Rates of z=z(x,y), read off as the coefficients of dz
โxโzโ=โ32โ, ย โyโzโ=โ61โ
(โxโyโ)zโ=โgyโgxโโ
Any other rate: set the held variable's differential to 0
dz=0โdy=โ4dx, so โ4
Key Insight: Partial derivatives do not cancel like fractions. gzโgxโโ=โg/โzโg/โxโ looks like +โxโzโ, but the true rate carries a minus sign: when x pushes g up, z must move to push it back down, because g is held constant.
IIVisualization 1 โ Rates Without Solving the Cubic
Near (2,3,1), the linear relation 4dx+dy+6dz=0 predicts z without solving z3+yz+x2=8.
IIIVisualization 2 โ One Equation, Three Held Variables
Holding one variable fixed strikes its term from 4dx+dy+6dz=0; the rest is the slope of a slice curve.
IVVisualization 3 โ Why the Minus Sign
With y fixed, x2 grows by about 4dx; since gzโ=6>0, z must fall to keep g=8.
VQuiz Questions
Problem 1 ยท Read Off โz/โx
Given:xy+yz+zx=11, which passes through (1,2,3). Treating z as a function of x and y, findโxโzโ at that point.
โ Correct!dg=5dx+4dy+3dz=0; with dy=0, dz=โ35โdx.
โ Check the sign. That is gxโ/gzโ with the partials "cancelled". Moving 5dx across the equation 5dx+3dz=0 makes it negative.
โ Upside down.โ53โ is โx/โz with y fixed. You divide by gzโ, the coefficient of the differential you isolate.
โ Wrong numerator.gyโ=x+z=4 belongs to โz/โy. For โz/โx use gxโ=y+z=5.
โ Not quite. Compute gxโ and gzโ at (1,2,3), then use โz/โx=โgxโ/gzโ.
Show solution
Check the point: 1โ 2+2โ 3+3โ 1=2+6+3=11. With g=xy+yz+zx:
gxโ=y+z=5,gyโ=x+z=4,gzโ=y+x=3.
So dg=5dx+4dy+3dz=0. Holding y constant sets dy=0:
Given: near (2,3,1) the constraint x2+yz+z3=8 gives 4dx+dy+6dz=0. Find the rate of change of y with respect to z when x is held constant, (โzโyโ)xโ.
โ Correct!dx=0 leaves dy+6dz=0, so dy=โ6dz.
โ That is the reciprocal rate.โ61โ is โz/โy (z depends on y). Here y is the dependent variable, so isolate dy.
โ Check the sign. Moving 6dz to the other side of dy+6dz=0 makes it โ6dz.
โ Wrong variable held.โ46โ=โ23โ is โx/โz with y fixed. With x fixed, the 4dx term is the one that drops.
โ Not quite. Set dx=0 and solve the remaining equation for dy.
Show solution
Holding x constant means dx=0:
4โ 0+dy+6dz=0โdy=โ6dz.
So (โzโyโ)xโ=โgyโgzโโ=โ16โ=โ6. It is the reciprocal of โz/โy=โ61โ, since both describe the same slice x=2.
Problem 3 ยท Rate, Then Estimate
Given:xz2+y2z+xy=7, which passes through (1,2,1), with z=z(x,y). Findโyโzโ there, then estimatez at (x,y)=(1.1,1.9).
What is โz/โy at (1, 2, 1)?
Estimate of z at (1.1, 1.9)
โ Correct!dz=โ21โ(0.1)โ65โ(โ0.1)=301โ, so zโ1.033 (solving the quadratic in z exactly gives 1.034).
โ Check the sign.gyโ/gzโ is not โz/โy: moving 5dy across 5dy+6dz=0 gives dz=โ65โdy.
โ Upside down. Divide by gzโ=6, the coefficient of dz, the differential you isolate.
โ That is โz/โx.โgxโ/gzโ=โ63โ. For โz/โy use gyโ=2yz+x=5.
โ Check the rate. Find gyโ and gzโ at (1,2,1), then use โgyโ/gzโ.
โ Sign slip.3dx+5dy=0.3โ0.5=โ0.2, and dz=โ(โ0.2)/6 is positive: z goes up.
โ Check dy.y moves from 2 to 1.9, so dy=โ0.1, not +0.1.
โ Missing the division.6dz=0.2 gives dz=0.2/6โ0.033, not 0.2.
โ Check the estimate. Use dz=โ(3dx+5dy)/6 with dx=0.1, dy=โ0.1.
Show solution
Check the point: 1โ 12+22โ 1+1โ 2=1+4+2=7. With g=xz2+y2z+xy:
gxโ=z2+y=3,gyโ=2yz+x=5,gzโ=2xz+y2=6.
So 3dx+5dy+6dz=0, and โyโzโ=โgzโgyโโ=โ65โ (also โxโzโ=โ21โ).
Given: the ideal gas law PV=nRT with n and R constant. Find the product (โVโPโ)Tโ(โTโVโ)Pโ(โPโTโ)Vโ.
โ Correct!(โVPโ)(PnRโ)(nRVโ)=โ1, every time.
โ That is the cancellation trap. Each factor is taken with a different variable held fixed, so the โP, โV, โT do not cancel. The first factor alone is negative.
โ No factor vanishes. On PV=nRT with P,V,T>0, the three rates are โP/V, nR/P and V/(nR), all nonzero.
โ Only the first factor.โP/V is (โP/โV)Tโ; the other two factors are nR/P and V/(nR).
โ Not quite. Write g=PVโnRT, compute each rate as โ(coefficient)/(coefficient), and multiply.
Show solution
Let g=PVโnRT=0. Then dg=VdP+PdVโnRdT=0, so gPโ=V, gVโ=P, gTโ=โnR.
T held (dT=0): VdP+PdV=0, so (โVโPโ)Tโ=โVPโ.
P held (dP=0): PdV=nRdT, so (โTโVโ)Pโ=PnRโ.
V held (dV=0): VdP=nRdT, so (โPโTโ)Vโ=nRVโ.
(โVPโ)(PnRโ)(nRVโ)=โ1.
Treating the partials as fractions would predict +1; the minus sign from dg=0 survives.