Solutions BLOCK 3 : PARTIAL DERIVATIVES Solutions Block 3: P a r t i a l D e r i v a t i v e s 1. U s e p o l a r c o o r d i n a t e s t o o b t a i n w = 2 r s i n 8 (r cos 8) 2 r 2 s i n 8 c o s 8 i f r # 0. therefore, 3. h" (r) + 1 T h e r e f o r e , w = s i n 28 lim w = (x,y)+(O, O ) hl (r). 1i m (r,e)+(o,eo) (r # 0 ) and w = s i n 28 0 and t h i s depends Solutions Block 3: P a r t i a l D e r i v a t i v e s 3.1.1(L) While it was more n a t u r a l , i n t e r m s of an e x t e n s i o n of lower dimensional c a s e s , t o i n v e n t t h e E u c l i d e a n m e t r i c , t h e p o i n t i s t h a t a metric i s d e f i n e d s o l e l y by t h e p r o p e r t i e s mentioned i n t h i s exercise. S i n c e , from a l o g i c a l p o i n t o f view, w e u s e n o t h i n g b u t i n e s c a p a b l e consequences o f t h e s e p r o p e r t i e s , i t f o l l o w s t h a t any m e t r i c t h a t h a s t h e s e same p r o p e r t i e s may be used i n o u r study. I n p a r t i c u l a r , w e want t o show i n t h i s e x e r c i s e t h a t t h e Minkowski metric h a s t h e s e p r o p e r t i e s . Thus, ,... a . S i n c e llxll - = m a x { l x l l , . . . , l x n I } t h e f a c t t h a t each l x i l , ( i = l ,n), i s a t l e a s t a s g r e a t a s z e r o g u a r a n t e e s t h a t t h e maximum of t h e x i ' s i s a l s o a t l e a s t a s g r e a t a s zero. T h i s proves t h a t IkII i f i t happens t h a t a c t u a l l y e q u a l s 0, t h e n by d e f i n i t i o n , t h e maximum / x i ] i s a l s o z e r o . But no 1x.I can be less t h a n z e r o ; NOW, 1 t h u s , t h e maximum lxil being zero guarantees t h a t a l l / x i / equal z e r o o r t h a t a l l xi = 0 , and t h i s means t h a t Ik+YII\< ]lXll + Ikll, w e see from t h e d e f i n i t i o n o f t h e Minkowski m e t r i c t h a t t h i s i s e q u i v a l e n t t o proving t h a t A s f o r checking t h a t Unless w e a r e b o t h e r e d by t h e f a i r l y a b s t r a c t n o t a t i o n , Namely, l e t Ixk+Ykl d e n o t e t h e maximum W e t h e n have xn+yn a l m o s t t r i v i a l t o prove. of I xl+yl I ,..., and I (1) i s I. Solutions Block 3: P a r t i a l D e r i v a t i v e s U n i t 1: F u n c t i o n s o f More Than One V a r i a b l e 3.1.1 (L) c o n t i n u e d and, s i n c e xk and yk a r e r e a l numbers, w e a l r e a d y know from p a r t 1 o f o u r c o u r s e t h a t ixk+YkI Finally. s s i n c e lxk14 max{lxll lxkl + IYkl. ,....l x n l } Hence. and l y k l s maxtlyll ,.., l y n l } , w e have from ( 2 ) t h a t I n f a c t , i f t h e x ' s and y ' s a l l have t h e same s i g n , e q u a l i t y can h o l d i f and o n l y i f x and y "match" ( i . e . , which means t h a t t h e maximum components of have t h e same s u b s c r i p t ) . For example, i f x = ( 2 , 4 , 1 ) and y = ( 3 , 2 , 5 ) , t h e maximum components do n o t match ( i n q it i s t h e second component, 4 , and i n y i t i s t h e t h i r d component, 5 ) I n t h i s c a s e x+y = ( 5 , 6 , 6 ) , whence . Ik(1+ [yll = 4+5 hand i f x = (2,5,1) Thus nx+yll < Ilx+yll = 6 ; w h i l e = 9. On t h e o t h e r and Y = (3,7,2) components m a t c h ] , so that Ik+yII = 1x11 + Ikll. rate, [where t h e maximum Ik+YII = max{5,12,3} = 12 w h i l e llscll + F i n a l l y , w e must show t h a t A t any l l ~ l l + 11y11. Ikll = 5+7 = 1 2 , Solutions Block 3: P a r t i a l D e r i v a t i v e s U n i t 1: F u n c t i o n s o f More Than One V a r i a b l e 3.1.1 (L) c o n t i n u e d b. From a mechanical p o i n t o f view, t h i s i s h a r d l y a l e a r n i n g e x e r c i s e . I n f a c t , i t i s more l i k e a t r i v i a l d r i l l e x e r c i s e . x = (2,4,1) while y = (4,4,5). that - We a r e g i v e n ( W e p i c k e d n = 3 s o t h a t you c o u l d u s e your g e o m e t r i c i n t u i t i o n i f you s o d e s i r e d ; t h a t i s , w i t h -f n = 3 w e may t h i n k o f x a s being 2 1 + t 41 + -+ k, e t c ) . Then, -x * =~ ( 2 ) ( 4 ) + ( 4 ) (4) + (1)( 5 ) = 29 On t h e o t h e r hand, o u r d e f i n i t i o n of t h e Minkowski metric y i e l d s that llxll - = max{2,4,11 = 4 and llyll = max{4,4,51 = 5 1k11 1k11 = From ( 2 ) and ( 3 ) we have t h a t r e s u l t w i t h (11, w e have t h a t *N o t i c e that i f c>O i s any c o n s t a n t , max{cx l , . . . c x n I = c max{xl, s i n c e c "magnifies" each x 20, and comparing t h i s then ...,xnl i n t h e same r a t i o . i Solutions Block 3: P a r t i a l D e r i v a t i v e s Unit 1: Functions of More Than One Variable 3.1.1 ( L ) continued Equation ( 4 ) v i o l a t e s a key p r o p e r t y of a d o t product, e s p e c i a l l y a s w e know it i n t h e 2- and 3-dimensional cases. I n o t h e r words, t h e Minkowski m e t r i c does n o t obey t h e s t r u c t u r a l p r o p e r t y t h a t i s s o o f t e n used i n d o t products (namely, Ix*yl 6 1 1 ~ 1 1 while t h e IkII) Euclidean m e t r i c does have t h i s s t r u c t u r a l p r o p e r t y ( a s w e have proven i n o u r supplementary n o t e s ) . This e x p l a i n s why most t e x t s stress t h e E u c l i d e a n - m e t r i c over t h e Minkowski m e t r i c , even though a s we s h a l l s e e i n t h e n e x t few e x e r c i s e s , t h e Minkowski m e t r i c i s most h e l p f u l i n our d i s c u s s i o n of l i m i t s i n t h e case of r e a l f u n c t i o n s of n-tuples, expecially with n>3. In our l a t e r work ( e s p e c i a l l y Block 7) we w i l l do a g r e a t d e a l of work with t h e g e n e r a l i z e d n o t i o n of a d o t product and i n t h i s c o n t e x t t h e Euclidean m e t r i c has d e s i r e d p r o p e r t i e s n o t shared by t h e Minkowski m e t r i c . From t h e p o i n t of view of o u r "game," however, t h e Minkowski m e t r i c i s on a p a r with t h e Euclidean m e t r i c i n t h e type of i n v e s t i g a t i o n we a r e c u r r e n t l y undertaking where t h e d o t product of two n - t u p l e s i s n o t an i s s u e . lim W e have x+a f (x) = L1 lim g (5) = L2. x+a - - and Given E>O, w e must f i n d 6>0 such t h a t 0 < Ik-all - < 6 + I [ f ( x ) + g ( ~ )-l [ L ~ + LI ~< I E - J u s t a s i n t h e s c a l a r case, we observe t h a t I [f(x)+g($l - [L +L ] I = .1 2 I [£(XI-L1l + [9(g-L21 t - 6 I f ( x ) - ~ ~+ l l g ( x ) - ~ ~ I BY d e f i n i t i o n of L1 and L 2 , we can f i n d and d 2 such t h a t Solutions Block 3 : P a r t i a l D e r i v a t i v e s U n i t 1: F u n c t i o n s o f More Than One V a r i a b l e 3.1.2 continued J Thus i f 6 6 min{61,62) i t f o l l o w s from ( 2 ) t h a t Combining ( 3 ) w i t h (1) y i e l d s t h e d e s i r e d r e s u l t , namely 0 < 1lz-zll < 6 + 1 [ f ( z ) + g ( z )1 - [L1+L21 I < E Note : I n t h i s e x e r c i s e , w e d i d n o t have t o s p e c i f y whether i t was t h e E u c l i d e a n m e t r i c o r t h e Minkowski m e t r i c t h a t was being used. The p o i n t i s t h a t o u r proof used o n l y t h o s e p r o p e r t i e s t h a t were t r u e f o r e i t h e r metric. v a l u e of E To be s u r e , t h e a c t u a l v a l u e of 6 f o r a g i v e n might depend on which m e t r i c was used, b u t t h e e x i s t e n c e of 6 d i d n o t . On t h e o t h e r hand, t h e r e may be a tendency t o t h i n k i n terms o f t h e Minkowski m e t r i c when w e s a y " l e t 6 = min{61,62)." The p o i n t i s t h a t w h i l e t h i s p a r t of o u r l o g i c a l s t r a t e g y i s t h e same whether i t i s t h e E u c l i d e a n m e t r i c o r t h e Minkowski m e t r i c which i s b e i n g used, what i s t r u e i s t h a t t h e m o t i v a t i o n behind t h e s t r a t e g y i s t h e same a s t h a t which i n s p i r e d t h e " i n v e n t i o n " o f t h e Minkowski m e t r i c . Namely, i n b o t h i n s t a n c e s , t h e i d e a i s t h a t t o make s u r e t h a t something i s s u f f i c i e n t l y s m a l l , w e make s u r e t h a t i t s maximum dimension i s s u f f i c i e n t l y s m a l l , r e g a r d l e s s of how we d e f i n e " d i m e n s i ~ n . ~ One f i n a l word t h a t may b e of i n t e r e s t i s t h a t i n o u r 1-dimensional s t u d y o f c a l c u l u s , t h a t i s , when w e were s t u d y i n g l i m i t s of f u n c t i o n s o f a s i n g l e r e a l v a r i a b l e , t h e r e was no d i s t i n c t i o n between t h e E u c l i d e a n and t h e Minkowski m e t r i c . The i n t e r e s t i n g p o i n t i s t h a t Solutions Block 3: P a r t i a l D e r i v a t i v e s U n i t 1: F u n c t i o n s o f More Than One V a r i a b l e i n t h e s p e c i a l c a s e of n = l , t h e two m e t r i c s a r e i d e n t i c a l . f o r a r e a l number, x , Ix( Namely, a n d 0 a r e t h e same (and, o b v i o u s l y , f o r t h e c a s e of o n l y one component, 1x1 = m a x { l x l } ) . That i s , e i t h e r t h e Minkowski o r t h e Euclidean m e t r i c would have l e d t o t h e same d e f i n i t i o n of magnitude i n t h e c a s e o f a 1-dimensional s p a c e . 3.1.3(L) a. W e must f i n d 6 such t h a t AS s e e n i n o u r supplementary n o t e s , Ix +y -311 < € i f and 2 TO make l x -41 < 2 (i.e., E 5 we take i n t o consideration t h a t x i s near i s small) T h a t i s , w e may assume t h a t 2-5 < x < 2 + 5 . where 1 5 1 < 1 In p a r t i c u l a r , then, 1 < x < 3 and t h e r e f o r e 3 < x+2 < 5 Thus, near x=2, o r , from (1) From ( 2 ) it i s e a s i l y s e e n t h a t Ix-21 < 10 i m p l i e s t h a t Solutions Block 3: P a r t i a l D e r i v a t i v e s U n i t 1: F u n c t i o n s o f More Than One V a r i a b l e 3.1.3 (L) c o n t i n u e d r e f e r r e d t o i n o u r n o t e s may be t a k e n t o be Thus, t h e 6.I n o t h e r words, A s f o r making ly3-271< 5 , w e observe t h a t 2 y3-27 = (y-3) (y +3y+9) Hence 1 y3-27 1 = 1 y-31 1 y 2 +3y+9 1 2 S i n c e w e know t h a t y i s n e a r 3 , it f o l l o w s t h a t y +3y+9 i s n e a r 27 2 (because we a l r e a d y Know t h a t y +3y+9 i s a continuous f u n c t i o n of y ) . I n p a r t i c u l a r , w e s h a l l assume y i s c l o s e enough t o 3 s o t h a t 2 y2+3y+9 (= 1 y +3y+9 < 28. 1) With t h i s i n mind, ( 4 ) becomes From (51, i t f o l l o w s immediately t h a t i f ly-31 3 E I n o t h e r words ly -271 < p. and 56 < then i s t h e 6 2 of o u r n o t e s . E Since E i s p o s i t i v e , it i s c l e a r t h a t 56 < 6 = min{b 1' 62 w e have E - . Hence, i f Solutions Block 3: P a r t i a l D e r i v a t i v e s Unit 1: Functions of More Than One V a r i a b l e 3.1.3 (L) continued I n summary, using t h e Minkowski m e t r i c , given E > O choose 6 = Then E E x [and by o u r remarks i n t h e supplementary n o t e s , t h e v a l u e of 6 a l s o s u f f i c e s i f we a r e using t h e Euclidean m e t r i c , a s we s h a l l review in part (b)l. b. P i c t o r i a l l y , w e have 2 3 Since Ix t y -311 i s t r u e f o r a l l (x,y) i n r e c t a n g l e ABCD, it i s , i n particular, with r a d i u s . t r u e f o r a l l (x,y) i n t h e c i r c l e c e n t e r e d a t (2,3) The equation of t h i s c i r c l e i s &- . In any e v e n t Solutions Block 3 : P a r t i a l D e r i v a t i v e s U n i t 1: F u n c t i o n s o f More Than One V a r i a b l e 3.1.3 (L) c o n t i n u e d Hence, o \I € < ~ ~ ( x , ~ ) - ( 2 <~ 3 ) + 1 ~ ~ + ~ ~ -< 3s 1 1 - i s t r u e even i f l l ( x f y ) ( 2 , 3 ) W e have x = (x1.x2 ,x3 , x 4 ) , 11 now d e n o t e s t h e Euclidean m e t r i c . - 3 = (1,1,1,1) and f (x)=x12+2x2+x3 +x4 W e must prove t h a t Since 1 = (1,1,1,1), t h e d e f i n i t i o n of f t e l l s u s t h a t 2 f (1 ) = f ( l , l , l , l ) = 1 + 2 ( 1 ) + l3 + l2 = 5. Thus, w e s e e t h a t f (x) e x i s t s a t 1 and i t s v a l u e i s 5. Next w e must show t h a t Equation ( 2 ) , by d e f i n i t i o n , now i m p l i e s t h a t f o r a g i v e n E > O w e must f i n d 6>0 such t h a t If we Up t o now w e have n o t s p e c i f i e d what m e t r i c w e a r e u s i n g . s p e c i f y t h e Minkowski m e t r i c ( n o t i n g t h a t t h e same 6 w i l l a l s o work f o r t h e E u c l i d e a n m e t r i c ) Find 6>0 such t h a t , ( 3 ) becomes 2 . Solutions Block 3 : P a r t i a l D e r i v a t i v e s Unit 1: Functions of More Than One Variable 3.1.4 (L) continued We rewrite 1x12+2x2+x33+x42-51 i n t h e more s u g g e s t i v e form ( s i n c e t h i s i s how we g o t 5 i n t h e f i r s t p l a c e ) , where upon we may conclude t h a t 3 From ( 5 ) , lx12+2x2+x3 +xp2-51 w i l l be l e s s than a s soon a s E T h i s , i n t u r n , w i l l happen a s soon a s each of o u r f o u r summands i s l e s s than i.That3i s , 2 x1 -1 , 2 1 x2-1 w e must have: I I 1 , I x3 -1 w e need only make each of t h e numbers I , and 1 x12-1 1 E less than 5. I n o t h e r words The key now i s that each of t h e f o u r i n e q u a l i t i e s i n ( 6 ) involves only s c a l a r s . lim x2+l X2 = lim 3 = x3+l X3 lim 2 x4+l 4 = I n p a r t i c u l a r , s i n c e we know t h a t Solutions Block 3: P a r t i a l D e r i v a t i v e s U n i t 1: F u n c t i o n s of More Than One V a r i a b l e 3.1.4(L) continued i t f o l l o w s t h a t w e can f i n d 61, 6 2 r cT3 , and 6 4 such t h a t I Hence, i f w e l e t 6 = min~61162163164}Iw e may conclude from ( 7 ) t h a t i f lxi=ll <6 ( i = 1 , 2 , 3 , 4 ) then and from ( 5 ) t h i s g u a r a n t e e s t h a t I n o t h e r words, from t h e d e f i n i t i o n o f t h e Minkowski metric, which was p r e c i s e l y what had t o be shown. A major aim o f t h i s e x e r c i s e i s t o have you become convinced t h a t t h e i d e a of a m e t r i c a p p l i e s t o h i g h e r dimensional c a s e s ( i n o u r example, we used i t i n t h e 4-dimensional c a s e ) , and t h a t t h e Minkowski m e t r i c a l l o w s us t o f i n d an n-dimensional d i s t a n c e i n terms o f n 1-dimensional d i s t a n c e s . Solutions Block 3: P a r t i a l D e r i v a t i v e s Unit 1: Functions of More Than One Variable Given E > O w e wish t o determine 6 , i n terms of E such t h a t We may t a k e equation (6) of t h e previous e x e r c i s e a s our s t a r t i n g point. Namely, n e a r xl = 1, xl + 1 i s near 2. assume I xl+l 1 = xl+l < 3. Then Hence, i f w e make s u r e t h a t Ixl-11 I n summary, w i t h 61 = 0 < lxl-11 < 61 -+ < I n p a r t i c u l a r , w e may E , we obtain E E! , we 2 lxl -11 < have E and (1) of Equation ( 6 ) i n t h e previous e x e r c i s e i s obeyed. E Next, w i t h r e s p e c t t o (2) of Equation ( 6 ) . w e want ix2-11 < 3, b u t now it i s t r i v i a l t o s e e t h a t ti2 = allows us t o say i, A s f o r ( 3 ) of Equation ( 6 ) , we f i r s t w r i t e when x3 i s n e a r 1, x '+x3+l i s n e a r 3. 3 s m a l l enough s o that w e have 1 xg2+x3+l1 Again, we pick our i n t e r v a l = x3 '+x3+1 < 4 . Once t h i s i s done Solutions Block 3: P a r t i a l D e r i v a t i v e s U n i t 1: F u n c t i o n s o f More Than One V a r i a b l e 3.1.5 continued E , we and i f w e now make s u r e t h a t Ix3-11 < 3 E Ix3 -1 < 4 ) = ,E and 3 i s obeyed. have 1 I n summary, i f w e l e t = E then F i n a l l y , w e t r e a t ( 4 ) of Equation ( 6 ) by o b s e r v i n g t h a t n e a r 1, x 4 + l i s n e a r 2, hence, f o r a s u f f i c i e n t l y s m a l l neighborhood of 1, w e may conclude t h a t 1x4+11 = x 4 + l < 3 . so that i f 1 x4-1 1 < E c a s e w e may l e t g 4 = , t h e n 1 x4 2-11 1E2 < aE Then. . That is, i n t h i s . E E E E L e t t i n g 6 = min{61,62,63.64), w e have 6 = En, gr and s i n c e c>O, t h e f r a c t i o n w i t h t h e g r e a t e s t denominator w i l l be t h e minimum. Hence, w e may l e t 6 = = E . That i s The key p o i n t i s t h a t 6 was found by l o o k i n g a t f o u r 1-dimensional l i m i t s , and i t i s i n t h i s s e n s e t h a t h i g h e r dimensional problems a r e a s r e a l a s t h e lower d i m e n s i o n a l ones. Moreover, f o r e v e r y -x such (Note: - E t h a t IIx-lll -- < 16 ' (f(x ) - 5 1 < E. I f you have no q u a n t i t a t i v e f e e l i n g f o r 6 = E in this e x e r c i s e , it might be worthwhile t o c a r r y t h e computational d e t a i l s a b i t further. Namely, E 6 = 16 d e s c r i b e s t h e domain Solutions Block 3: P a r t i a l D e r i v a t i v e s U n i t 1: F u n c t i o n s of More Than One V a r i a b l e 3.1.5 continued i.e., a "4-dimensional cube" Assuming t h a t E > O i s s u f f i c i e n t l y s m a l l t o i n s u r e t h a t a l l numbers i n t h e above i n e q u a l i t i e s a r e p o s i t i v e , w e have Theref o r e i s a lower bound f o r i n t h i s case, while i s an upper bound. Solutions Block 3: P a r t i a l D e r i v a t i v e s U n i t 1: F u n c t i o n s o f More Than One V a r i a b l e 3.1.5 continued S i m p l i f y i n g w e f i n d t h a t x12+2x2+x33+x42 i s between and Our c l a i m now i s t h a t f o r E s u f f i c i e n t l y s m a l l t h e numbers named by (1) and ( 2 ) be between 5-E and 5 + ~ . For example, assuming t h a t ~ < 1w ,e have E < E~ < c3, whereupon Theref o r e , [ A c t u a l l y , by choosing 6 t o be t h e minimum of 61, ti2, 6 3 , and 6 4 2481 w e narrowed t h e i n t e r v a l and t h i s i s why E occurred r a t h e r t h a n something c l o s e r i n v a l u e t o E ] I n any e v e n t , . ( 3 ) shows t h a t 3.1.6 ( L ) a . Many o f t h e same q u e s t i o n s t h a t could have been asked a b o u t l i m i t s i n o u r s t u d y of c a l c u l u s of a s i n g l e v a r i a b l e can a l s o be asked now. Among o t h e r t h i n g s , t h e form 0/0 e n t e r s i n t o t h i n g s h e r e j u s t a s before. P a r t ( a ) of t h i s e x e r c i s e i s meant t o emphasize t h a t f ( x , y ) c a n n o t be c o n t i n u o u s a t (0,O) s i n c e it i s n o t even d e f i n e d t h e r e . Solutions Block 3: P a r t i a l D e r i v a t i v e s Unit 1: Functions of More Than One V a r i a b l e 3.1.6 (L) continued I n s t i l l o t h e r words, i f f were continuous a t ( 0 , 0 ) , i t would mean t h a t lim (x,yHO,O) f (x,y) b u t t h i s i s impossible s i n c e f (0,O) i s n o t d e f i n e d ( 0 / 0 ) . b. Even though f i s n o t d e f i n e d a t ( 0 , 0 ) , it does n o t p r e v e n t our w r i t i n g 1i m f ( x , y ) s i n c e then w e a r e i n t e r e s t e d i n what (x,yXO,O) happens t o f a s (x,y) g e t s a r b i t r a r i l y c l o s e t o (0,O) without e q u a l i n g (0,O). The problem i s t h a t t h e l i m i t might (and i n t h i s c a s e , it does) depend on j u s t how ( x , y ) approaches (0,O) . For example, suppose both x and y a r e n o t e q u a l t o 0 and we l e t (x, y ) approach (0,O) along t h e i n d i c a t e d p a t h : (Figure 1) I n t e r m s of t h e i n d i c a t e d p a t h , w e f i r s t hold y c o n s t a n t and l e t x approach 0. As soon a s o u r path reaches t h e y-axis we hold x c o n s t a n t (x=O) and l e t y approach 0. Computing t h e l i m i t t h i s way means Solutions Block 3: P a r t i a l D e r i v a t i v e s U n i t 1: F u n c t i o n s of More Than One V a r i a b l e 3.1.6 (L) c o n t i n u e d N o t i c e t h a t (1) i s a s p e c i a l way i n which w e may w r i t e one That i s , (1) i n d i c a t e s b u t o f t h e i n f i n i t e l y many p a t h s by which ( x , y ) may approach (0,O). E v a l u a t i n g (1) y i e l d s 2 2 l i m [ l i m x2-y2 y+o x+O x +Y ] - l i m (-1) = -1 Y+O On t h e o t h e r hand, t h e p a t h suggests l i m x 2 -y 2 x+o lim [Y+O x2+y2 A comparison of ] - lim - x+O 2 x - 1 x2 ( 2 ) and ( 3 ) shows t h a t t h e v a l u e o i i n t h i s example depends on t h e p a t h by which w e approach ( 0 , O ) ; s i n c e even f o r t h e two s p e c i a l p a t h s w e c o n s i d e r e d , w e g o t two d i f f e r e n t answers. The p o i n t i s t h a t when we s a y Solutions Block 3: P a r t i a l D e r i v a t i v e s Unit 1: Functions of More Than One Variable 3.1.6 ( L ) continued w e mean t h e l i m i t e x i s t s and i s L f o r every p o s s i b l e p a t h by which ,..., x+a. - ( I n h i g h e r dimensions it means t h a t when w e make )xl-all and I xn-an 1 s m a l l , o u r numerical answer must be independent of t h i s o r d e r i n which we make t h e s e q u a n t i t i e s s m a l l , and t h i s , i n t u r n , says t h a t our answer i s uniquely determined once xk i s s u f f i c i e n t l y c l o s e t o ak f o r k = 1, n). ..., From a more p o s i t i v e p o i n t of view, i f w e a r e t o l d t h a t lim ( x , y ) + ( a , b )f (x,y) e x i s t s , then we can be s u r e t h a t i t s v a l u e , among o t h e r ways, i s given by e i t h e r The main c a u t i o n i s t h a t u n l e s s we know t h e l i m i t e x i s t s , t h e s e two d i f f e r e n t l i m i t s may y i e l d d i f f e r e n t answers, a s i n t h e case of t h e p r e s e n t e x e r c i s e . c . Here we t r y t o show what goes wrong n e a r t h e o r i g i n by u t i l i z i n g polar coordinates. (Among o t h e r t h i n g s , t h i s shows us t h a t p o l a r c o o r d i n a t e s have a purpose q u i t e a p a r t from c e n t r a l f o r c e fields: ) L e t t i n g x = r cos 8 and y = r s i n 8 we s e e t h a t *~ x +Y 2 2 2 = r (cos + s i n 8) 2 r 2 = cos 8 - = cos 28 2 sin 8 provided r f 0 provided r f 0 Solutions Block 3: P a r t i a l D e r i v a t i v e s U n i t 1: F u n c t i o n s of More Than One V a r i a b l e 3.1.6 (L) c o n t i n u e d I n o t h e r words, computing limcos r+o i s e q u i v a l e n t t o computing 20. The p o i n t i s t h a t t h e v a l u e of c o s 20 depands o n l y on 8 IT - For example, i f w e choose t h e r a y 8 = g r then c o s 28 = 2' IT i f ( x , y ) + ( O, O ) a l o n g t h e r a y 9 = then n o t r. Therefore, 'TT A s a check, n o t i c e t h a t i n C a r t e s i a n c o o r d i n a t e s t h e r a y 8 = -i; becomes t h e h a l f - l i n e tan 1T 1 = - 43 $= w e have y = IT t a n i; i n t h e f i r s t q u a d r a n t . X on t h i s ray. Thus, J?j Therefore, lim Pictorially, 2 2 1 , a s predicted. Since Solutions Block 3: P a r t i a l D e r i v a t i v e s Unit 1: Functions of More Than One V a r i a b l e 3.1.6 ( L ) continued I f (x,y)#(O,O), f (x,y) i s c o n s t a n t on each r a y 0=8 b u t t h e v a l u e of 0' t h e c o n s t a n t depends on O O . Namely, t h e c o n s t a n t i s cos 200; i.e., f o r each p o i n t ( x , y ) on t h e l i n e 0=00, f (x,y) = cos 200. - [ ( 0 , 0 ) i s excluded from c o n s i d e r a t i o n on 8 = 0 0 1 s i n c e .'. f (x,y) = x .'. ~ - ~ only i f ~ (x,y)#(O , O ) I. x +Y (Figure 2) I n summary, here, we have a r a t h e r e x c e p t i o n a l example i n which w e can make f ( x , y ) t a k e on any value i n [-1,lI merely by choosing t h e a p p r o p r i a t e p a t h by which w e allow (x,y)+(O,O). 3.1.7 a. We have L e t t i n g x = r cos 0 and y = r s i n 0 , we have t h a t f (x,Y) = f (r cos 8, r s i n 0 ) = 2 r cos 8 (r s i n 8) 2 r = 2 s i n 8 cos 8, provided r theref ore f ( x , y ) = s i n 2 0, provided r # 0 # 0 Solutions Block 3: P a r t i a l D e r i v a t i v e s U n i t 1: F u n c t i o n s o f More Than One V a r i a b l e 3.1.7 continued therefore 1i m lim s i n 28 = s i n 200 (x,y)-+(O,O)f ( x , y ) = r+O 88 ' S i n c e t h e p a t h i s determined by eO, ( 2 ) shows t h a t d i f f e r e n t p a t h s lead t o d i f f e r e n t values f o r the l i m i t . T h i s w i l l be e x p l o r e d i n more d e t a i l i n t h e remaining p a r t s o f t h i s e x e r c i s e and a l s o i n the next exercise. b. If e0 = a'A , (2) y i e l d s 1i m f(x,y) = s i n 2 (x,y)+(O,O) A s a check O0 = ($) = aIT c o r r e s p o n d s sin T = 1 2 . t o t h e r a y y=x, ~ 2 0 . I n t h i s e v e n t , w e have 2 f ( x , ~ )= 2x X +X -- 1 ( i f x#Ol T h e r e f o r e , on y=x, x30, w e have lim (x,y)+lO,O) f(x,y) = 1 which checks w i t h ( 3 ) . c. Along t h e r a y 8=0, ( 2 ) y i e l d s lim f ( x , y ) = s i n 2 (0) = 0 (x,y)+(O,O) A s a check t h i s i s t h e r a y y=O, xbO. In t h i s event Solutions Block 3: P a r t i a l D e r i v a t i v e s Unit 1: Functions of More Than One V a r i a b l e - 3.1.7 - - continued theref ore When 8 = 71 , 28=r and s i n 28 = 0. Therefore, on t h e r a y x=O, theref ore, lim (x,y)+(O,O) %.- +y = o i n this c a s e a l s o . Comparing (b) and (c) we see t h a t while l i m f (x,y) = 0 (x,y)+(O , O ) i f (x,y)+(O,O) e i t h e r along t h e x-axis o r t h e y-axis, 1i m IT f ( x , y ) = 1 along t h e l i n e of approach 8 = T . (x,y)+tO,O) This shows lim t h a t (1) ( x , y ) + ( O , O )f (x,y) does n o t e x i s t s i n c e i t s v a l u e depends on t h e p a t h by which (x,y)+(O,O) , and a s an a s i d e , ( 2 ) merely knowing t h a t f ( x , ~ )approaches t h e same l i m i t a s (x,y) approaches (0,O) along e i t h e r t h e x- o r t h e y-axis i s n o t enough t o say t h a t this common v a l u e i s l i m f (x,y). (x,y)+(O,O) 3.1.8(L) I n a way, this e x e r c i s e i s a c o r o l l a r y t o t h e previous one, b u t i t i s of enough s i g n i f i c a n c e i n terms of what comes n e x t i n o u r course t h a t w e wanted t o p r e s e n t the i d e a here. Solutions Block 3: P a r t i a l D e r i v a t i v e s U n i t 1: F u n c t i o n s of More Than, One V a r i a b l e 3.1.8 (L) c o n t i n u e d I n o u r l a t e r work, e x p e c i a l l y w i t h 2 - t u p l e s , w e s h a l l s e l e c t two p a t h s ( f o u r , c o u n t i n g s e n s e ) by which ( x , y ) w i l l approach ( a , b ) , and w e s h a l l t r y t o do a l m o s t e v e r y t h i n g e l s e i n terms of what happens a l o n g t h e s e two p a t h s . The p a t h s w i l l b e (1) w e h o l d y c o n s t a n t and l e t x approach a , t h e n w e h o l d x c o n s t a n t and l e t y approach b; ( 2 ) w e h o l d x c o n s t a n t and l e t y approach b , t h e n w e h o l d y c o n s t a n t and l e t x approach a . These two p a t h s a r e i n d i c a t e d below. hY ( a ,b) 9 X Now, a s w e s a i d i n E x e r c i s e s 3.1.6 and 3.1.7, the l i m i t of f(x,y) a s ( x , y ) approaches ( a , b ) may be d i f f e r e n t along t h e s e two p a t h s . The p o i n t i s t h a t it s h o u l d n o t be s u r p r i s i n g t h a t t h e l i m i t depends on t h e p a t h a s w e l l a s t h e p o i n t of e v a l u a t i o n of t h e l i m i t ; y e t , a s w e g e t f u r t h e r i n t o t h e c o u r s e , we s h a l l become more and more p r e o c c u p i e d w i t h t h e two s p e c i a l p a t h s d i s c u s s e d above. What w i l l happen i s t h a t w e s h a l l have, i n g e n e r a l , s u f f i c i e n t l y smooth f u n c t i o n s s o t h a t what happens along t h e s e two s p e c i a l p a t h s w i l l govern what happens along any o t h e r p a t h , b u t b a r r i n g t h i s " s u f f i c i e n t smoothness," there i s no g u a r a n t e e t h a t what happens a l o n g t h e s e two s p e c i a l p a t h s i s enough t o t e l l u s what happens a l o n g e v e r y p a t h . T h i s e x e r c i s e i s meant a s a forewarner; it i s d e s i g n e d t o make s u r e t h a t w e u n d e r s t a n d t h a t when w e s a y "independent of t h e p a t h " w e mean more t h a n j u s t e i t h e r t h e h o r i z o n t a l o r v e r t i c a l directions. Solutions Block 3: P a r t i a l D e r i v a t i v e s Unit 1: Functions of More Than One V a r i a b l e 3.1.8 (L) continued Based on t h e f a c t t h a t f a s d e f i n e d i n t h e previous e x e r c i s e was n o t d e f i n e d a t ( 0 , 0 ) , coupled with t h e f a c t t h a t t h e l i m i t of f a s ( x , y ) approached (0,O) along t h e r a y s 8=0 and 8 = IT was 0, w e a r e motivated t o d e f i n e a new f u n c t i o n g by: r I n o t h e r words, t h e g of t h i s e x e r c i s e and t h e f of t h e previous e x e r c i s e a r e i d e n t i c a l provided t h a t ( x , y ) # ( 0 , 0 ) , b u t a t (0,O) i s d e f i n e d , and, i n p a r t i c u l a r , g(O,O)=O. f i s n o t d e f i n e d while g - - a . We a l r e a d y know from t h e previous e x e r c i s e t h a t g i s n o t cont i n u o u s a t ( 0 , 0 ) , s i n c e among o t h e r t h i n g s we showed t h a t i f IT ( x , y ) approached (0,O) along t h e r a y 8 = -4 , then lim (x.~)'(o.o) = 1 *. +Y Notice t h a t t h e meaning of " l i m i t " i n (2) t e l l s us t h a t (x,y)# ( O , O ) , Hence, and under t h i s c o n d i t i o n , (1) t e l l s us t h a t (2) may be replaced by lim g ( x , y ) = 1 # g(0,O) (x,y)+(O,O) , s i n c e g(O,O) = 0 . Solutions Block 3: P a r t i a l D e r i v a t i v e s U n i t 1: F u n c t i o n s o f More Than One V a r i a b l e 3.1.8 (L) c o n t i n u e d Thus, a t l e a s t a l o n g t h e p a t h d e f i n e d by 8 = aIT Equation ( 4 ) t e l l s u s t h a t g i s n o t c o n t i n u o u s a t (0,O) s i n c e i f i t were lim (x,y)-t(Q,O) g ( x , y ) = g(0,O) a l o n g e v e r y p a t h c o n n e c t i n g t o (0,O) b. . What w e want t o show h e r e i s t h a t i f t h e approach i s a l o n g e i t h e r a x i s . I f w e approach (0,O) a l o n g t h e x - a x i s , y=O f o r t h e e n t i r e p a t h . Thus we o b t a i n , a l o n g t h i s p a t h , lim (x,y)+(O,O) lim - lim 4% +Y x-to y=o lim x-to x * 0 7 I n terms o f p o l a r * R e c a l l t h a t x+O i n c l u d e s b o t h X+O+ and X+O-. c o o r d i n a t e s , we must c h e c k t h a t t h e l i m i t s e x i s t and a r e e q u a l f o r t h e two r a y s 8=0 and @ = I T . In t h i s c a s e , s i n c e g ( x , y ) i s s i n 2 8 f o r ( x , y ) # ( 0 , 0 ) , b u t 8=0 and IT make g ( x , y ) = 0 a s ( 5 ) i n d i c a t e s . Solutions Block 3: P a r t i a l D e r i v a t i v e s Unit 1: F u n c t i o n s of More Than One V a r i a b l e 3.1.8 ( L ) continued S i m i l a r l y , approaching (0,O) a l o n g t h e y-axis y i e l d s lim (x,y)+(O I01 - xI-" 0 Y+O - lim Y+O * x +Y 0 y2 T h i s example shows once and f o r a l l t h a t i f lim g ( x , y ) = g(0,O) (x,y)+(O,O) a s ( x , y ) +(0 , O ) along e i t h e r a x i s , w e cannot g u a r a n t e e t h a t g i s continuous a t (0,O). ( T r i v i a l l y , Of c o u r s e , i f w e know t h a t g i s continuous a t (0,O) t h e n i n p a r t i c u l a r ( 6 ) must be t r u e . T h a t i s , once w e know t h a t 1i m + ( O , O ) g ( ~ I y = )g(0,O) f o r e v e r y p a t h , ( ~ I Y ) t h e n w e know t h a t i t ' s t r u e f o r a p a r t i c u l a r p a t h ; i f , however, w e know what t h e l i m i t i s f o r some p a r t i c u l a r p a t h , w e cannot n e c e s s a r i l y conclude what it i s f o r e v e r y p a t h . ) Our main aim h e r e i s t o show how much more complicated f u n c t i o n s of s e v e r a l v a r i a b l e s a r e t h a n f u n c t i o n s of a s i n g l e v a r i a b l e . W e have d e l i b e r a t e l y chosen t h e c a s e n=2 h e r e s o t h a t (1) w e can a g a i n c a p i t a l i z e on any g e o m e t r i c i n t e r p r e t a t i o n s and ( 2 ) w e can show t h a t t h e c o m p l i c a t i o n s do n o t r e q u i r e t h a t we have more t h a n t h e " u s u a l " 3-dimensional space. The proof i s n o t r e a l l y t o o d i f f i c u l t once w e g e t t h e hang of things. ( I f you have d i f f i c u l t y v i s u a l i z i n g o u r approach, perhaps i f , a s w e proceed, you r e f e r t o F i g u r e s 1 and 2 , t h i n g s w i l l s e e m To b e g i n w i t h , i f f happens t o be a c o n s t a n t f u n c t i o n clearer.) Solutions Block 3: P a r t i a l D e r i v a t i v e s U n i t 1: F u n c t i o n s o f More Than One V a r i a b l e 3.1.9 (L) c o n t i n u e d ( i . e . , f (xl,yl) = f ( x 2 , y 2 ) f o r e v e r y p a i r of p o i n t s (xl,yl) and (x2 ,y 2 ) i n t h e domain of f ) , t h e a s s e r t i o n o f t h e theorem f o l l o w s t r i v i a l l y , f o r i n t h i s c a s e t h e r e i s a number c such t h a t f ( x , y ) = c f o r a l l ( x , y ) i n t h e domain of f . Thus, t h e i n t e r e s t i n g c a s e i s when f i s n o t a c o n s t a n t f u n c t i o n . Assuming, t h e r e f o r e , t h a t f i s n o t a c o n s t a n t f u n c t i o n , t h e r e a r e a t l e a s t two p o i n t s P (xl, yl) and Q ( x 2 ,y 2 ) f o r which f (PI # f ( Q ) . Now p i c k any number, s u b j e c t o n l y t o t h e c o n d i t i o n t h a t it l i e between f ( P ) and f ( Q ) . T h a t t h e r e a r e such numbers i s g u a r a n t e e d L e t u s d e s i g n a t e one such number by t h e f a c t t h a t f (P) # f ( Q ) . by m. L e t C d e n o t e any c u r v e t h a t c o n n e c t s P and Q. Since f i s c o n t i n u o u s , t h e r e must be some p o i n t on C , s a y X , f o r which f ( X ) = m, s i n c e a continuous f u n c t i o n t a k e s on a l l i t s i n t e r m e d i a t e values. Of c o u r s e , w h i l e you a r e l i k e l y t o a c c e p t t h i s l a s t s t a t e m e n t a s b e i n g t r u e ( o r a t l e a s t , a s b e i n g r e a s o n a b l e ) , t h e f a c t remains t h a t w e proved i t o n l y i n t h e c a s e of a s i n g l e r e a l v a r i a b l e . T h i s proof can be extended t o t h e c a s e o f f u n c t i o n s of s e v e r a l r e a l v a r i a b l e s , b u t it i s beyond o u r p r e s e n t purposes t o become While t h e i n t e r e s t e d s o computationally involved a t t h i s t i m e . r e a d e r s h o u l d f e e l f r e e t o prove t h i s r e s u l t on h i s own i f he s o d e s i r e s , w e w i l l use a geometrical interpretation. Recall t h a t Now suppose i n t h i s c a s e t h e domain of f i s t h e e n t i r e xy-place. t h a t f i s c o n t i n u o u s . T h i s means, p i c t o r i a l l y , t h a t t h e s u r f a c e z = f ( x , y ) i s unbroken. Again, t o add c o n c r e t e n e s s t o o u r d i s c u s s i o n , l e t u s r e p l a c e such l i t e r a l p o i n t s a s P and Q by t h e more s p e c i f i c p o i n t s , s a y , P ( 1 , 2 ) and Q ( 3 , 4 ) . Suppose, w i t h o u t l o s s of g e n e r a l i t y , t h a t f ( 1 , 2 ) = 6 w h i l e £ ( 3 , 4 ) = 9. Now l e t C be any The p a t h g e n e r a t e d by a l i n e c o n t i n u o u s c u r v e t h a t j o i n s P t o Q. (Recall p a r a l l e l t o t h e z - a x i s running a l o n g C g i v e s us a c y l i n d e r . t h a t m a t h e m a t i c a l l y a c y l i n d e r i s o b t a i n e d by t r a c i n g along any c u r v e i n t h e p l a n e w i t h a l i n e p e r p e n d i c u l a r t o t h e c u r v e ) , and t h i s c y l i n d e r i n t e r s e c t s t h e s u r f a c e z = f ( x , y ) t o form an unbroken ( s p a c e ) c u r v e . A l l we a r e now s a y i n g i s t h a t s i n c e Solutions Block 3: P a r t i a l D e r i v a t i v e s U n i t 1: F u n c t i o n s of More Than One V a r i a b l e 3.1.9 (L) c o n t i n u e d t h i s s p a c e c u r v e i s unbroken, and i t p a s s e s through t h e h e i g h t s 6 and 9 , i t must p a s s through e v e r y h e i g h t between 6 and 9. S t a t e d i n terms o f p l a n e s , w e a r e s a y i n g t h a t o u r s p a c e c u r v e originates z = 9. i n t h e p l a n e z = 6 and t e r m i n a t e s i n t h e p l a n e S i n c e t h e c u r v e i s unbroken, i t must i n t e r s e c t e v e r y p l a n e z = k where 6 < k < 9. Thus, s t i l l u s i n g o u r p a r t i c u l a r example, s i n c e 6 s 8 < 9, there is a point P on t h e c o n t i n u o u s c u r v e C1 which c o n n e c t s 1 ( 1 , 2 ) and ( 3 , 4 ) f o r which £ ( P I ) = 8. N o t i c e t h a t C1 was any c u r v e t h a t connected ( 1 , 2 and ( 3 , 4 ) . The p o i n t i s t h a t t h e r e a r e i n f i n i t e l y many such continuous c u r v e s which have no p o i n t s o t h e r t h a n ( 1 , 2 ) and ( 3 , 4 ) i n common. For each of t h e c u r v e s C n , t h e r e i s a p o i n t Pn f o r which f ( P n ) = 8 . S i n c e t h e c u r v e s i n t e r s e c t o n l y a t ( 1 , 2 ) and ( 3 , 4 ) t h e p o i n t on C (no Pn can j j be e i t h e r ( 1 , 2 ) o r ( 3 , 4 ) because f ( P n ) = 8 w h i l e f ( 1 , 2 ) = 6 and f ( 3 , 4 ) = 9 ) . Thus, w e have i n f i n i t e l y many d i f f e r e n t p o i n t s f o r which f ( p l ) = f ( P 2 ) = . . . = f ( P n ) = = 8. P1, P 2 , . . . , Pn, An a t t e m p t t o summarize t h e s e r e s u l t s p i c t o r i a l l y i s made below: Pi on Ci c a n n o t be t h e same a s t h e p o i n t P .... ... Solutions Block 3: P a r t i a l D e r i v a t i v e s U n i t 1: F u n c t i o n s o f More Than One V a r i a b l e 3.1.9 (L) c o n t i n u e d 1. Cn i s a c o n t i n u o u s c u r v e i n t h e xy-plane c o n n e c t i n g P ( 1 , 2 ) and Q ( 3 , 4 ) . 2. The ( r i g h t ) c y l i n d e r a l o n g Cn i n t e r s e c t s t h surface z=f(x,y) along t h e space curve P'Q'. 3. P' i s i n t h e p l a n e 2=6 s i n c e i t s coordinates are (1,2,6) Q ' i s i n 2=9 s i n c e i t s coordinates a r e (3,4,9). 4. The p l a n e 2=8 i n t e r sects P'Q' a t , a t least, one p o i n t Qn s i n c e P ' Q ' i s a continuous curve. Y The p r o j e c t i o n of Qn i n t o t h e xy-plane y e i l d s Pn on Cn whereupon f (Pn) = 8. X ( F i g u r e 1) The i m p o r t a n t t h i n g i n F i g u r e 1 i s t h a t Cn was any continuous c u r v e There a r e i n f i n i t e l y many such c u r v e s w i t h t h a t j o i n s P t o Q. I n Figure 2 four no p o i n t s o f i n t e r s e c t i o n o t h e r t h a n P and Q. such c u r v e s C1, C2, Cj, C 4 a r e drawn. By t h e construction i n F i g u r e 1, w e may o b t a i n P1 on C1, P2 on C 2 , P3 on C 3 , P4 on C 4 such t h a t f (Pn) = 8 f o r e v e r y n = 1 , 2 , 3 , 4 . Solut.ions Block 3: P a r t i a l D e r i v a t i v e s Unit 1: Functions of More Than One V a r i a b l e 3.1.9 (L) continued (Figure 2) The p o i n t w e now wish t o make a c t u a l l y begins with t h e s o l u t i o n of t h i s exercise. We have now shown t h a t i f f:E2+E i s any continuous f u n c t i o n , then it i s impossible f o r f t o be 1-1. I n f a c t , i n t h e p a r t i c u l a r i l l u s t r a t i o n we used, t h e r e were i n f i n i t e l y many p o i n t s i n t h e domain of f a t which f was 8. What t h i s e x e r c i s e shows i s t h a t i f t h e mapping from n-dimensional space (with n > l ) i n t o 1-dimensional space i s continuous, then f cannot be 1-1. R e s t a t e d more formally: I f n > l and f : E ~ + E i s continuous then f i s n o t 1-1, and, i n f a c t , t h e r e can be i n f i n i t e l y many elements i n En which have t h e same image i n E. (Notice t h a t our argument holds i f t h e domain of f i s any s u b s e t of En. That i s , a l l t h a t o u r argument r e q u i r e d was t h a t f ( P ) # f ( Q )n o m a t t e r how c l o s e t o each o t h e r P and Q might be.) Thus, w e should begin t o f e e l t h a t while much of t h e theory f o r f u n c t i o n s of n - t u p l e s i s a g e n e r a l i z a t i o n of t h e r e s u l t s f o r t h e 1-dimensional c a s e , t h e r e a r e enough new "wrinklesn when n > l t o Solutions Block 3: P a r t i a l D e r i v a t i v e s U n i t 1: F u n c t i o n s o f More Than One V a r i a b l e 3.1.9 (L) c o n t i n u e d remind u s t o be on guard. Among o t h e r t h i n g s , t h e r e a r e i n f i n i t e l y many c o n t i n u o u s f u n c t i o n s £:E'+E which a r e 1-1 (namely t h o s e whose g r a p h s a r e e i t h e r monotonically r i s i n g o r monotonically falling) . By now, w e hope t h a t i t i s v i r t u a l l y s e l f - e v i d e n t t o you t h a t n=4 was chosen simply f o r c o n c r e t e n e s s and t h a t o u r approach e x t e n d s v e r b a t i m t o any v a l u e of n. TO prove t h a t "=" i s an e q u i v a l e n c e r e l a t i o n w e must show t h a t - 4 (1) 5 (2) a = b + b = a , a a n d b i n E = a f o r e a c h asE 4 (3) g = b a n d-b = c + a = c ( I ) , w e have 5 = (al,a2 , a 3 , a 4 ) where al,a2 , a 3 , a 4 a r e a l l r e a l numbers. By t h e p r o p e r t i e s o f e q u a l i t y f o r r e a l numbers, we AS f o r know t h a t al = a l , a2 - a 2 , a 3 = a3 , and a4 = a4. Hence, by d e f i n i t i o n of v e c t o r ( n - t u p l e ) e q u a l i t y , w e have which e s t a b l i s h e s t h e v a l i d i t y of (1). ( N o t i c e how (1) was e s t a b l i s h e d f o r p r o p e r t y o f e q u a l i t y f o r r e a l numbers). by v i r t u e of t h e corresponding Solutions Block 3: Partial Derivatives Unit 1: Functions of More Than One Variable 3.1.10 continued AS for (21, let a = (al,a2,a3,a by definition, a = b - means ) al = bl, a2 = b2, a3 = b3, and a4 and b = = (bl,b2,b3,b4). Then, b4 But, for real numbers, equality is symmetric. conclude that Hence, we may bl = al, b2 - a2, b3 = a3, and b4 = a4 whence, by definition, or b=5 which establishes the validity of (2). Finally, to establish the validity of (3), we let a = (al,a2,a3,a4), - b = (bl,b2,b3,b4) and c = (c1,c2,c3,c4). Then, from a = b - we conclude that al = bl, a2 = b2, a3 = b3 and a4 = b4, while from b1 = c b = c we conclude that b2 = c2, b3 = c3, and b4 = C4 Since for real numbers, a = b and b = c+a = c, we may conclude from (1) and (2) that al = cl, a2 = c2, a3 = c3 and a4 = c4 . Solutions Block 3: P a r t i a l D e r i v a t i v e s U n i t 1: F u n c t i o n s of More Than One V a r i a b l e 3.1.10 continued Hence Notice how t h i s proof augments o u r remark i n t h e supplementary n o t e s t h a t t h e f a c t t h a t = i s an e q u i v a l e n c e r e l a t i o n on E~ i s induced by t h e f a c t t h a t v e c t o r s may be viewed a s n - t u p l e s , each o f whose components i s r e a l , and e q u a l i t y i s an e q u i v a l e n c e r e l a t i o n on t h e r e a l numbers. 3.1.11 (Note: The t e c h n i q u e used i n t h i s s p e c i f i c e x e r c i s e i s t h e one used whenever w e d e c i d e t o view v e c t o r s i n terms of t h e i r components) . We have, by d e f i n i t i o n of t h e a r i t h m e t i c of E 4 , that Hence, by o u r d e f i n i t i o n o f d o t p r o d u c t a - (b+c) = (al,a2 ,a 3 l a 4 ) S i n c e t h e a s , bk I s (bl+clIb2+c2 ,b3+c3 , b 4 + c 4 ) and c k l s (k=112,3,4) a r e numbers, we know t h a t (1) may be r e w r i t t e n a s Solutions Block 3: P a r t i a l D e r i v a t i v e s Unit 1: Functions of More Than One Variable ~ - 3.1.11 continued which, i n t u r n , i s which proves t h e r e q u i r e d r e s u l t . Again, n o t i c e how we e f f e c t i v e l y reduce t h e study of E~ t o f o u r s e p a r a t e s t u d i e s of E1 ( i . e . , t h e f o u r components of any v e c t o r 4 [n-tuple] i n E ). That i s , t h e v e c t o r r e s u l t i s induced by t h e corresponding s c a l a r r e s u l t . MIT OpenCourseWare http://ocw.mit.edu Resource: Calculus Revisited: Multivariable Calculus Prof. Herbert Gross The following may not correspond to a particular course on MIT OpenCourseWare, but has been provided by the author as an individual learning resource. For information about citing these materials or our Terms of Use, visit: http://ocw.mit.edu/terms.