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다변수 연쇄법칙

먼저 혼자 풀어 보고, 풀이로 확인한 다음, 아래 「한 번 더」 문제로 이어서 연습하세요.

CLP-3 · 2.4절 · 16번대학 수준우리말 번역

z=f(x,y)z = f(x, y) 라 하자. 여기서 f(x,y)f(x, y) 는 연속인 이계 편도함수를 가지며,

fx(2,1)=5,fy(2,1)=−2,fxx(2,1)=2,fxy(2,1)=1,fyy(2,1)=−4f_x (2, 1) = 5, \qquad f_y(2, 1) =-2, \qquad f_{xx}(2, 1) = 2,\qquad f_{xy}(2, 1) = 1, \qquad f_{yy}(2, 1) = -4

이다.

x(t)=2t2x(t)=2t^2, y(t)=t3y(t)=t^3 이고 t=1t=1 일 때, d2dt2z(x(t),y(t)) \frac{\mathrm{d^2}}{\mathrm{d}{t}^2} z\big(x(t),y(t)\big) 의 값을 구하세요.

영어 원문 보기

Let z=f(x,y)z = f(x, y), where f(x,y)f(x, y) has continuous second-order partial derivatives, and

fx(2,1)=5,fy(2,1)=−2,fxx(2,1)=2,fxy(2,1)=1,fyy(2,1)=−4f_x (2, 1) = 5, \qquad f_y(2, 1) =-2, \qquad f_{xx}(2, 1) = 2,\qquad f_{xy}(2, 1) = 1, \qquad f_{yy}(2, 1) = -4

Find d2dt2z(x(t),y(t)) \frac{\mathrm{d^2}}{\mathrm{d}{t}^2} z\big(x(t),y(t)\big) when x(t)=2t2x(t)=2t^2, y(t)=t3y(t)=t^3 and t=1t=1.

답 쓰고 채점
정답·풀이 보기

x(t)=2t2x(t)=2t^2, y(t)=t3y(t)=t^3 에 대해 w(t)=z(x(t),y(t))=f(x(t),y(t))w(t) = z\big(x(t),y(t)\big) = f\big(x(t),y(t)\big) 라 하자. d2wdt2(1)\frac{\mathrm{d^2}w}{\mathrm{d}{t}^2}(1) 을 계산하면 된다. 연쇄 법칙에 의해

dwdt(t)=ddtf(x(t),y(t))=fx(x(t) , y(t)) dxdt(t)+fy(x(t) , y(t)) dydt(t)=4t fx(x(t) , y(t))+3t2 fy(x(t) , y(t))\begin{aligned} \frac{\mathrm{d}w}{\mathrm{d}t}(t)&= \frac{\mathrm{d}}{\mathrm{d}t} f\big(x(t),y(t)\big) \\ &= f_x(x(t)\,,\,y(t))\,\frac{\mathrm{d}x}{\mathrm{d}t}(t) +f_y(x(t)\,,\,y(t))\,\frac{\mathrm{d}y}{\mathrm{d}t}(t) \\ &= 4t\,f_x(x(t)\,,\,y(t)) +3t^2\,f_y(x(t)\,,\,y(t)) \end{aligned}

이다. 선형성, 곱의 미분법, 연쇄 법칙에 의해

d2dt2f(x(t),y(t))=ddt[4t fx(x(t),y(t))]+ddt[3t2 fy(x(t),y(t))]=4 fx(x(t),y(t))+4tddt[fx(x(t),y(t))]+6t fy(x(t),y(t))+3t2ddt[fy(x(t),y(t))]=4 fx(2t2 , t3)+4t[fxx(x(t),y(t)) dxdt(t)+fxy(x(t),y(t)) dydt(t)]=+6t fy(2t2 , t3)+3t2[fyx(x(t),y(t)) dxdt(t)+fyy(x(t),y(t)) dydt(t)]=4 fx(2t2 , t3)+16t2 fxx(2t2 , t3)+12t3 fxy(2t2 , t3)=+6t fy(2t2 , t3)+12t3 fyx(2t2 , t3)+9t4 fyy(2t2 , t3)\begin{aligned} \frac{\mathrm{d^2}}{\mathrm{d}{t}^2} f\big(x(t),y(t)\big) &= \frac{\mathrm{d}}{\mathrm{d}t}\left[4t\,f_x\big(x(t),y(t)\big) \right] +\frac{\mathrm{d}}{\mathrm{d}t}\left[3t^2\,f_y\big(x(t),y(t)\big) \right] \\ &= 4\,f_x\big(x(t),y(t)\big) + 4t \frac{\mathrm{d}}{\mathrm{d}t}\left[f_x\big(x(t),y(t)\big) \right] \\& +6t\,f_y\big(x(t),y(t)\big) + 3t^2\frac{\mathrm{d}}{\mathrm{d}t}\left[f_y\big(x(t),y(t)\big) \right] \\ &= 4\,f_x(2t^2\,,\,t^3) + 4t\Big[f_{xx}\big(x(t),y(t)\big)\,\frac{\mathrm{d}x}{\mathrm{d}t}(t) + f_{xy}\big(x(t),y(t)\big)\,\frac{\mathrm{d}y}{\mathrm{d}t}(t)\Big] \\ &\phantom{=} + 6t\,f_y(2t^2\,,\,t^3) + 3t^2\Big[f_{yx}\big(x(t),y(t)\big)\,\frac{\mathrm{d}x}{\mathrm{d}t}(t) + f_{yy}\big(x(t),y(t)\big)\,\frac{\mathrm{d}y}{\mathrm{d}t}(t)\Big] \\ &= 4\,f_x(2t^2\,,\,t^3) + 16t^2\,f_{xx}(2t^2\,,\,t^3) + 12t^3\,f_{xy}(2t^2\,,\,t^3) \\ &\phantom{=} + 6t\,f_y(2t^2\,,\,t^3) + 12t^3\,f_{yx}(2t^2\,,\,t^3) + 9t^4\,f_{yy}(2t^2\,,\,t^3) \end{aligned}

이다. 특히 t=1t=1 일 때, fxy(2,1)=fyx(2,1)f_{xy}(2, 1)=f_{yx}(2, 1) 이므로

d2dt2f(x(t),y(t))∣t=1=4 (5)+16 (2)+12 (1)=+6 (−2)+12 (1)+9 (−4)=28\begin{aligned} \left.\frac{\mathrm{d^2}}{\mathrm{d}{t}^2} f\big(x(t),y(t)\big) \right|_{t=1} &= 4\,(5) + 16\,(2) + 12\,(1) \\ &\phantom{=} + 6\,(-2) + 12\,(1) + 9\,(-4) \\ &=28 \end{aligned}

이다.

원본 교재 풀이(영어)

Write w(t)=z(x(t),y(t))=f(x(t),y(t))w(t) = z\big(x(t),y(t)\big) = f\big(x(t),y(t)\big) with x(t)=2t2x(t)=2t^2, y(t)=t3y(t)=t^3. We are to compute d2wdt2(1)\frac{\mathrm{d^2}w}{\mathrm{d}{t}^2}(1). By the chain rule

dwdt(t)=ddtf(x(t),y(t))=fx(x(t) , y(t)) dxdt(t)+fy(x(t) , y(t)) dydt(t)=4t fx(x(t) , y(t))+3t2 fy(x(t) , y(t))\begin{aligned} \frac{\mathrm{d}w}{\mathrm{d}t}(t)&= \frac{\mathrm{d}}{\mathrm{d}t} f\big(x(t),y(t)\big) \\ &= f_x(x(t)\,,\,y(t))\,\frac{\mathrm{d}x}{\mathrm{d}t}(t) +f_y(x(t)\,,\,y(t))\,\frac{\mathrm{d}y}{\mathrm{d}t}(t) \\ &= 4t\,f_x(x(t)\,,\,y(t)) +3t^2\,f_y(x(t)\,,\,y(t)) \end{aligned}

By linearity, the product rule, and the chain rule,

d2dt2f(x(t),y(t))=ddt[4t fx(x(t),y(t))]+ddt[3t2 fy(x(t),y(t))]=4 fx(x(t),y(t))+4tddt[fx(x(t),y(t))]+6t fy(x(t),y(t))+3t2ddt[fy(x(t),y(t))]=4 fx(2t2 , t3)+4t[fxx(x(t),y(t)) dxdt(t)+fxy(x(t),y(t)) dydt(t)]=+6t fy(2t2 , t3)+3t2[fyx(x(t),y(t)) dxdt(t)+fyy(x(t),y(t)) dydt(t)]=4 fx(2t2 , t3)+16t2 fxx(2t2 , t3)+12t3 fxy(2t2 , t3)=+6t fy(2t2 , t3)+12t3 fyx(2t2 , t3)+9t4 fyy(2t2 , t3)\begin{aligned} \frac{\mathrm{d^2}}{\mathrm{d}{t}^2} f\big(x(t),y(t)\big) &= \frac{\mathrm{d}}{\mathrm{d}t}\left[4t\,f_x\big(x(t),y(t)\big) \right] +\frac{\mathrm{d}}{\mathrm{d}t}\left[3t^2\,f_y\big(x(t),y(t)\big) \right] \\ &= 4\,f_x\big(x(t),y(t)\big) + 4t \frac{\mathrm{d}}{\mathrm{d}t}\left[f_x\big(x(t),y(t)\big) \right] \\& +6t\,f_y\big(x(t),y(t)\big) + 3t^2\frac{\mathrm{d}}{\mathrm{d}t}\left[f_y\big(x(t),y(t)\big) \right] \\ &= 4\,f_x(2t^2\,,\,t^3) + 4t\Big[f_{xx}\big(x(t),y(t)\big)\,\frac{\mathrm{d}x}{\mathrm{d}t}(t) + f_{xy}\big(x(t),y(t)\big)\,\frac{\mathrm{d}y}{\mathrm{d}t}(t)\Big] \\ &\phantom{=} + 6t\,f_y(2t^2\,,\,t^3) + 3t^2\Big[f_{yx}\big(x(t),y(t)\big)\,\frac{\mathrm{d}x}{\mathrm{d}t}(t) + f_{yy}\big(x(t),y(t)\big)\,\frac{\mathrm{d}y}{\mathrm{d}t}(t)\Big] \\ &= 4\,f_x(2t^2\,,\,t^3) + 16t^2\,f_{xx}(2t^2\,,\,t^3) + 12t^3\,f_{xy}(2t^2\,,\,t^3) \\ &\phantom{=} + 6t\,f_y(2t^2\,,\,t^3) + 12t^3\,f_{yx}(2t^2\,,\,t^3) + 9t^4\,f_{yy}(2t^2\,,\,t^3) \end{aligned}

In particular, when t=1t=1, and since fxy(2,1)=fyx(2,1)f_{xy}(2, 1)=f_{yx}(2, 1),

d2dt2f(x(t),y(t))∣t=1=4 (5)+16 (2)+12 (1)=+6 (−2)+12 (1)+9 (−4)=28\begin{aligned} \left.\frac{\mathrm{d^2}}{\mathrm{d}{t}^2} f\big(x(t),y(t)\big) \right|_{t=1} &= 4\,(5) + 16\,(2) + 12\,(1) \\ &\phantom{=} + 6\,(-2) + 12\,(1) + 9\,(-4) \\ &=28 \end{aligned}

한 번 더 — 비슷한 문제CLP-3 · 2.4절 · 24번우리말 번역

방정식

x2−ycos⁡(uv)=vx2+y2−sin⁡(uv)=4πu\begin{aligned} x^2-y\cos(uv)&=v\\ x^2+y^2-\sin(uv)&=\frac{4}{\pi}u \end{aligned}

은 (u,v)=(π2,0)(u,v)=\big(\frac{\pi}{2},0\big) 일 때의 점 (x,y)=(1,1)(x,y)=(1,1) 근처에서 xx 와 yy 를 uu 와 vv 의 함수로 암시적으로 정의한다(즉, x=x(u,v)x=x(u,v), y=y(u,v)y=y(u,v)).

(a) (u,v)=(π2,0)(u,v)=\big(\frac{\pi}{2},0\big) 에서

∂x∂u 와 ∂y∂u\frac{\partial x}{\partial u}\text{ 와 } \frac{\partial y}{\partial u}

의 값을 구하세요. (b) z=x4+y4z=x^4+y^4 일 때, 점 (u,v)=(π2,0)(u,v)=\big(\frac{\pi}{2},0\big) 에서 ∂z∂u\frac{\partial z}{\partial u} 의 값을 구하세요.

다 풀었으면 정답 확인

(a) 주어진 식은

x(u,v)2−y(u,v)cos⁡(uv)=vx(u,v)2+y(u,v)2−sin⁡(uv)=4πux(u,v)^2-y(u,v)\cos(uv)=v\qquad x(u,v)^2+y(u,v)^2-\sin(uv)=\frac{4}{\pi}u

이다. 두 방정식에 ∂∂u\frac{\partial }{\partial u} 를 적용하면

2x(u,v)∂x∂u(u,v)−∂y∂u(u,v)cos⁡(uv)+v y(u,v)sin⁡(uv)=02x(u,v)∂x∂u(u,v)+2y(u,v)∂y∂u(u,v)−vcos⁡(uv)=4π\begin{aligned} 2x(u,v)\frac{\partial x}{\partial u}(u,v) -\frac{\partial y}{\partial u}(u,v)\cos(uv)+v\,y(u,v)\sin(uv)&=0 \\ 2x(u,v)\frac{\partial x}{\partial u}(u,v) +2y(u,v)\frac{\partial y}{\partial u}(u,v) -v\cos(uv)&=\frac{4}{\pi} \end{aligned}

이다. u=π2u=\frac{\pi}{2}, v=0v=0, x(π2,0)=1x\big(\frac{\pi}{2},0\big)=1, y(π2,0)=1y\big(\frac{\pi}{2},0\big)=1 을 대입하면

2∂x∂u(π2,0)−∂y∂u(π2,0)=02∂x∂u(π2,0)+2∂y∂u(π2,0)=4π\begin{aligned} 2\frac{\partial x}{\partial u}\left(\frac{\pi}{2},0\right) -\frac{\partial y}{\partial u}\left(\frac{\pi}{2},0\right)&=0 \\[0.1in] 2\frac{\partial x}{\partial u}\left(\frac{\pi}{2},0\right) +2\frac{\partial y}{\partial u}\left(\frac{\pi}{2},0\right) &=\frac{4}{\pi} \end{aligned}

이다. 첫째 방정식에서 얻은 ∂y∂u(π2,0)=2∂x∂u(π2,0)\frac{\partial y}{\partial u}\big(\frac{\pi}{2},0\big)=2\frac{\partial x}{\partial u}\big(\frac{\pi}{2},0\big) 를 둘째 방정식에 대입하면 6∂x∂u(π2,0)=4π6\frac{\partial x}{\partial u}\big(\frac{\pi}{2},0\big)=\frac{4}{\pi} 이므로 ∂x∂u(π2,0)=23π\frac{\partial x}{\partial u}\big(\frac{\pi}{2},0\big)=\frac{2}{3\pi} 이고 ∂y∂u(π2,0)=43π\frac{\partial y}{\partial u}\big(\frac{\pi}{2},0\big)=\frac{4}{3\pi} 이다.

(b) z(u,v)=x(u,v)4+y(u,v)4z(u,v)=x(u,v)^4+y(u,v)^4 으로 주어져 있다. 따라서

∂z∂u(u,v)=4x(u,v)3 ∂x∂u(u,v)+4y(u,v)3 ∂y∂u(u,v)\begin{aligned} \frac{\partial z}{\partial u}(u,v) &=4x(u,v)^3\ \frac{\partial x}{\partial u}(u,v) +4y(u,v)^3\ \frac{\partial y}{\partial u}(u,v) \end{aligned}

이다. u=π2u=\frac{\pi}{2}, v=0v=0, x(π2,0)=1x\big(\frac{\pi}{2},0\big)=1, y(π2,0)=1y\big(\frac{\pi}{2},0\big)=1 을 대입하고 (a)의 결과를 이용하면

∂z∂u(π2,0)=4 x ⁣(π2,0)3 ∂x∂u ⁣(π2,0)+4 y ⁣(π2,0)3 ∂y∂u ⁣(π2,0)=4(23π)+4(43π)=8π\begin{aligned} \frac{\partial z}{\partial u}\left(\frac{\pi}{2},0\right) &=4\,x\!\left(\frac{\pi}{2},0\right)^3\ \frac{\partial x}{\partial u}\!\left(\frac{\pi}{2},0\right) +4\,y\!\left(\frac{\pi}{2},0\right)^3\ \frac{\partial y}{\partial u}\!\left(\frac{\pi}{2},0\right) \\ &=4\left(\frac{2}{3\pi}\right) +4\left(\frac{4}{3\pi}\right) \\ &=\frac{8}{\pi} \end{aligned}

이다.

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