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The Power Function Studies of stream length and drainage basins determined an empirical relationship : L = 1.4 A 0.6 where L is stream length and A is.

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Presentation on theme: "The Power Function Studies of stream length and drainage basins determined an empirical relationship : L = 1.4 A 0.6 where L is stream length and A is."— Presentation transcript:

1 The Power Function Studies of stream length and drainage basins determined an empirical relationship : L = 1.4 A 0.6 where L is stream length and A is drainage basin area. (Hack, 1957)

2 The Power Function In our lab exercise on sinking forams, you derived the equation for Stokes settling velocity, V stokes = (  g/18  d 2 Stokes derived this equation from consideration of the driving forces and resisting forces for sinking foraminifera.

3 The Power Function Both the empirically defined Hack equation and the analytically derived Law for Stokes velocity are examples of power functions. A power function is written in general form by y = ax b.

4 The Power Function In the case of Hack's Law, y = L x = A b = 0.6 (a = 1.4) L = 1.4 A 0.6 y = ax b

5 The Power Function In the case of Stokes velocity, y = V stokes x = d b = 2 (a =  g/18  ) y = ax b V stokes = (  g/18  d 2

6 The Power Function y = ax b What is interesting about this equation is what happens when you apply logarithms. How would you do it ? log y = log a + b*log x Does this equation remind you of anything ?

7 Logarithm of a Power Function log y = log a + b*log x This may be similar to the equation for a straight line where y = b + m*x b = 3 m = 1 y = 3 + 1*x y = 3 + x What kind of scale would we need to plot the logarithmic equation to simulate a linear equation ? (at the x intercept when x = 0, y = 3)

8 Logarithm of a Power Function log y = log a + b*log x If a and x are a set of measurements and y is a column of results and we take the log of each of these numbers Then plot these log values on normal graph paper... We see a straight line. With b as the slope. The x intercept (log x = 0) occurs at log a x y

9 Logarithm of a Power Function log y = log a + b*log x If we plot x against y on log-log paper, We also see a straight line Again, b is the slope The line crosses x = 1 Where y = a x y

10 Power Functions in Geology Log - log plots are common in geology As a result, power functions often arise in geology C = C o F (D-1) As crystals settle out of a magma element concentrations, C, in the remaining liquid change according to this equation. Where Co is initial concentration, F is the fraction of liquid remaining, and D is the distribution coefficient. Linear plot of C = C o F (D-1)

11 Power Functions in Geology Log - log plots are common in geology As a result, power functions often arise in geology C = C o F (D-1) log-log plot log C = log C o + (D-1) log F

12 Power Functions in Geology Stream length (y) and drainage-basin area (x) are measured and listed in the table above. The logs of each measurement are listed in column 4 and 5 If we plot columns 4 and 5 and try to “fit” a line to the data Constant = 0.148761, and slope is 0.53687

13 Power Functions in Geology Constant = 0.148761, and slope is 0.53687 How can we write this in a linear style equation with logs ? log y = 0.148761 + 0.53687 log x

14 Power Functions in Geology log y = 0.148761 + 0.53687 log x Plot columns x and y (squares) Test theory, but plotting the line for the log eqn above. Pretty good fit!

15 Power Functions in Geology log y = 0.148761 + 0.53687 log x Remember that if we take the “antilog” of both sides We get y = 10 0.148761 x 0.53687 Simplifying, y = 1.41 x 0.54

16 Power Functions on a Linear Scale y = 1.41 x 0.54 Data in a power function plotted on a linear-linear scale The curve continues to increase But it increases at an ever decreasing slope

17 Power Functions on a Linear Scale y = 1.41 x 0.54 To understand the “slopes” of a function, take it's derivative dy = 0.76 x -0.46 dx The exponent, b is < 1 (negative) This says the slope will decrease, as x progresses rise run =

18 Power Functions on a Linear Scale Taking the derivative in general dy = (a) x b-1 dx If the exponent, b is > 1 (positive) Then the slope will increase, as x progresses What if b = 1 ? Then what ?

19 Power Functions on a Linear Scale y = 1.41 x 0.54 To Summarize: For y = ax b-1 Plots will be convex- upward if b < 1 (negative exp) Plots will be convex -downward if b > 1 (positive exp) Plots will be a straight line if b = 1.

20 Power Functions and Exponential Functions It is easy to confuse power fns with exponential fns We've already looked at exponential functions But we have not studied power functions until today. y = x b y = b x Exponential functions produce a straight line when plotted on a linear-log scale. Where as power functions produce a straight line when plotted on a log-log scale

21 Power Functions and Exponential Functions y = x b In a power function, for every increase in x by some factor y increases by some other factor In an exponential function, for every increase in x by some factor y may increase by an order of magnitude (assuming b is a whole number) This is where the concept of a half-life comes from. y = b x

22 Studies of stream length and drainage basins determined an empirical relationship : L = 1.4 A 0.54 where L is stream length and A is drainage basin area. (Hack, 1957) Back to Drainage Basins and Hack's Law The exponential “b” value here has been debated.

23 L = 1.4 A 0.6 Back to Drainage Basins and Hack's Law Some say that if b > 0.5 Then the length/area relationship implies that large basins are more elongated.

24 L = 1.4 A 0.54 Shape of Drainage Basins Understanding length/area ratio If A = wL Then, L = 1.4 (wL) 0.54 Simplifying.... w/L = 0.53L -0.15 w L Notice that the exponent is negative. How will w/L change as you go downstream (increasing L) ?

25 Shape of Drainage Basins Put L on one side: w/L = 0.53L -0.15 w = 0.53 L 0.85 Will a plot of L versus w be convex up or down ? w L


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