문제 은행 · 미적분 · 대학 미적분 · 다변수 미분

다변수 연쇄법칙

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

CLP-3 · 2.4절 · 14번대학 수준우리말 번역

w=f(xz,yz)w = f (xz, yz) 라고 하자. 여기서 ff 는 미분가능한 함수이다. 다음을 보여라.

x∂w∂x+y∂w∂y=z∂w∂zx\frac{\partial w}{\partial x} + y\frac{\partial w}{\partial y} = z\frac{\partial w}{\partial z}

영어 원문 보기

Suppose that w=f(xz,yz)w = f (xz, yz), where ff is a differentiable function. Show that

x∂w∂x+y∂w∂y=z∂w∂zx\frac{\partial w}{\partial x} + y\frac{\partial w}{\partial y} = z\frac{\partial w}{\partial z}

정답·풀이 보기

먼저 w(x,y,z)w(x,y,z) 의 1계 편도함수를 구한다. u(x,y,z)=xzu(x,y,z)=xz, v(x,y,z)=yzv(x,y,z)=yz 라 하면 w(x,y,z)=f(u(x,y,z),v(x,y,z))w(x,y,z) = f\big(u(x,y,z), v(x,y,z)\big) 이다. 연쇄 법칙에 의해

∂w∂x(x,y,z)=∂∂x[f(u(x,y,z),v(x,y,z))]=∂f∂u(u(x,y,z),v(x,y,z))∂u∂x(x,y,z)+∂f∂v(u(x,y,z),v(x,y,z))∂v∂x(x,y,z)=z∂f∂u(xz,yz)∂w∂y(x,y,z)=∂∂y[f(u(x,y,z),v(x,y,z))]=∂f∂u(u(x,y,z),v(x,y,z))∂u∂y(x,y,z)+∂f∂v(u(x,y,z),v(x,y,z))∂v∂y(x,y,z)=z∂f∂v(xz,yz)∂w∂z(x,y,z)=∂∂z[f(u(x,y,z),v(x,y,z))]=∂f∂u(u(x,y,z),v(x,y,z))∂u∂z(x,y,z)+∂f∂v(u(x,y,z),v(x,y,z))∂v∂z(x,y,z)=x∂f∂u(xz,yz)+y∂f∂v(xz,yz)\begin{aligned} \frac{\partial w}{\partial x}(x,y,z) &= \frac{\partial }{\partial x}\big[f \big(u(x,y,z), v(x,y,z)\big)\big]\\ &=\frac{\partial f}{\partial u}\big(u(x,y,z), v(x,y,z)\big)\frac{\partial u}{\partial x}(x,y,z) +\frac{\partial f}{\partial v}\big(u(x,y,z), v(x,y,z)\big)\frac{\partial v}{\partial x}(x,y,z) \\ &=z\frac{\partial f}{\partial u}(xz, yz) \\ \frac{\partial w}{\partial y}(x,y,z) &= \frac{\partial }{\partial y}\big[f \big(u(x,y,z), v(x,y,z)\big)\big]\\ &=\frac{\partial f}{\partial u}\big(u(x,y,z), v(x,y,z)\big)\frac{\partial u}{\partial y}(x,y,z) +\frac{\partial f}{\partial v}\big(u(x,y,z), v(x,y,z)\big)\frac{\partial v}{\partial y}(x,y,z) \\ &=z\frac{\partial f}{\partial v}(xz, yz) \\ \frac{\partial w}{\partial z}(x,y,z) &= \frac{\partial }{\partial z}\big[f \big(u(x,y,z), v(x,y,z)\big)\big]\\ &=\frac{\partial f}{\partial u}\big(u(x,y,z), v(x,y,z)\big)\frac{\partial u}{\partial z}(x,y,z) +\frac{\partial f}{\partial v}\big(u(x,y,z), v(x,y,z)\big)\frac{\partial v}{\partial z}(x,y,z) \\ &=x\frac{\partial f}{\partial u}(xz, yz) + y\frac{\partial f}{\partial v}(xz, yz) \end{aligned}

따라서

x∂w∂x+y∂w∂y=xz∂f∂u(xz,yz)+yz∂f∂v(xz,yz)=z[x∂f∂u(xz,yz)+y∂f∂v(xz,yz)]=z∂w∂z\begin{aligned} x\frac{\partial w}{\partial x} + y\frac{\partial w}{\partial y} =xz\frac{\partial f}{\partial u}(xz, yz) + yz\frac{\partial f}{\partial v}(xz, yz) =z\left[x\frac{\partial f}{\partial u}(xz, yz) + y\frac{\partial f}{\partial v}(xz, yz)\right] =z\frac{\partial w}{\partial z} \end{aligned}

이므로 주어진 등식이 성립한다.

원본 교재 풀이(영어)

We'll first compute the first order partial derivatives of w(x,y,z)w(x,y,z). Write u(x,y,z)=xzu(x,y,z)=xz and v(x,y,z)=yzv(x,y,z)=yz so that w(x,y,z)=f(u(x,y,z),v(x,y,z))w(x,y,z) = f\big(u(x,y,z), v(x,y,z)\big). By the chain rule,

∂w∂x(x,y,z)=∂∂x[f(u(x,y,z),v(x,y,z))]=∂f∂u(u(x,y,z),v(x,y,z))∂u∂x(x,y,z)+∂f∂v(u(x,y,z),v(x,y,z))∂v∂x(x,y,z)=z∂f∂u(xz,yz)∂w∂y(x,y,z)=∂∂y[f(u(x,y,z),v(x,y,z))]=∂f∂u(u(x,y,z),v(x,y,z))∂u∂y(x,y,z)+∂f∂v(u(x,y,z),v(x,y,z))∂v∂y(x,y,z)=z∂f∂v(xz,yz)∂w∂z(x,y,z)=∂∂z[f(u(x,y,z),v(x,y,z))]=∂f∂u(u(x,y,z),v(x,y,z))∂u∂z(x,y,z)+∂f∂v(u(x,y,z),v(x,y,z))∂v∂z(x,y,z)=x∂f∂u(xz,yz)+y∂f∂v(xz,yz)\begin{aligned} \frac{\partial w}{\partial x}(x,y,z) &= \frac{\partial }{\partial x}\big[f \big(u(x,y,z), v(x,y,z)\big)\big]\\ &=\frac{\partial f}{\partial u}\big(u(x,y,z), v(x,y,z)\big)\frac{\partial u}{\partial x}(x,y,z) +\frac{\partial f}{\partial v}\big(u(x,y,z), v(x,y,z)\big)\frac{\partial v}{\partial x}(x,y,z) \\ &=z\frac{\partial f}{\partial u}(xz, yz) \\ \frac{\partial w}{\partial y}(x,y,z) &= \frac{\partial }{\partial y}\big[f \big(u(x,y,z), v(x,y,z)\big)\big]\\ &=\frac{\partial f}{\partial u}\big(u(x,y,z), v(x,y,z)\big)\frac{\partial u}{\partial y}(x,y,z) +\frac{\partial f}{\partial v}\big(u(x,y,z), v(x,y,z)\big)\frac{\partial v}{\partial y}(x,y,z) \\ &=z\frac{\partial f}{\partial v}(xz, yz) \\ \frac{\partial w}{\partial z}(x,y,z) &= \frac{\partial }{\partial z}\big[f \big(u(x,y,z), v(x,y,z)\big)\big]\\ &=\frac{\partial f}{\partial u}\big(u(x,y,z), v(x,y,z)\big)\frac{\partial u}{\partial z}(x,y,z) +\frac{\partial f}{\partial v}\big(u(x,y,z), v(x,y,z)\big)\frac{\partial v}{\partial z}(x,y,z) \\ &=x\frac{\partial f}{\partial u}(xz, yz) + y\frac{\partial f}{\partial v}(xz, yz) \end{aligned}

So

x∂w∂x+y∂w∂y=xz∂f∂u(xz,yz)+yz∂f∂v(xz,yz)=z[x∂f∂u(xz,yz)+y∂f∂v(xz,yz)]=z∂w∂z\begin{aligned} x\frac{\partial w}{\partial x} + y\frac{\partial w}{\partial y} =xz\frac{\partial f}{\partial u}(xz, yz) + yz\frac{\partial f}{\partial v}(xz, yz) =z\left[x\frac{\partial f}{\partial u}(xz, yz) + y\frac{\partial f}{\partial v}(xz, yz)\right] =z\frac{\partial w}{\partial z} \end{aligned}

as desired.

한 번 더 — 비슷한 문제CLP-3 · 2.4절 · 22번우리말 번역

정의에 따르면, 미분가능한 함수 f(x,y)f(x,y) 의 점 (x0 , y0)\big( x_0\,,\,y_0\big) 에서의 기울기 벡터는 다음과 같다.

∇f(x0,y0)=<∂f∂x(x0 , y0) , ∂f∂y(x0 , y0)>{ \boldsymbol{\nabla} } f(x_0,y_0) =\left< \frac{\partial f}{\partial x}\big( x_0\,,\,y_0\big)\,,\, \frac{\partial f}{\partial y}\big( x_0\,,\,y_0\big)\right>

다음을 알고 있다고 하자.

∇f(3,6)=<7,8>{ \boldsymbol{\nabla} } f(3,6)=\left< 7,8\right>

또한

∇g(1,2)=<−1,4>,{ \boldsymbol{\nabla} } g(1,2)=\left< -1,4\right>,

이고

∇h(1,2)=<−5,10>.{ \boldsymbol{\nabla} } h(1,2)=\left< -5,10\right>.

이라고 하자.

g(1,2)=3g(1,2)=3, h(1,2)=6h(1,2)=6 이고 z(s,t)=f(g(s,t),h(s,t))z(s,t)=f\big(g(s,t),h(s,t)\big) 일 때, 다음을 구하세요.

∇z(1,2){ \boldsymbol{\nabla} } z(1,2)

다 풀었으면 정답 확인

연쇄 법칙에 의해

∂z∂s(s,t)=∂∂sf(g(s,t),h(s,t))=∂f∂x(g(s,t),h(s,t))∂g∂s(s,t)+∂f∂y(g(s,t),h(s,t))∂h∂s(s,t)∂z∂t(s,t)=∂∂tf(g(s,t),h(s,t))=∂f∂x(g(s,t),h(s,t))∂g∂t(s,t)+∂f∂y(g(s,t),h(s,t))∂h∂t(s,t)\begin{aligned} \frac{\partial z}{\partial s}(s,t) &=\frac{\partial }{\partial s}f\big(g(s,t),h(s,t)\big) &&=\frac{\partial f}{\partial x}\big(g(s,t),h(s,t)\big) \frac{\partial g}{\partial s}(s,t) +\frac{\partial f}{\partial y}\big(g(s,t),h(s,t)\big) \frac{\partial h}{\partial s}(s,t) \\ \frac{\partial z}{\partial t}(s,t) &=\frac{\partial }{\partial t}f\big(g(s,t),h(s,t)\big) &&=\frac{\partial f}{\partial x}\big(g(s,t),h(s,t)\big) \frac{\partial g}{\partial t}(s,t) +\frac{\partial f}{\partial y}\big(g(s,t),h(s,t)\big) \frac{\partial h}{\partial t}(s,t) \end{aligned}

특히

∂z∂s(1,2)=∂f∂x(g(1,2),h(1,2))∂g∂s(1,2)+∂f∂y(g(1,2),h(1,2))∂h∂s(1,2)=∂f∂x(3,6)∂g∂s(1,2)+∂f∂y(3,6))∂h∂s(1,2)=7×(−1)+8×(−5)=−47∂z∂t(1,2)=∂f∂x(g(1,2),h(1,2))∂g∂t(1,2)+∂f∂y(g(1,2),h(1,2))∂h∂t(1,2)=7×4+8×10=108\begin{aligned} \frac{\partial z}{\partial s}(1,2) &=\frac{\partial f}{\partial x}\big(g(1,2),h(1,2)\big) \frac{\partial g}{\partial s}(1,2) +\frac{\partial f}{\partial y}\big(g(1,2),h(1,2)\big) \frac{\partial h}{\partial s}(1,2) \\ &=\frac{\partial f}{\partial x}(3,6) \frac{\partial g}{\partial s}(1,2) +\frac{\partial f}{\partial y}(3,6)) \frac{\partial h}{\partial s}(1,2) \\ &=7\times(-1)+8\times(-5) =-47\\ \frac{\partial z}{\partial t}(1,2) &=\frac{\partial f}{\partial x}\big(g(1,2),h(1,2)\big) \frac{\partial g}{\partial t}(1,2) +\frac{\partial f}{\partial y}\big(g(1,2),h(1,2)\big) \frac{\partial h}{\partial t}(1,2) \\ &=7\times4+8\times 10 =108 \end{aligned}

따라서 ∇z(1,2)=<−47,108>{ \boldsymbol{\nabla} } z(1,2)=\left< -47,108\right> 이다.

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