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Implicit Differentiation, Related Rates, and Exponential Functions

Lesson 4AM closed with the toolkit table: power, sum, constant multiple, product, quotient, and chain. Any expression assembled from finitely many of those operations is differentiable mechanically. Lesson 4PM removed the last remaining restriction: when the relationship between xx and yy is given by an equation rather than an explicit formula, the chain rule still produces dydx\dfrac{dy}{dx} as a ratio in xx and yy, and the same rule converts it into related rates when tt is the underlying variable.

Layered Rules in Practice

The hardest part of using the product, quotient, and chain rules together is not the calculus. Every individual derivative is one line. The work is deciding which rule sits on the outside and which sits on the inside.

Example 1 (A three-layer expression)

Differentiate

y=(2x+1)3x2+4.y = \frac{(2x + 1)^{3}}{\sqrt{x^{2} + 4}}.

The expression is a quotient on the outside, with a power on top and a power-of-a-polynomial on the bottom. Read the architecture before reaching for any rule: outer is quotient, top is a chain (2x+1)3(2x + 1)^{3}, bottom is a chain (x2+4)1/2(x^{2} + 4)^{1/2}.

Step 1: derivatives of the two pieces. By the general power rule applied to each composite,

ddx(2x+1)3=3(2x+1)2(2)=6(2x+1)2,\frac{d}{dx}(2x + 1)^{3} = 3(2x + 1)^{2}(2) = 6(2x + 1)^{2},ddx(x2+4)1/2=12(x2+4)1/2(2x)=xx2+4.\frac{d}{dx}(x^{2} + 4)^{1/2} = \tfrac{1}{2}(x^{2} + 4)^{-1/2}(2x) = \frac{x}{\sqrt{x^{2} + 4}}.

Step 2: assemble with the quotient rule. With f=(2x+1)3f = (2x + 1)^{3} and g=x2+4g = \sqrt{x^{2} + 4},

dydx=x2+46(2x+1)2(2x+1)3xx2+4x2+4.\frac{dy}{dx} = \frac{\sqrt{x^{2} + 4} \cdot 6(2x + 1)^{2} - (2x + 1)^{3} \cdot \dfrac{x}{\sqrt{x^{2} + 4}}}{x^{2} + 4}.

Step 3: clear the inner fraction. Multiply numerator and denominator by x2+4\sqrt{x^{2} + 4}:

dydx=6(2x+1)2(x2+4)x(2x+1)3(x2+4)3/2.\frac{dy}{dx} = \frac{6(2x + 1)^{2}(x^{2} + 4) - x(2x + 1)^{3}}{(x^{2} + 4)^{3/2}}.

Step 4: factor. Both terms in the numerator share (2x+1)2(2x + 1)^{2}, so

dydx=(2x+1)2[6(x2+4)x(2x+1)](x2+4)3/2=(2x+1)2(4x2x+24)(x2+4)3/2.\frac{dy}{dx} = \frac{(2x + 1)^{2}\bigl[6(x^{2} + 4) - x(2x + 1)\bigr]}{(x^{2} + 4)^{3/2}} = \frac{(2x + 1)^{2}(4x^{2} - x + 24)}{(x^{2} + 4)^{3/2}}.

The discriminant of 4x2x+244x^{2} - x + 24 is 1384<01 - 384 < 0, so the second factor is positive for every real xx. Critical numbers come only from (2x+1)2=0(2x + 1)^{2} = 0, giving x=12x = -\tfrac{1}{2}. Since the squared factor is nonnegative on both sides of 12-\tfrac{1}{2} and the remaining factor is always positive, the slope vanishes there but does not change sign. By the first derivative test, this gives a horizontal tangent but not a relative extremum.

Example 2 (A square-root inside a power)

Differentiate

y=( ⁣x2+1+3x)4.y = \bigl(\!\sqrt{x^{2} + 1} + 3x\bigr)^{4}.

The outermost rule is the general power rule with r=4r = 4 applied to the inner expression u=x2+1+3xu = \sqrt{x^{2} + 1} + 3x:

dydx=4( ⁣x2+1+3x)3dudx.\frac{dy}{dx} = 4\bigl(\!\sqrt{x^{2} + 1} + 3x\bigr)^{3} \cdot \frac{du}{dx}.

The inner derivative is itself a sum, with the square-root term needing the general power rule a second time:

dudx=xx2+1+3=x+3x2+1x2+1.\frac{du}{dx} = \frac{x}{\sqrt{x^{2} + 1}} + 3 = \frac{x + 3\sqrt{x^{2} + 1}}{\sqrt{x^{2} + 1}}.

Therefore

dydx=4( ⁣x2+1+3x)3(x+3x2+1)x2+1.\frac{dy}{dx} = \frac{4\bigl(\!\sqrt{x^{2} + 1} + 3x\bigr)^{3}\bigl(x + 3\sqrt{x^{2} + 1}\bigr)}{\sqrt{x^{2} + 1}}.

Each new layer of nesting adds one factor: one for the outer power, one for the inner square root. The chain rule applied nn times produces nn multiplied factors and nothing else.

Problem 1

Differentiate each function. For the first two, simplify until critical numbers are visible without further work.

  1. y=x(x24)3y = x\,(x^{2} - 4)^{3}.
  2. y= ⁣(2x1x2+1) ⁣4y = \!\left(\dfrac{2x - 1}{x^{2} + 1}\right)^{\!4}.
  3. y=x+x+xy = \sqrt{\,x + \sqrt{x + \sqrt{x}}\,}\, (three-layer chain).

Tangent Lines on Implicit Curves

The static slope formula from Lesson 4PM gives dydx\dfrac{dy}{dx} as a ratio in xx and yy. When this ratio is finite at the point, it combines with the point-slope form from Lesson 2AM to give the tangent line. In the examples below, a zero denominator with nonzero numerator signals a vertical tangent.

Example 3 (Tangent to a lemniscate)

The curve

(x2+y2)2=8(x2y2)(1)(x^{2} + y^{2})^{2} = 8(x^{2} - y^{2}) \tag{1}

is a lemniscate of Bernoulli, the same family as the Lesson 4PM problem (with constants chosen so that the lobes pass through tidy points). A quick check confirms (3,1)\bigl(\sqrt{3}, 1\bigr) lies on the curve:

(3+1)2=16=8(31).(3 + 1)^{2} = 16 = 8(3 - 1).

Find the tangent line there.

Differentiate (1) with respect to xx. The left side is a power of a sum; the chain rule gives

2(x2+y2) ⁣(2x+2ydydx)=16x16ydydx.2(x^{2} + y^{2})\!\left(2x + 2y\,\frac{dy}{dx}\right) = 16x - 16y\,\frac{dy}{dx}.

Divide both sides by 22 and expand:

2x(x2+y2)+2y(x2+y2)dydx=8x8ydydx.2x(x^{2} + y^{2}) + 2y(x^{2} + y^{2})\frac{dy}{dx} = 8x - 8y\,\frac{dy}{dx}.

Collect dydx\dfrac{dy}{dx} on the left:

[2y(x2+y2)+8y]dydx=8x2x(x2+y2),\bigl[2y(x^{2} + y^{2}) + 8y\bigr]\frac{dy}{dx} = 8x - 2x(x^{2} + y^{2}),

which factors as

2y[(x2+y2)+4]dydx=2x[4(x2+y2)].2y\bigl[(x^{2} + y^{2}) + 4\bigr]\frac{dy}{dx} = 2x\bigl[4 - (x^{2} + y^{2})\bigr].

Solve for dydx\dfrac{dy}{dx}:

dydx=x[4(x2+y2)]y[(x2+y2)+4].\frac{dy}{dx} = \frac{x\bigl[4 - (x^{2} + y^{2})\bigr]}{y\bigl[(x^{2} + y^{2}) + 4\bigr]}.

At (3,1)\bigl(\sqrt{3}, 1\bigr): x2+y2=4x^{2} + y^{2} = 4, so the numerator vanishes and

dydx(3,1)=3(44)1(4+4)=0.\left.\frac{dy}{dx}\right|_{(\sqrt{3},\, 1)} = \frac{\sqrt{3}(4 - 4)}{1 \cdot (4 + 4)} = 0.

The tangent at (3,1)\bigl(\sqrt{3}, 1\bigr) is horizontal, so the line is y=1y = 1. Reading off the slope formula directly: every point on the curve satisfying x2+y2=4x^{2} + y^{2} = 4 has a horizontal tangent. Geometrically, the lemniscate’s two highest and lowest points sit on the auxiliary circle of radius 22.

Remark

The substitution x2+y2=4x^{2} + y^{2} = 4 collapsed the slope formula to zero in one line. Whenever the curve equation forces a useful value on a sub-expression that appears in dydx\dfrac{dy}{dx}, use it before plugging in numbers.

Higher Derivatives Implicitly

The slope formula from Lesson 4PM is itself an equation in xx and yy, so a second round of implicit differentiation gives d2ydx2\dfrac{d^{2}y}{dx^{2}} in terms of the same variables.

Example 4 (Second derivative of an ellipse)

For the ellipse 9x2+4y2=369x^{2} + 4y^{2} = 36, find d2ydx2\dfrac{d^{2}y}{dx^{2}} at the point (3,32)\bigl(\sqrt{3}, \tfrac{3}{2}\bigr), and use the result to confirm the concavity at that point.

Step 1: first derivative. Differentiate 9x2+4y2=369x^{2} + 4y^{2} = 36 implicitly:

18x+8ydydx=0,dydx=9x4y.(2)18x + 8y\,\frac{dy}{dx} = 0, \qquad \frac{dy}{dx} = -\frac{9x}{4y}. \tag{2}

At (3,32)\bigl(\sqrt{3}, \tfrac{3}{2}\bigr): dydx=936=332\dfrac{dy}{dx} = -\dfrac{9\sqrt{3}}{6} = -\dfrac{3\sqrt{3}}{2}.

Step 2: second derivative. Differentiate (2) using the quotient rule, treating dydx\dfrac{dy}{dx} as a function of xx via yy:

d2ydx2=ddx ⁣(9x4y)=94y1xdydxy2=94yxdydxy2.\frac{d^{2}y}{dx^{2}} = \frac{d}{dx}\!\left(-\frac{9x}{4y}\right) = -\frac{9}{4} \cdot \frac{y \cdot 1 - x \cdot \dfrac{dy}{dx}}{y^{2}} = -\frac{9}{4} \cdot \frac{y - x\,\dfrac{dy}{dx}}{y^{2}}.

Substitute (2) for dydx\dfrac{dy}{dx}:

d2ydx2=94yx ⁣(9x4y)y2=94y+9x24yy2=944y2+9x24y3.\frac{d^{2}y}{dx^{2}} = -\frac{9}{4} \cdot \frac{y - x \cdot \!\left(-\dfrac{9x}{4y}\right)}{y^{2}} = -\frac{9}{4} \cdot \frac{y + \dfrac{9x^{2}}{4y}}{y^{2}} = -\frac{9}{4} \cdot \frac{4y^{2} + 9x^{2}}{4y^{3}}.

The numerator 9x2+4y29x^{2} + 4y^{2} equals 3636 on every point of the ellipse, so the second derivative along the curve simplifies to

d2ydx2=93616y3=814y3.(3)\frac{d^{2}y}{dx^{2}} = -\frac{9 \cdot 36}{16 y^{3}} = -\frac{81}{4 y^{3}}. \tag{3}

Step 3: evaluate at (3,32)\bigl(\sqrt{3}, \tfrac{3}{2}\bigr).

d2ydx2(3,3/2)=814(3/2)3=81427/8=818427=6.\left.\frac{d^{2}y}{dx^{2}}\right|_{(\sqrt{3},\, 3/2)} = -\frac{81}{4 \cdot (3/2)^{3}} = -\frac{81}{4 \cdot 27/8} = -\frac{81 \cdot 8}{4 \cdot 27} = -6.

Since the second derivative is negative, the upper half of the ellipse is concave down at (3,32)\bigl(\sqrt{3}, \tfrac{3}{2}\bigr). This matches the concavity language from Lesson 3AM. Form (3) makes the sign readable: on the upper half (y>0y > 0), d2ydx2<0\dfrac{d^{2}y}{dx^{2}} < 0 throughout, so the upper half is concave down everywhere; on the lower half, the sign flips and the curve is concave up.

Problem 2

For the curve x3+y3=6xyx^{3} + y^{3} = 6xy, a scaled folium of Descartes, compute d2ydx2\dfrac{d^{2}y}{dx^{2}} at the point (3,3)(3, 3). Explain in one sentence why the answer’s sign matches the geometry of the loop near its top.

Lesson 4PM’s procedure for related rates was: name variables, find one equation tying them together, differentiate with respect to tt, then substitute. The next two examples fix the procedure against problems where the equation comes from elementary geometry rather than a model handed across.

Example 5 (A walking pedestrian and a streetlamp)

A streetlamp stands 55 meters tall. A pedestrian 1.81{.}8 meters tall walks away from the foot of the lamp at dxdt=1.2\dfrac{dx}{dt} = 1{.}2 meters per second. How fast is the tip of the pedestrian’s shadow moving along the ground at the moment the pedestrian is 44 meters from the lamp?

Let xx be the pedestrian’s horizontal distance from the lamp post and ss the distance from the foot of the lamp to the tip of the shadow. Both xx and ss are functions of tt.

Step 1: write the geometric constraint. The lamp top, the pedestrian’s head, and the tip of the shadow are collinear. The two right triangles they form share the same hypotenuse direction, so by similar triangles,

s5=sx1.8.\frac{s}{5} = \frac{s - x}{1{.}8}.

Cross-multiplying:

1.8s=5(sx)=5s5x.1{.}8 s = 5(s - x) = 5s - 5x.

Collecting ss,

3.2s=5x,s=53.2x=2516x.(4)3{.}2s = 5x, \qquad s = \frac{5}{3{.}2}\,x = \frac{25}{16}\,x. \tag{4}

The shadow tip is always at a fixed multiple of the pedestrian’s distance, namely 25/161.562525/16 \approx 1{.}5625 times.

Step 2: differentiate with respect to tt. Equation (4) is linear, so

dsdt=2516dxdt.\frac{ds}{dt} = \frac{25}{16}\,\frac{dx}{dt}.

Step 3: substitute the data. The pedestrian’s distance x=4x = 4 never enters because (4) was already simplified to a multiplicative law:

dsdt=2516(1.2)=1.875 meters per second.\frac{ds}{dt} = \frac{25}{16}(1{.}2) = 1{.}875 \text{ meters per second.}

The shadow tip moves at 1.875 m/s, faster than the pedestrian.

Lamp post of height 5 meters on the left, a pedestrian of height 1.8 meters at horizontal distance x from the lamp, and the tip of the pedestrian's shadow at distance s from the lamp. A dashed light ray runs from the top of the lamp through the top of the pedestrian's head to the ground at the tip of the shadow.

The figure shows why the shadow-tip rate exceeds the pedestrian’s. The light ray to the shadow tip pivots about the lamp top as the pedestrian moves; the pedestrian, whose head sits below that ray, intercepts a shorter arc than the ground does. The ratio ds/dtdx/dt=551.8=2516\dfrac{ds/dt}{dx/dt} = \dfrac{5}{5 - 1{.}8} = \dfrac{25}{16} depends only on the two heights; the pedestrian’s distance from the lamp drops out.

Remark

The pedestrian’s distance x=4x = 4 in this example was a red herring: the constraint (4) is linear in xx, so its time derivative carries no instantaneous data. Always carry out Step 2 of the procedure before substituting; if a piece of data turns out to be unnecessary, the structure of the equation will reveal it.

When the geometric constraint is non-linear, the answer depends on the current state of the system in a substantive way.

Example 6 (Water rising in a conical tank)

A water tank has the shape of an inverted right circular cone with height H=6H = 6 meters and top radius R=3R = 3 meters, so the height is twice the top radius. Water flows in at a steady dVdt=0.05\dfrac{dV}{dt} = 0{.}05 cubic meters per second. How fast is the water level rising at the moment the depth is h=2h = 2 meters?

Let hh be the depth of water and rr the radius of the water surface at depth hh. Both vary with time.

Step 1: eliminate rr using the tank geometry. The cross-section of the tank is a triangle with R/H=3/6=1/2R/H = 3/6 = 1/2, so at every depth,

rh=12,r=h2.\frac{r}{h} = \frac{1}{2}, \qquad r = \frac{h}{2}.

Step 2: write VV as a function of hh alone. The volume of water is the volume of a cone of height hh and base radius r=h/2r = h/2:

V=13πr2h=13π ⁣(h2) ⁣2h=πh312.V = \tfrac{1}{3}\pi r^{2} h = \tfrac{1}{3}\pi\!\left(\frac{h}{2}\right)^{\!2} h = \frac{\pi h^{3}}{12}.

Step 3: differentiate with respect to tt. By the chain rule,

dVdt=πh24dhdt.\frac{dV}{dt} = \frac{\pi h^{2}}{4}\,\frac{dh}{dt}.

Solve for dhdt\dfrac{dh}{dt}:

dhdt=4πh2dVdt.\frac{dh}{dt} = \frac{4}{\pi h^{2}}\,\frac{dV}{dt}.

Step 4: substitute. At h=2h = 2 and dVdt=0.05\dfrac{dV}{dt} = 0{.}05,

dhdt=44π(0.05)=0.05π0.0159 meters per second.\frac{dh}{dt} = \frac{4}{4\pi}(0{.}05) = \frac{0{.}05}{\pi} \approx 0{.}0159 \text{ meters per second.}

The water level rises at about 1.59 cm/s when the depth is 22 meters.

The answer depends on hh, and the dependence matters: at depth hh, the rate dhdt\dfrac{dh}{dt} scales as 1/h21/h^{2}, so the level rises four times faster at depth 11 than at depth 22, and nine times faster at depth 11 than at depth 33. The shallow water has a small surface, so a fixed inflow stretches further upward; deep water has a wide surface, so the same inflow spreads sideways before it can lift the level. Substituting before differentiating, contrary to Lesson 4PM’s Differentiate before substituting note, would remove this hh-dependence and give the wrong rate.

Problem 3

A second tank has the shape of an inverted cone with height H=4H = 4 meters and top radius R=2R = 2 meters. Water flows out of a small hole at the bottom at a rate proportional to the depth: dVdt=kh\dfrac{dV}{dt} = -k h for some constant k>0k > 0, where hh is the current water depth.

  1. Express VV in terms of hh alone using the similar-triangle ratio between the water surface radius and the depth, as in the Water rising in a conical tank example.
  2. Use the chain rule to find dhdt\dfrac{dh}{dt} in terms of hh, kk, and the geometric constants. Simplify to a single expression with no VV or rr remaining.
  3. Describe what happens to the formula as hh approaches 00 from above, and explain why this proportional-outflow model stops being physically reliable near an empty tank.

The examples above track rates after the formula is already known. The next question is different: which functions have a rate of change proportional to their current value?

Preview for Lesson 5: Exponential Functions

Three basic models motivate the next function family. The full derivative rules for exponential functions are developed in Lesson 5; here the goal is only to identify the kind of model that needs them.

When an investment grows by a fixed percentage each year, the yearly increase is proportional to the current balance: the larger the balance, the larger the next increase in pounds. When a bacteria culture grows in a nutrient-rich Petri dish, the rate of growth at any moment is proportional to the number of bacteria currently present. A pile of radioactive uranium 235U^{235}\mathrm{U} decays at a rate that, at every moment, is proportional to the amount of 235U^{235}\mathrm{U} still present. The first two are instances of exponential growth; the third, of exponential decay.

What ties them together is a structural condition the toolkit rules cannot meet. A nonconstant function f(t)f(t) whose rate of change satisfies f(t)=kf(t)f'(t) = k \, f(t) with nonzero constant kk cannot be a polynomial: every nonconstant polynomial’s derivative is one degree lower than itself, so ff' is not a nonzero constant multiple of ff. Nor can it be a rational function for the simple examples we want here. A new family of functions is required.

Three small panels side by side. Left: a 15% per year investment, with the balance rising along a curve whose slope grows with the balance. Center: a bacteria population doubling at a steady rate, plotted on a vertical axis. Right: a pile of radioactive uranium-235 decaying, with the mass falling along a curve whose magnitude of slope shrinks as the mass shrinks. All three panels share the same time axis.

The three panels share a single shape: a curve whose vertical rate at every point is proportional to its current height, rising in the first two cases and falling in the third. The function family that produces this shape is the family of exponential functions.

Definition

Throughout this section, bb denotes a positive number with b1b \neq 1.

Definition 1 (Exponential Function)

The exponential function with base bb is

f(x)=bx,f(x) = b^{x},

defined for every real number xx. The number b>0b > 0, b1b \neq 1 is the base.

The variable sits in the exponent. That placement is what distinguishes exponential functions from the power functions xrx^{r} whose derivatives were studied in Lesson 2PM, where the variable was the base and the exponent was a fixed constant. Swapping the two roles changes nearly everything: the toolkit rule for xrx^{r} does not apply to bxb^{x}, the shape of the graph is qualitatively different, and the rate of change is proportional to the function itself.

For integer and rational exponents, we use the usual meanings:

b0=1,bn=bbbn factors,bn=1bn,b1/n=bn,bp/q=(bq)p.b^{0} = 1, \qquad b^{n} = \underbrace{b \cdot b \cdots b}_{n \text{ factors}}, \qquad b^{-n} = \frac{1}{b^{n}}, \qquad b^{1/n} = \sqrt[n]{b}, \qquad b^{p/q} = (\sqrt[q]{b})^{p}.

For irrational exponents such as x=3x = \sqrt{3} or x=πx = \pi, one defines bxb^{x} by approximating xx with rational numbers and taking a limit; the details are omitted here, and we assume that bxb^{x} is defined for every real xx in such a way that the laws of exponents below hold without exception.

Laws of Exponents

The six laws of exponents transfer unchanged from rational exponents to real exponents.

Theorem 1 (Laws of Exponents)

For positive numbers a,ba, b and real numbers x,yx, y:

(i) bxby=bx+yb^{x} \cdot b^{y} = b^{x + y}

(ii) bx=1bxb^{-x} = \dfrac{1}{b^{x}}

(iii) bxby=bxy\dfrac{b^{x}}{b^{y}} = b^{x - y}

(iv) (by)x=bxy(b^{y})^{x} = b^{xy}

(v) axbx=(ab)xa^{x} \cdot b^{x} = (ab)^{x}

(vi) axbx= ⁣(ab) ⁣x\dfrac{a^{x}}{b^{x}} = \!\left(\dfrac{a}{b}\right)^{\!x}

Three of these laws, (i), (ii), and (iv), do much of the work. Law (iii) is law (i) combined with law (ii), while laws (v) and (vi) record how a common exponent distributes across multiplication and division of positive bases. Memorizing the six is faster than re-deriving each, but knowing which law is being used keeps the algebra honest.

Property (iv) is the one that earns its keep most often: it converts powers of one base into powers of another, provided the bases share a common smaller base. For example,

8x=(23)x=23x, ⁣(19) ⁣x=(32)x=32x,27x/3=(33)x/3=3x.8^{x} = (2^{3})^{x} = 2^{3x}, \qquad \!\left(\tfrac{1}{9}\right)^{\!x} = (3^{-2})^{x} = 3^{-2x}, \qquad 27^{x/3} = (3^{3})^{x/3} = 3^{x}.

This is the conversion that makes a comparison of two seemingly different exponentials possible at all.

Example 7 (Rewriting in a common base)

Use the laws of exponents to write each expression in the form 2kx2^{kx} for a suitable constant kk.

  1. 45x/24^{5x/2}

  2. (24x2x)1/2\bigl(2^{4x} \cdot 2^{-x}\bigr)^{1/2}

  3. 8x/3163x/48^{x/3} \cdot 16^{3x/4}

  4. 10x5x\dfrac{10^{x}}{5^{x}}

Solution. Each part picks out one or two of the six laws.

  1. Replace the base 4=224 = 2^{2} and apply law (iv):
45x/2=(22)5x/2=22(5x/2)=25x.4^{5x/2} = (2^{2})^{5x/2} = 2^{2 \cdot (5x/2)} = 2^{5x}.
  1. Combine the two factors inside the parentheses using law (i), then law (iv):
(24x2x)1/2=(24xx)1/2=(23x)1/2=2(3/2)x.(2^{4x} \cdot 2^{-x})^{1/2} = (2^{4x - x})^{1/2} = (2^{3x})^{1/2} = 2^{(3/2) x}.
  1. Replace 8=238 = 2^{3} and 16=2416 = 2^{4}, apply law (iv) to each factor, and finish with law (i):
8x/3163x/4=(23)x/3(24)3x/4=2x23x=24x.8^{x/3} \cdot 16^{3x/4} = (2^{3})^{x/3} \cdot (2^{4})^{3x/4} = 2^{x} \cdot 2^{3x} = 2^{4x}.
  1. Two routes. First, apply law (v) to 10x=(25)x=2x5x10^{x} = (2 \cdot 5)^{x} = 2^{x} \cdot 5^{x}, then cancel:
10x5x=2x5x5x=2x.\frac{10^{x}}{5^{x}} = \frac{2^{x} \cdot 5^{x}}{5^{x}} = 2^{x}.

Alternatively, apply law (vi) directly:

10x5x= ⁣(105) ⁣x=2x.\frac{10^{x}}{5^{x}} = \!\left(\frac{10}{5}\right)^{\!x} = 2^{x}.

Both routes land on 2x=21x2^{x} = 2^{1 \cdot x}, so k=1k = 1. The two-route check is structural rather than numerical: if the two laws (v) and (vi) ever produced different answers, one of them would be wrong.

Problem 4

Write each expression in the form 3kx+c3^{kx + c} for suitable constants kk and cc.

  1. 9x+19^{x + 1}.
  2.  ⁣(127) ⁣2x\!\left(\tfrac{1}{27}\right)^{\!2x}.
  3. 81x/23x\dfrac{81^{x/2}}{3^{x}}.
  4.  ⁣(9x27x/3)2\!\left(9^{x} \cdot 27^{x/3}\right)^{2}.
Problem 5

Rewrite each expression as a single exponential bxb^{x} for the smallest possible integer base b>1b > 1.

  1. 4x8x4^{x} \cdot 8^{x}.
  2. 6x3x\dfrac{6^{x}}{3^{x}}.
  3. 22x9x6x\dfrac{2^{2x} \cdot 9^{x}}{6^{x}}.
Example 8 (A compound interest balance)

A British investor places £1000 into an account paying 15%15\% annual interest, compounded once per year. After tt years, the balance is

B(t)=1000(1.15)t.B(t) = 1000 \cdot (1{.}15)^{t}.

Without the laws of exponents, the question “what is the balance after 2020 years?” is answered only by computing 1000(1.15)201000 \cdot (1{.}15)^{20} directly. With them, one can also write the same balance using a different base. Using law (iv) with 1.15=(1.151/4)41{.}15 = (1{.}15^{1/4})^{4}, the balance can be rewritten in quarterly steps:

B(t)=1000((1.15)1/4)4t1000(1.03556)4t.B(t) = 1000 \cdot \bigl((1{.}15)^{1/4}\bigr)^{4t} \approx 1000 \cdot (1{.}03556)^{4t}.

The exact equivalent quarterly growth factor is (1.15)1/4(1{.}15)^{1/4}, whose decimal approximation is 1.035561{.}03556. An account multiplying by this exact factor each quarter compounds to the same yearly 15%15\%. The two formulas describe the same balance at every tt, but expose different operational pieces, yearly versus quarterly, by a single application of law (iv). The yearly increase is still 15%15\% of the current balance at each annual compounding step; the base only changes how the same multiplication is recorded.

Problem 6

A radioactive sample’s mass after tt years is modeled by

M(t)=M0(0.5)t/T,M(t) = M_{0} \cdot (0{.}5)^{t / T},

where T>0T > 0 is the half-life in years and M0M_{0} is the initial mass. Verify two structural properties from the laws of exponents alone, without doing any numerical calculation:

  1. M(0)=M0M(0) = M_{0} and M(T)=M0/2M(T) = M_{0}/2.
  2. The mass at time t+Tt + T is exactly half the mass at time tt, for every tt.

State, in plain English, what property (2) says about the model.

Graphs

The qualitative shape of y=bxy = b^{x} is fixed by the value of bb relative to 11.

The case b=2b = 2 tabulates cleanly. Sample values:

23=18,22=14,21=12,20=1,21=2,22=4,23=8.2^{-3} = \tfrac{1}{8}, \qquad 2^{-2} = \tfrac{1}{4}, \qquad 2^{-1} = \tfrac{1}{2}, \qquad 2^{0} = 1, \qquad 2^{1} = 2, \qquad 2^{2} = 4, \qquad 2^{3} = 8.

Plotting the seven points and joining them by a smooth curve produces the now-standard exponential shape: increasing, passing through (0,1)(0, 1), approaching the xx-axis on the left as xx \to -\infty, and growing without bound on the right as xx \to \infty.

Graph of y equals 2 to the x. Seven sample points are marked at x equals minus three through positive three with their y-values. The curve passes smoothly through them, crossing the y-axis at one, approaching the x-axis as a horizontal asymptote on the left, and rising steeply on the right.

Two features of the graph carry over to every base b>1b > 1.

  • The graph passes through (0,1)(0, 1), since b0=1b^{0} = 1 for every positive bb.
  • The graph never touches the xx-axis: bx>0b^{x} > 0 for every real xx, so the line y=0y = 0 is a horizontal asymptote on the left (in the sense of Lesson 3AM’s Intercepts, Undefined Points, and Asymptotes discussion) but is never reached.

The third feature, that the graph is everywhere increasing, also carries over for b>1b > 1, but the speed of the increase is base-dependent.

Five exponential curves drawn on the same axes for x between minus two and two. The increasing curves y equals 5 to the x, y equals 3 to the x, y equals 2 to the x, and y equals 1.1 to the x become steeper as the base grows. The curve y equals 0.5 to the x is decreasing and reflects y equals 2 to the x across the y-axis. All five pass through the point (0, 1).

The figure compares five curves at once. Among the increasing curves, reading from steepest to flattest at x=0x = 0 gives

y=5x,y=3x,y=2x,y=(1.1)x.y = 5^{x}, \qquad y = 3^{x}, \qquad y = 2^{x}, \qquad y = (1{.}1)^{x}.

These four are increasing because their bases satisfy b>1b > 1. The curve y=(0.5)xy = (0{.}5)^{x} is decreasing because its base satisfies 0<b<10 < b < 1. Among the increasing curves, the steepness at x=0x = 0 grows with the base: a small change in xx near zero produces a much larger change in 5x5^{x} than in (1.1)x(1{.}1)^{x}, because larger bases multiply by more for each unit gained.

The case 0<b<10 < b < 1 produces decreasing curves rather than increasing ones, but is structurally not new: by law (ii),

 ⁣(1b) ⁣x=bx,\!\left(\tfrac{1}{b}\right)^{\!x} = b^{-x},

so the graph of y=(0.5)xy = (0{.}5)^{x} is the reflection of y=2xy = 2^{x} across the yy-axis. Studying b>1b > 1 alone covers 0<b<10 < b < 1 by reflection.

The Injectivity Property

Every exponential graph in the previous figure has the same structural feature: it is strictly monotonic. For b>1b > 1 it is strictly increasing; for 0<b<10 < b < 1 it is strictly decreasing. In either case, no horizontal line crosses the graph twice. Equivalently, an exponential function is one-to-one: distinct inputs produce distinct outputs.

Theorem 2 (Injectivity of bxb^{x})

For any positive number bb with b1b \neq 1, the equation

br=bsb^{r} = b^{s}

implies r=sr = s.

The result is the algebraic shadow of the geometric monotonicity. If b>1b > 1 and r<sr < s, then bs=brbsrb^{s} = b^{r} \cdot b^{s-r} with bsr>1b^{s-r} > 1, since the exponent srs - r is positive. Thus bs>brb^{s} > b^{r}, and the two values cannot coincide. The case 0<b<10 < b < 1 runs the same argument with the inequality flipped. The base b=1b = 1 is excluded precisely because 1r=1s=11^{r} = 1^{s} = 1 for every rr and ss; the only base that fails injectivity is the one we ruled out from the start.

Example 9 (Solving an exponential equation)

Find every xx for which 35x=273^{5x} = 27.

The right-hand side is a power of the same base: 27=3327 = 3^{3}. The equation becomes

35x=33.3^{5x} = 3^{3}.

By injectivity, the exponents must be equal:

5x=3,x=35.5x = 3, \qquad x = \tfrac{3}{5}.

The single root is forced. The structure of exponential functions reduces an equation in the exponent to a linear equation in xx.

Example 10 (When the bases differ on first inspection)

Find every xx for which 4x+1= ⁣(18) ⁣x24^{x + 1} = \!\left(\tfrac{1}{8}\right)^{\!x - 2}.

Neither side is in a common base immediately, but both 44 and 18\tfrac{1}{8} are powers of 22:

4=22,18=23.4 = 2^{2}, \qquad \tfrac{1}{8} = 2^{-3}.

Apply law (iv) to each side:

(22)x+1=(23)x2,22(x+1)=23(x2).(2^{2})^{x + 1} = (2^{-3})^{x - 2}, \qquad 2^{2(x+1)} = 2^{-3(x-2)}.

By injectivity,

2(x+1)=3(x2),2(x + 1) = -3(x - 2),2x+2=3x+6,2x + 2 = -3x + 6,5x=4,x=45.5x = 4, \qquad x = \tfrac{4}{5}.

The conversion to a common base via law (iv) is the only non-trivial content; injectivity then leaves a linear equation.

Example 11 (A quadratic equation in disguise)

Find every xx for which 9x43x+3=09^{x} - 4 \cdot 3^{x} + 3 = 0.

The expression is a polynomial in 3x3^{x}, not in xx itself: by law (iv), 9x=(32)x=(3x)29^{x} = (3^{2})^{x} = (3^{x})^{2}. Set u=3xu = 3^{x}. The equation becomes

u24u+3=0.u^{2} - 4 u + 3 = 0.

Factor: (u1)(u3)=0(u - 1)(u - 3) = 0, so u=1u = 1 or u=3u = 3. Translate each back through u=3xu = 3^{x}:

  • 3x=1=303^{x} = 1 = 3^{0}, so x=0x = 0 by injectivity.
  • 3x=3=313^{x} = 3 = 3^{1}, so x=1x = 1 by injectivity.

Both roots check in the original equation: 90430+3=14+3=09^{0} - 4 \cdot 3^{0} + 3 = 1 - 4 + 3 = 0, and 91431+3=912+3=09^{1} - 4 \cdot 3^{1} + 3 = 9 - 12 + 3 = 0.

The substitution u=3xu = 3^{x} is the useful move. Whenever an equation contains 9x9^{x}, 3x3^{x}, and constants, one substitution turns it into a polynomial equation in uu. Any root of that polynomial that lies in u>0u > 0 corresponds, by injectivity, to a single xx.

Remark

The substitution u=3xu = 3^{x} in the example above is admissible only because 3x>03^{x} > 0 for every real xx. Roots of the polynomial in uu that fall in u0u \leq 0 correspond to no real xx. If the polynomial above had been u2+4u+3=(u+1)(u+3)u^{2} + 4u + 3 = (u + 1)(u + 3), both roots u=1u = -1 and u=3u = -3 would have been spurious, and the original exponential equation would have no real solution. Always check the sign of every polynomial root before translating back.

Problem 7

Solve each equation for xx, using the injectivity property and the laws of exponents as needed.

  1. 5x+2=1255^{x + 2} = 125.
  2. 23x1=16x2^{3x - 1} = 16^{x}.
  3. 9x=27x29^{x} = 27^{x - 2}.
  4.  ⁣(14) ⁣x=8x+5\!\left(\tfrac{1}{4}\right)^{\!x} = 8^{x + 5}.
Problem 8

Solve each quadratic-in-disguise equation by an appropriate substitution. Discard any root of the substituted equation that does not correspond to a real xx.

  1. 4x52x+4=04^{x} - 5 \cdot 2^{x} + 4 = 0.
  2. 25x65x+5=025^{x} - 6 \cdot 5^{x} + 5 = 0.
  3. 9x+3x+1=49^{x} + 3^{x + 1} = 4. (Hint: the term 3x+1=33x3^{x + 1} = 3 \cdot 3^{x}.)
Problem 9

A British investor’s account balance is B(t)=1000(1.15)tB(t) = 1000 \cdot (1{.}15)^{t} pounds after tt years. Suppose a quarterly growth factor is chosen to be exactly (1.15)1/4(1{.}15)^{1/4}. After how many years does the balance reach

1000(1.15)10((1.15)1/4)81000 \cdot (1{.}15)^{10} \cdot \bigl((1{.}15)^{1/4}\bigr)^{8}

pounds? Use the laws of exponents to convert the right-hand side into the form 1000(1.15)T1000 \cdot (1{.}15)^{T} and solve for TT by injectivity.

Reading the Slope

A single qualitative observation about the graphs of bxb^{x} ties the algebra above back to the proportionality f=kff' = k\,f that opened this half of the recitation.

For every b>1b > 1, the graph of y=bxy = b^{x} is concave up everywhere. Reading from left to right, the slope is small and positive on the far left, becomes moderate near x=0x = 0, and grows on the far right. Lesson 5 will make the following preview precise: the slope at x=1x = -1 is 1/b1/b times the slope at x=0x = 0, the slope at x=1x = 1 is bb times the slope at x=0x = 0, and so on. The slope at every xx is a constant multiple of the slope at 00, with the constant equal to bxb^{x} itself.

The proportionality f=kff' = k \, f is the formula this preview is pointing toward. The constant kk is whatever the slope of bxb^{x} happens to be at x=0x = 0, and Lesson 5 turns that observation into a derivative formula.

Three tangent lines drawn on the graph of y equals 2 to the x at x equals minus one, x equals zero, and x equals one. The middle tangent is labelled with slope m, while the other two are labelled with the Lesson 5 preview pattern m over 2 and 2m.

Three tangent lines, drawn at x=1x = -1, x=0x = 0, and x=1x = 1 on the graph of y=2xy = 2^{x}, have slopes

m2,m,2m,\frac{m}{2}, \qquad m, \qquad 2 m,

where mm is the slope at x=0x = 0. The middle slope is the lone unknown. Once it is named, every other slope is read off as m2xm \cdot 2^{x} in the Lesson 5 formula.

Exercises

Exercise 1

Differentiate y=(x2+1)4(2x3)5y = (x^{2} + 1)^{4}(2x - 3)^{5} using the product rule and the general power rule. Factor the answer over the integers. Identify every xx for which y=0y' = 0.

Exercise 2

For the curve x23xy+y2=11x^{2} - 3xy + y^{2} = 11:

  1. Use implicit differentiation to find dydx\dfrac{dy}{dx} as a function of xx and yy.
  2. Show that the point (2,1)(2, -1) lies on the curve, and compute the tangent slope there.
  3. Find the equation of the tangent line at (2,1)(2, -1) in the form y=mx+by = mx + b.
Exercise 3

Differentiate

f(x)=x2+1x21f(x) = \sqrt{\frac{x^{2} + 1}{x^{2} - 1}}

on the domain x>1|x| > 1 by writing ff as a power and combining the general power rule with the quotient rule. Express the answer with no negative exponents and identify any xx at which f(x)=0f'(x) = 0.

Exercise 4

A spherical balloon’s radius is increasing at drdt=0.3\dfrac{dr}{dt} = 0{.}3 centimeters per second. Air is being pumped in at a rate dVdt\dfrac{dV}{dt} that is not constant; it increases as the balloon grows. Find dVdt\dfrac{dV}{dt} at the moment r=5r = 5 cm. Then explain why a constant rate of radial growth requires a non-constant rate of volume supply, citing the chain rule.

Exercise 5

A 13-foot ladder leans against a vertical wall. The bottom slips away from the wall at 0.50{.}5 feet per second.

  1. Find the rate at which the top of the ladder is sliding down the wall when the bottom is 55 feet from the wall.
  2. The area of the triangle enclosed by the ladder, the wall, and the ground is A=12xyA = \tfrac{1}{2}xy. Find dAdt\dfrac{dA}{dt} at the same instant.
  3. At what value of xx is the area AA momentarily constant, meaning dAdt=0\dfrac{dA}{dt} = 0? Interpret in plain English.
Exercise 6

For the demand curve p2+2pq+2q2=250p^{2} + 2pq + 2q^{2} = 250, where pp is unit price (pounds) and qq is quantity sold (thousand units per week):

  1. Use implicit differentiation to find dqdp\dfrac{dq}{dp} in terms of pp and qq.
  2. The point (p,q)=(10,5)(p, q) = (10, 5) lies on the curve. Compute dqdp\dfrac{dq}{dp} there and state, in plain English, what the answer says about price sensitivity.
  3. The total weekly revenue is R=pqR = pq. Use the product rule on R(t)=p(t)q(t)R(t) = p(t) q(t) to find dRdt\dfrac{dR}{dt} at the instant (p,q)=(10,5)(p, q) = (10, 5) and dpdt=0.2\dfrac{dp}{dt} = 0{.}2 pounds per week.
Exercise 7

Show that for any differentiable curve F(x,y)=0F(x, y) = 0 implicitly defining yy as a function of xx near a point (a,b)(a, b) with dydx(a,b)=m\dfrac{dy}{dx}\big|_{(a, b)} = m, the normal line at (a,b)(a, b), meaning the line through (a,b)(a, b) perpendicular to the tangent, has equation

yb=1m(xa)y - b = -\frac{1}{m}(x - a)

when m0m \neq 0, and x=ax = a when m=0m = 0. Apply this to the circle x2+y2=25x^{2} + y^{2} = 25 at the point (3,4)(3, 4) to find both the tangent line and the normal line, and verify that the normal line passes through the origin.

Exercise 8

Write each expression as a single exponential of the form 2kx+c2^{kx + c} or 3kx+c3^{kx + c} for suitable constants kk and cc.

  1. 4x+18x24^{x + 1} \cdot 8^{x - 2}.
  2. 27x9x1\dfrac{27^{x}}{9^{x - 1}}.
  3.  ⁣(2x4x+1)1/2\!\left(2^{x} \cdot 4^{x + 1}\right)^{1/2}.
Exercise 9

Solve each exponential equation for xx. State whether each step uses a law of exponents (and which one) or the injectivity property.

  1. 2x2=16x2^{x^{2}} = 16^{x}.
  2. 3x+1+3x=363^{x + 1} + 3^{x} = 36.
  3. 52x265x+25=05^{2x} - 26 \cdot 5^{x} + 25 = 0.
Exercise 10

A pile of 14C^{14}\mathrm{C} has half-life T=5730T = 5730 years. The mass remaining after tt years is M(t)=M0(0.5)t/TM(t) = M_{0} \cdot (0{.}5)^{t / T}.

  1. Use the laws of exponents to show that M(t+T)=12M(t)M(t + T) = \tfrac{1}{2} M(t) for every tt.
  2. Express M(t)M(t) in the form M02t/TM_{0} \cdot 2^{-t/T} using law (ii).
  3. Find the value of tt at which exactly 18\tfrac{1}{8} of the original mass remains, by setting up an equation in the form 2t/T=2k2^{-t/T} = 2^{-k} and applying injectivity.
Exercise 11

The graph of y=bxy = b^{x} passes through (0,1)(0, 1) for every admissible bb. Determine the unique base b>0b > 0 for which the graph also passes through (2,9)(2, 9). Then use that bb to compute the value of the function at x=1/2x = 1/2 and at x=3x = -3.

Exercise 12

Show, using the laws of exponents alone, that for every positive bb with b1b \neq 1 and every real xx,

bxbx=1.b^{x} \cdot b^{-x} = 1.

Conclude that bxb^{x} and bxb^{-x} are reciprocals. Use this to prove that the graph of y=bxy = b^{x} never crosses the xx-axis, without appealing to the definition of bxb^{x} for irrational xx.