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5. Vector Calculus 5.1. Differentiation of a Vector Function If a(t ) a1 (t )i a2 (t ) j a3 (t )k is a vector function of a scalar variable t then the derivative of a(t) with respect to t is d a (t t ) a (t ) a (t ) lim t 0 dt t a (t t ) a3 (t ) a (t t ) a1 (t ) a (t t ) a 2 (t ) lim 1 i lim 2 j lim 3 k t 0 t 0 t 0 t t t da da da 1i 2 j 3 k dt dt dt Example If r(t) = x(t)i+y(t)j+z(t)k is the position vector of a moving point, where t represents time, dr r lim dt t 0 t represents the velocity of the point and is seen to be a vector tangential to the path of the point. r (t t ) d 2r Similarly 2 represents dt the acceleration of the point. O r (t t ) r (t ) r r (t ) Example A particle moves such that its position vector at time t is r e t i 2 cos 3tj 3 sin 3tk Determine its velocity and acceleration at time t = 0. Sol: velocity = v dr e t i 6 sin 3tj 9 cos 3tk dt v(0) i 9k , magnitude acceleration = 1 325 82 , direction 1 82 (i 9k ) d 2r a 2 e t i 18 cos 3tj 27 sin 3tk , a(0) i 18 j , magnitude dt (i 18 j ) The usual rules of differentiation apply 1 325 , direction d d d ( a (t ) b(t )) a (t ) b(t ) dt dt dt d d ( c a (t )) c a (t ) c constant dt dt and also d at bt d at bt at d bt dt dt dt d at bt d at bt at d bt . dt dt dt If a a1i a2 j a3 k where a1 , a 2 , a3 are functions of several variables t1 , t 2 ,..., t n , then partial derivatives a a a a1 i 2 j 3 k t i t i t i t i may be defined in the obvious way. Also vector integration may be defined. Example If a particle moves with velocity v 2 sin ti (cos t 1) j 6tk and r = 0 at t = 0, determine its position vector at time t. Sol: dr dt dt 2 sin ti cos t 1 j 6tk dt r 2 cos ti sin t t j 3t 2 k c r At t = 0, 0 2i c , hence c 2i and r (2 2 cos t )i (sin t t ) j 3t 2 k . Example Let r in polar form be the position vector of a moving particle in R 2 . Find the velocity and the acceleration of r in polar form. Sol: cos a unit vector and r r Represent r in polar form, then r rR , where R sin The velocity v of the moving particle in polar form is: d r dr dR dr dR d Rr Rr dt dt dt dt d dt dR sin P . Notice that R is perpendicular to P. Let d cos Then v 2 v dr d Rr P. dt dt And v is the linear combination of two perpendicular unit vectors. The acceleration of the moving particle in polar form is: dv d 2 r dr dR d dr d d 2 d dP d 2 R Pr 2 Pr dt dt dt d dt dt dt dt d dt dt 2 2 d r dr d d d dP d 2 R2 Pr 2 Pr dt dt dt d dt dt dt 2 d 2r 1 d 2 d d 2 r R r P r dt dt dt dt a where dP cos R d sin 5.2. Vector Fields If at each point (x, y, z) there is an associated vector v( x, y, z ) v1 ( x, y, z )i v2 ( x, y, z ) j v3 ( x, y, z )k then v ( x, y , z ) is a vector function and we say that we have a vector field. Examples (i) A magnetic field B in a region of space, B B1i B2 j B2 k N S (ii) The velocity field of water flowing in a pipe, v ( x, y , z ) . 3 (i) The earth’s gravitational field. 5.3. The Vector Operator Recall that for any scalar field ( x, y, z ) we may define its gradient grad i j k x y z This is also an example of a vector field which gives the magnitude and direction of the greatest rate of change of at a point. If we define the vector operator i j k x y z (analogous to D d ), known as del (or nabla), then dx grad We may also apply this operator to vector functions. 5.4. Divergence of a Vector Field If v( x, y, z ) v1 ( x, y, z )i v2 ( x, y, z ) j v3 ( x, y, z )k is a vector field, then its divergence is defined as div v v1 v 2 v3 x y z In terms of the operator we may write v i j k v1i v 2 j v3 k y z x v v v 1 2 3 x y z v divv Note v is a scalar function. 4 Example If v x 2 zi 2 y 3 z 2 j xyz 2 k divv v 2 xz 6 y 2 z 2 2 xyz Physical Interpretation The idea of divergence is probably most easily illustrated by considering the motion of an incompressible fluid (e.g. Water) where we take the vector filed to be the velocity v v1i v2 j v3k of the fluid. Consider a small imaginary rectangular box of dimensions x, y and z centred at ( x , y , z ) in the fluid. z D D A A C C B B y x We consider the flow of fluid through this box. The volume of fluid crossing a surface in unit time is an example of flux. Taking the midpoint of a face as a representative point, the flux through the face ABCD out of the box is x , y, z ) y z 2 ( v2 and v3 are parallel to ABCD and make no contribution) v1 ( x Similarly the flux through face A' B' C' D' into the box is v1 ( x x 2 , y, z ) y z and the net flux out of the box is 5 x x v1 x 2 , y , z v1 x 2 , y , z yz 2 3 1 x v1 x, y , z 1 x 2 v1 x, y , z 1 x 3 v1 x, y , z v1 x, y , z 2 3 1 ! 2 x 2 ! 2 x 3 ! 2 x 2 3 3 2 v1 x, y , z 1 x v1 x, y , z 1 x v1 x,2 y , z 1 x v1 x,3 y , z yz 1! 2 x 2! 2 x 3! 2 x 2 x v1 x, y , z 2 x 3 3 v1 x, y , z yz 3 x 3! 2 x 1! 2 v1 x, y , z 2 x 2 3 v1 x, y , z xyz x 3! 2 3 x 3 Similarly by considering the two other pairs of faces, we have that the total flux out of the box is v1 x, y , z v 2 x, y , z v3 x, y , z xyz x y z 2 x 2 3 v1 x, y , z 2 y 2 3 v 2 x, y , z 2 z 2 3 v3 x, y , z xyz 3 3 3 3 3 3 x 3! 2 y 3! 2 z 3! 2 If we consider the flux per unit volume , we have 2 2 2 v1 x, y, z v 2 x, y , z v3 x, y, z 2 x 3 v1 x, y , z 2 y 3 v 2 x, y, z 2 z 3 v3 x, y, z 3! 2 3 x y z x 3 3! 2 3 y 3 3! 2 3 z 3 Take the limit as the volume of the box shrinks to zero we obtain v1 x, y , z v 2 x, y , z v3 x, y , z divv lim x 0 x y z y 0 z 0 2 x 2 3 v1 x, y , z 2 y 2 3 v 2 x, y , z 2 z 2 3 v3 x, y , z 3 3 3 3 3 3 x 3! 2 y 3! 2 z 3! 2 v1 x, y , z v 2 x, y , z v3 x, y , z x y z As a measure of the net outward flux per unit volume at a point (x, y, z), positive divergence indicates a source of fluid at the point whilst negative divergence indicates a sink. If E is an electric field vector, div E measures the charge density at a point. 6 If for a vector field v, div v 0 then v is said to be solenoidal i.e. no net outflow or inflow of fluid/ no electric charge. Example The electric field at position r due to a point charge at the origin is E r Q 3 40 r 40 xi yj zk Q x y 2 z 2 2 3 2 x similar te rms divE E 3 40 x 2 2 2 x y z 2 Q Q 1 3 2x Q x similar te rms 3 5 40 r 2 r 40 3 3x 2 y 2 z 2 r3 0 r5 divE 0 except at the origin. Hence E is solenoidal ( r 0 ) which is consistent with the above interpretation. 5.5. Curl of a Vector Field We define curl v v i j k ( v1i v2 j v3k ) y z x i x v1 j y v2 k v v i 3 2 z z y v3 v v v v j 1 3 k 2 1 x y z x Note v is a vector function. Example If v x 2 zi 2 y 3 z 2 j xyz 2 k i j curlv v x y 2 x z 2 y3z2 k xz 2 4 y 3 z i x 2 yz 2 j z xyz 2 Physical Interpretation Again we shall illustrate the idea of curl using the motion of an incompressible fluid with velocity 7 v1i v2 j . Consider just the xy-plane and a small imaginary rectangle of sides x and y centered at (x, y). y D C (x,y) B A x Flow along AB = length of AB velocity component along AB v1 ( x, y CD v1 ( x, y y 2 y 2 ) x and flow along )x y y sum v1 ( x, y ) v1 ( x, y ) x 2 2 v v 1 1 v1 ( x, y ) y 1 ( x, y ) .... v1 ( x, y ) y 1 ( x, y ) ... x 2 y 2 y v 1 x y ... y Similarly the sum of flows along BC + DA is v2 x y .... x The total circulation (net flow around a closed path) around the rectangle is v2 v1 x y .... x y If we consider circulation per unit area and take the limit as the area of the rectangle shrinks to zero we have v 2 v1 x y If this quantity is positive/negative/zero a small paddle wheel placed in the fluid at the point P would rotate anticlockwise/clockwise/remain stationary. By analogy with a rigid body rotating about an axis with angular velocity for which the angular velocity vector is n , where n is a unit vector along the axis of rotation , we may associate with the rotational effect of the fluid a vector v 2 v1 k x y This is the third component of curl v. Similarly by considering flow in 3-dimensions we may derive 8 the full expression for curl v which gives a measure of the rotational effect of the fluid flow at a point. If H is a magnetic field vector, curl H measures the current density at a point. Example: (An Interpretation of Curl) Angular Velocity as the Curl of the Tangential Velocity T Suppose a body rotates with uniform angular speed about a line L. See the figure below. The angular velocity vector has magnitude and is directed along L as a right-handed screw would progress if given the same sense of rotation as the object. Let L go through the origin and let R xi yj zk for any point (x, y, z) on the rotating object. Let T ( x, y , z ) be the tangential velocity. Then T R sin R , where is the angle between R and L. Since T and R are in the same direction, then T R . Now, write ai bj ck . Then i j k T R a b c (bz cy )i (cx az ) j (ay bx )k . x y z But 9 i j k curlT T x y z bz cy cx az ay bx ( ay bx ) ( cx az ) ( ay bx ) (bz cy ) ( cx az ) (bz cy ) i j y z x z x y 2ai 2bj 2ck 2 Therefore 1 1 CurlT T 2 2 The angular velocity of a uniformly rotating body is a scalar multiple of the curl of the tangential velocity. Because of this interpretation, curl was once written rot (for rotation), particularly in British books on mechanics. This is also the motivation for the term irrotational for a vector field whose curl is zero. Example Consider a current-carrying conductor with circular cross-section of radius R. Then the magnetic field H is yi xj 2 r 2 H yi xj 2 R 2 y outside conductor inside conductor R x 1 2 2 where r ( x 2 y ) H field Outside the conductor, i j k curlH H x y z y x 0 2 x 2 y 2 2 x 2 y 2 1 2x2 1 2y2 0i 0 j k crulH 0 2 4 2 4 2 r 2 r 2 r 2 r Inside the conductor, 10 i j k crul H H x y z y x 0 2 R 2 2 R 2 1 1 k 2 2 R 2 2 R k R2 J - the current density in the conductor. If for a vector field v, curl v 0 , then v is said to be irrotational Examples (i) The magnetic field above, outside the conductor, is irrotational. (ii) The electric field E due to a point charge is irrotational (exercise). 5.6 Vector Identities Some useful results involving the vector operator are: f and g are scalar fields, v and w are vector fields. (i) f g f g (ii ) fg fg gf (iii ) v w v w (iv) ( v) ( vi) ( vii) ( viii) (ix) ( x) fv f v f v v w v w fv f v f v v w w v v w v w w v v w w v v w f 0 v 0 ( xi) f 2 f 2 f 2 f 2 f x 2 y 2 z 2 Example Prove (vi) ( fv) f v f v Proof: 11 i fv x fv1 j y fv2 k i fv3 fv2 j fv1 fv3 k fv2 fv1 z z x y y z x fv3 v v f v v f f f i v3 f 3 v2 f 2 j f 1 v1 f 3 v3 y z z z z x x y v v f f k f 2 v2 f 1 v1 x y y x f v v f f f v v i v3 v2 fi 3 2 j v1 v3 fj 1 3 z z z x x z y y f v v f k v2 v1 fk 2 1 f v f v y y x x Example (ix) curl ( grad f ) (f ) 0 i f x f x j y f y k z f z 2 f 2 f i yz zy 0 2 f 2 f 2 f 2 f k j zx xz xy yx The converse of this result is also true i.e. that every irrotational vector field is the gradient of some scalar field, and has important applications in electromagnetism and fluid dynamics. Similarly the converse of result (x), which says that every solenoidal vector field is the curl of some vector field, arises in applications. -End- 12