 19, 2015
SF2972 Game Theory Exam with Soltions March 9, 205 Part A Classical Game Theory Jörgen Weibll an Mark Voornevel. Consier the following finite two-player game G, where player chooses row an player 2 chooses
More informationA Contraction of the Lucas Polygon
Western Washington University Western CEDAR Mathematics College of Science and Engineering 4 A Contraction of the Lcas Polygon Branko Ćrgs Western Washington University, brankocrgs@wwed Follow this and
More informationHEAT KERNEL EXPANSIONS IN THE CASE OF CONIC SINGULARITIES
HEAT KERNEL EXPANSIONS IN THE CASE OF CONIC SINGULARITIES ROBERT SEELEY January 29, 2003 Abstract For positive elliptic differential operators, the asymptotic expansion of the heat trace tr(e t ) and its
More informationDIFFERENTIAL GEOMETRY, LECTURE 15, JULY 10
DIFFERENTIAL GEOMETRY, LECTURE 15, JULY 10 5. Levi-Civita connection From now on we are intereste in connections on the tangent bunle T X of a Riemanninam manifol (X, g). Out main result will be a construction
More informationLecture 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 informationInvariance Theory, the Heat Equation, and the Atiyah-Singer Index Theorem
PETER B. GILKEY Department of Mathematics, University of Oregon Invariance Theory, the Heat Equation, and the Atiyah-Singer Index Theorem Second Edition CRC PRESS Boca Raton Ann Arbor London Tokyo Contents
More informationCHAPTER 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 informationPulses on a Struck String
8.03 at ESG Spplemental Notes Plses on a Strck String These notes investigate specific eamples of transverse motion on a stretched string in cases where the string is at some time ndisplaced, bt with a
More informationMATH 566, Final Project Alexandra Tcheng,
MATH 566, Final Project Alexanra Tcheng, 60665 The unrestricte partition function pn counts the number of ways a positive integer n can be resse as a sum of positive integers n. For example: p 5, since
More informationModel Predictive Control Lecture VIa: Impulse Response Models
Moel Preictive Control Lectre VIa: Implse Response Moels Niet S. Kaisare Department of Chemical Engineering Inian Institte of Technolog Maras Ingreients of Moel Preictive Control Dnamic Moel Ftre preictions
More informationLecture 3Section 7.3 The Logarithm Function, Part II
Lectre 3Section 7.3 The Logarithm Fnction, Part II Jiwen He Section 7.2: Highlights 2 Properties of the Log Fnction ln = t t, ln = 0, ln e =. (ln ) = > 0. ln(y) = ln + ln y, ln(/y) = ln ln y. ln ( r) =
More informationA Single Species in One Spatial Dimension
Lectre 6 A Single Species in One Spatial Dimension Reading: Material similar to that in this section of the corse appears in Sections 1. and 13.5 of James D. Mrray (), Mathematical Biology I: An introction,
More informationHADAMARD-PERRON THEOREM
HADAMARD-PERRON THEOREM CARLANGELO LIVERANI. Invariant manifold of a fixed point He we will discss the simplest possible case in which the existence of invariant manifolds arises: the Hadamard-Perron theorem.
More informationSYSTEMS OF DIFFERENTIAL EQUATIONS, EULER S FORMULA. where L is some constant, usually called the Lipschitz constant. An example is
SYSTEMS OF DIFFERENTIAL EQUATIONS, EULER S FORMULA. Uniqueness for solutions of ifferential equations. We consier the system of ifferential equations given by x = v( x), () t with a given initial conition
More informationLIPSCHITZ SEMIGROUP FOR AN INTEGRO DIFFERENTIAL EQUATION FOR SLOW EROSION
QUARTERLY OF APPLIED MATHEMATICS VOLUME, NUMBER 0 XXXX XXXX, PAGES 000 000 S 0033-569X(XX)0000-0 LIPSCHITZ SEMIGROUP FOR AN INTEGRO DIFFERENTIAL EQUATION FOR SLOW EROSION By RINALDO M. COLOMBO (Dept. of
More informationRELATIVE CHERN CHARACTER, BOUNDARIES AND INDEX FORMULÆ
RELATIVE CHERN CHARACTER, BOUNDARIES AND INDEX FORMULÆ PIERRE ALBIN AND RICHARD MELROSE.9A; Revise: 5-15-28; Run: August 1, 28 Abstract. For three classes of elliptic pseuoifferential operators on a compact
More informationSome Examples. Uniform motion. Poisson processes on the real line
Some Examples Our immeiate goal is to see some examples of Lévy processes, an/or infinitely-ivisible laws on. Uniform motion Choose an fix a nonranom an efine X := for all (1) Then, {X } is a [nonranom]
More informationLinear ODEs. Types of systems. Linear ODEs. Definition (Linear ODE) Linear ODEs. Existence of solutions to linear IVPs.
Linear ODEs Linear ODEs Existence of solutions to linear IVPs Resolvent matrix Autonomous linear systems p. 1 Linear ODEs Types of systems Definition (Linear ODE) A linear ODE is a ifferential equation
More informationEssentials of optimal control theory in ECON 4140
Essentials of optimal control theory in ECON 4140 Things yo need to know (and a detail yo need not care abot). A few words abot dynamic optimization in general. Dynamic optimization can be thoght of as
More information6 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 informationOptimal Operation by Controlling the Gradient to Zero
Optimal Operation by Controlling the Graient to Zero Johannes Jäschke Sigr Skogesta Department of Chemical Engineering, Norwegian University of Science an Technology, NTNU, Tronheim, Norway (e-mail: {jaschke}{skoge}@chemeng.ntn.no)
More informationChapter 3. Preferences and Utility
Chapter 3 Preferences and Utilit Microeconomics stdies how individals make choices; different individals make different choices n important factor in making choices is individal s tastes or preferences
More informationThe Non-abelian Hodge Correspondence for Non-Compact Curves
1 Section 1 Setup The Non-abelian Hoge Corresponence for Non-Compact Curves Chris Elliott May 8, 2011 1 Setup In this talk I will escribe the non-abelian Hoge theory of a non-compact curve. This was worke
More informationThe Linear Quadratic Regulator
10 The Linear Qadratic Reglator 10.1 Problem formlation This chapter concerns optimal control of dynamical systems. Most of this development concerns linear models with a particlarly simple notion of optimality.
More information9. Tensor product and Hom
9. Tensor prodct and Hom Starting from two R-modles we can define two other R-modles, namely M R N and Hom R (M, N), that are very mch related. The defining properties of these modles are simple, bt those
More informationi=1 y i 1fd i = dg= P N i=1 1fd i = dg.
ECOOMETRICS II (ECO 240S) University of Toronto. Department of Economics. Winter 208 Instrctor: Victor Agirregabiria SOLUTIO TO FIAL EXAM Tesday, April 0, 208. From 9:00am-2:00pm (3 hors) ISTRUCTIOS: -
More informationLecture 8: September 26
10-704: Information Processing and Learning Fall 2016 Lectrer: Aarti Singh Lectre 8: September 26 Note: These notes are based on scribed notes from Spring15 offering of this corse. LaTeX template cortesy
More informationON THE RIEMANN EXTENSION OF THE SCHWARZSCHILD METRICS
ON THE RIEANN EXTENSION OF THE SCHWARZSCHILD ETRICS Valerii Dryuma arxiv:gr-qc/040415v1 30 Apr 004 Institute of athematics an Informatics, AS R, 5 Acaemiei Street, 08 Chisinau, olova, e-mail: valery@ryuma.com;
More informationCHARACTERIZATIONS OF EXPONENTIAL DISTRIBUTION VIA CONDITIONAL EXPECTATIONS OF RECORD VALUES. George P. Yanev
Pliska Std. Math. Blgar. 2 (211), 233 242 STUDIA MATHEMATICA BULGARICA CHARACTERIZATIONS OF EXPONENTIAL DISTRIBUTION VIA CONDITIONAL EXPECTATIONS OF RECORD VALUES George P. Yanev We prove that the exponential
More informationSTURM-LIOUVILLE PROBLEMS
STURM-LIOUVILLE PROBLEMS ANTON ZETTL Mathematics Department, Northern Illinois University, DeKalb, Illinois 60115. Dedicated to the memory of John Barrett. ABSTRACT. Reglar and singlar Strm-Lioville problems
More informationApplications of the Wronskian to ordinary linear differential equations
Physics 116C Fall 2011 Applications of the Wronskian to orinary linear ifferential equations Consier a of n continuous functions y i (x) [i = 1,2,3,...,n], each of which is ifferentiable at least n times.
More informationWHITE-NOISE PARAXIAL APPROXIMATION FOR A GENERAL RANDOM HYPERBOLIC SYSTEM
WHIE-NOISE PARAXIAL APPROXIMAION FOR A GENERAL RANDOM HYPERBOLIC SYSEM JOSSELIN GARNIER AND KNU SØLNA Abstract. In this paper we consier a general hyperbolic system sbjecte to ranom pertrbations which
More informationPartial Differential Equations with Applications
Universit of Leeds MATH 33 Partial Differential Eqations with Applications Eamples to spplement Chapter on First Order PDEs Eample (Simple linear eqation, k + = 0, (, 0) = ϕ(), k a constant.) The characteristic
More informationComplex Variables. For ECON 397 Macroeconometrics Steve Cunningham
Comple Variables For ECON 397 Macroeconometrics Steve Cnningham Open Disks or Neighborhoods Deinition. The set o all points which satis the ineqalit
More informationSecond order differentiation formula on RCD(K, N) spaces
Secon orer ifferentiation formula on RCD(K, N) spaces Nicola Gigli Luca Tamanini February 8, 018 Abstract We prove the secon orer ifferentiation formula along geoesics in finite-imensional RCD(K, N) spaces.
More informationWEIGHTED SELBERG ORTHOGONALITY AND UNIQUENESS OF FACTORIZATION OF AUTOMORPHIC L-FUNCTIONS
WEIGHTED SELBERG ORTHOGONALITY AND UNIQUENESS OF FACTORIZATION OF AUTOMORPHIC L-FUNCTIONS JIANYA LIU AND YANGBO YE 3 Abstract. We prove a weighte version of Selberg s orthogonality conjecture for automorphic
More informationAgmon Kolmogorov Inequalities on l 2 (Z d )
Journal of Mathematics Research; Vol. 6, No. ; 04 ISSN 96-9795 E-ISSN 96-9809 Publishe by Canaian Center of Science an Eucation Agmon Kolmogorov Inequalities on l (Z ) Arman Sahovic Mathematics Department,
More informationA new proof of the sharpness of the phase transition for Bernoulli percolation on Z d
A new proof of the sharpness of the phase transition for Bernoulli percolation on Z Hugo Duminil-Copin an Vincent Tassion October 8, 205 Abstract We provie a new proof of the sharpness of the phase transition
More informationElements of Coordinate System Transformations
B Elements of Coordinate System Transformations Coordinate system transformation is a powerfl tool for solving many geometrical and kinematic problems that pertain to the design of gear ctting tools and
More information