Topic 5: Differentiation Lecture Notes: section 4 Jacques Text Book (edition 3): Chapter4 1 Recall measuring change in the case of a linear function: y = a + bx a = intercept b = slope i.e. the impact of a unit change in x on the level of y y y2 y1 b = x = x x 2 1 constant along a straight line y changes at a constant rate in response to changes in x 2 If the function is non-linear: e.g. if y = x2 40 Total Cost Curve: y=x2 y=x2 30 20 10 0 0 y x 1 = y2 y1 x2 x1 2 X3 4 5 6 gives slope of the line connecting 2 points (x1, y1) and (x2,y2) on a curve (2,4) to (4,16): slope = (16-4)/(4-2) = 6 (2,4) to (6,36): slope = (36-4)/(6-2) = 8 3 The slope of a curve is equal to the slope of the line (or tangent) that touches the curve at that point Total Cost Curve 40 35 30 y=x2 25 20 15 10 5 0 1 2 3 4 5 6 7 X - which is different for different values of x 4 y = x2 y+y = (x+x) 2 y+y =x2+2x.x+x2 y = x2+2x.x+x2 – y since y = x2 y = 2x.x+x2 y x = 2x+x The slope depends on x and x Differentiation: finds the derived function by letting change in x become arbitrarily small, i.e. letting x 0 y x = 2x in the limit, as x 0 dy y f ' x lim 2x dx x0 x 5 Rules for Differentiation (section 4.3) 1. The Constant Rule If y = c where c is a constant, dy 0 dx dy e.g. y = 10 then dx 0 2. The Linear Function Rule If y = a + bx dy b dx dy 6 e.g. y = 10 + 6x then dx 6 3. The Power Function Rule If y = axn, a & n are constants dy n.a.x n1 dx dy 0 4 x 4 i) y = 4x => dx ii) y = 4x 2 dy => dx 8 x dy 2 3 12x iii) y = 4x => dx dy 3 8 x iv) y = 4x => dx -2 7 4. The Sum-Difference Rule If y = f(x) g(x) dy d [ f ( x )] d [ g( x )] dx dx dx If y is the sum/difference of two or more functions of x: differentiate the 2 (or more) terms separately, then add/subtract (i) y = 2x2 + 3x then dy 4x 3 dx (ii) y = 4x2 - x3 - 4x then dy 8 x 3x 2 4 dx dy (iii) y = 5x + 4 then dx 5 8 5. The Product Rule If y = u.v where u and v are functions of x dy dv du Then dx u dx v dx i) y = (x+2)(ax2+bx) dy x 22ax b ax2 bx dx ii) y = (4x3-3x+2)(2x2+4x) dy 4 x 3 3 x 2 4 x 4 dx 2 x 2 4 x 12 x 2 3 9 6. The Quotient Rule If y = u/v where u and v are functions of x du dv v u dy dx dx Then dx v2 i) y = (x+2)/(x+4) dy dx x 4 x 2 x4 2 2 x 4 2 ii) y = (3x+2)/(x2+4) dy dx x2 4 3 3x 22 x x2 4 2 dy 3x 2 4 x 12 2 dx x2 4 10 7. The Chain Rule If y is a function of v, and v is a function of x, then y is a function of x and dy dy dv . dx dv dx i) y = (ax2 + bx)½ let v = (ax2 + bx) , so y = v½ dy 1 ax 2 bx dx 2 ii) .2ax b 1 2 y = (4x3 + 3x – 7 )4 let v = (4x3 + 3x – 7 ), so y = v4 3 dy 3 4 4 x 3x 7 . 12 x 2 3 dx 11 8. The Inverse Function Rule dy 1 If x = f(y) then dx dx dy The derivative of the inverse of the function x = f(y), is the inverse of the derivative of the function (i) x = 3y2 then dx 6y dy dy 1 so dx 6 y (ii) y = 4x3 then dy dx 1 2 12x so dy 12 x 2 dx - Differentiating functions using Rules 1 8, See Section 4 of course manual, questions 3, 4 and 10 12 Applications of the Basic Rules Calculating Marginal Functions d TR MR dQ d TC MC dQ Example 1 A firm faces the demand curve P=17-3Q (i) Find an expression for TR in terms of Q (ii) Find an expression for MR in terms of Q Solution: TR = P.Q = 17Q – 3Q2 d TR MR 17 6Q dQ 13 Example 2: If a firms Total Cost Curve is: TC = Q3 – 4Q2 + 12Q (i) Find an expression for AC in terms of Q (ii) Find an expression for MC in terms of Q (iii) When does AC=MC? (iv) When does the slope of AC=0? (v) Plot MC and AC curves and comment on the economic significance of their relationship (vi) Suppose now TC=Q3- 4Q2+12Q +10. Draw new curves and comment…. 14 1) Find the Average Cost AC = TC / Q = Q2 – 4Q + 12 2) Find the Marginal Cost d TC 2 dQ 3Q 8Q 12 3) When does AC = MC? Q2 – 4Q + 12 = 3Q2 – 8Q + 12 2Q2 – 4Q = 0 2Q = 4 Q =2 Thus, AC = MC curves when Q = 2 4) When does the slope of AC = 0? Differentiate AC = Q2 – 4Q + 12 to find slope…… d AC dQ 2Q 4 15 then set it equal to 0 2Q – 4 = 0 Q = 2 when slope AC = 0 (v) Economic Significance? MC curve cuts the AC curve at its minimum point…….(draw both curves) MC cuts AC curve at minimum point… (vi) What happens if we introduce Fixed costs to the TC function? TC=Q3- 4Q2+12Q +10 no impact on the MC function, shift up AC function by FC/q 16 Example 3: ELASTICITY Price Elasticity of Demand: ed = proportional change in demand proportional change in price = Q P / Q P Q P = P . Q To calculate the point elasticity of demand then, ed = dQ P . dP Q e.g. Find ed of the function Q = aP-b ed = baP b1 . P aP b baP b P = P . aP b b 17 Inelastic demand: if ed < 1 Unit elastic demand: if ed = 1 Elastic demand: if ed > 1 18 9. Differentiating Exponential Functions (Course Manual, parts of Topic 6.1) Aside: The exponential function: y = exp(x) = ex Features of y = ex non-linear always positive as x get y and slope of graph exponential function can be differentiated Rule 9: dy x e If y = e then dx where e = 2.71828…. x More generally, dy rx rx rAe ry If y = Ae then dx 19 Examples: 2x 1) y = e dy then dx = 2e2x using above rule 2) y = e-7x dy then dx = -7e-7x 20 .Differentiating Natural Logs (Course Manual, Topic 6.2) Thus, if y = ex then x = loge y = ln y Logs to the base e are natural logs Differentiating Natural Logs dy ex dx If y = e then From The Inverse Function Rule x = y dx 1 y = e dy y x Now, if y = ex this is equivalent to writing x = loge y = ln y dx 1 dy y Thus, x = ln y 21 Rule 9: Differentiating Natural Logs dy 1 if y = loge x = ln x dx x NOTE: the derivative of a natural log function does not depend on the co-efficient of x Thus, if y = ln mx dy 1 dx x Proof if y = ln mx m>0 Rules of Logs y = ln m+ ln x Differentiating (Sum-Difference rule) dy 1 1 0 dx x x 22 Examples: 1) y = ln 5x (x>0) dy 1 dx x 2) y = ln(x2+2x+1) let v = (x2+2x+1) so y = ln v dy dy dv Chain Rule: dx dv . dx dy 1 2 .2 x 2 dx x 2 x 1 dy 2 x 2 2 dx x 2x 1 3) y = x4lnx Product Rule: dy 4 1 x ln x.4 x3 dx x 3 = x3 4 x3 ln x = x 1 4 ln x 23 4) y = ln(x3(x+2)4) Simplify first using rules of logs y = lnx3 + ln(x+2)4 y = 3lnx + 4ln(x+2) dy 3 4 dx x x 2 Note: - Differentiating exponential and log functions using Rules 9 and 10, See Section 6 of course manual, questions 3 and 4** 24 Example 1 If the Demand equation is given by P = 200 – 40ln(Q+1) Calculate the price elasticity of demand when Q = 20 Solution Price elasticity of demand: ed = dQ P . dP Q <0 dP P is expressed in terms of Q, so find dQ dP 40 dQ Q 1 Inverse rule of differentiation dQ 1 dP dP dQ 25 Thus, dQ Q 1 dP 40 Hence, ed = Q 1 P . 40 Q <0 The price elasticity of demand when Q is 20 is therefore computed as 21 78.22 . 40 20 = -2.05 where P = 200 – 40ln(20+1) = 78.22 26 Natural Logs in Applied Examples (see section 6.2 in Manual) Useful in considering proportional changes in variables…. The derivative of log(f(x)) f’(x) / f(x), or the proportional change in the variable x i.e. y = f(x), then the proportional x dy 1 d (ln y ) = dx . y = dx dy 1 1) Show that if y = x, then dx . y x and this derivative of ln(y) with respect to x. 27 Solution: dy 1 1 . .x 1 dx y y 1 x y . x 1 y y . . x x Now ln y = ln x Re-writing ln y = lnx d (ln y ) 1 . dx x x Differentiating the ln y with respect to x gives the proportional change in x. 28 Example : If Price level at time t is P(t) = a+bt+ct2 The inflation rate at t is 1 dP( t ) b 2ct . P( t ) dt a bt ct 2 This is equivalent to differentiating the log of P(t) wrt t directly lnP(t) = ln(a+bt+ct2) where v = (a+bt+ct2) so lnP = ln v Using chain rule, dP dP dv . dt dv dt d ln P( t ) b 2ct 2 dt a bt ct 29