Many things are governed by exponential relationships. The exponential relationships which we shall be dealing with are of the following form: x = a e b t {\displaystyle x=ae^{bt}} , where t is time, x is a variable, and a and b are constants. e is just a number, albeit a very special number. It is an irrational constant, like π. e is 2.71828182845904523536 to 20 decimal places. However, it is far easier just to find the e (or exp) button on your calculator. The inverse function of et is the natural logarithm, denoted ln t: ln t = log e t {\displaystyle \ln t=\log _{e}t} == Growth and Decay == When b is positive, an exponential function increases rapidly. This represents the growth of certain variables very well. When b is negative, an exponential function decreases, flattening out as it approaches the t axis. This represents the decay of certain variables. == Exponential Relationships in the Real World == An exponential relationship occurs when the rate of change of a variable depends on the value of the variable itself. You should memorise this definition, as well as understand it. Let us consider some examples: === Population Growth === Consider a Petri dish full of agar jelly (food for bacteria) with a few bacteria on it. These bacteria will reproduce, and so, as time goes by, the number of bacteria on the jelly will increase. However, each bacterium does not care about whether there are other bacteria around or not. It will continue making more bacteria at the same rate. Therefore, as the total number of bacteria increases, their rate of reproduction increases. This is an exponential relationship with a positive value of b. Of course, this model is flawed since, in reality, the bacteria will eventually have eaten all the agar jelly, and so the relationship will stop being exponential. === Emptying Tank === If you fill a large tank with water, and make a hole in the bottom, at first, the water will flow out very fast. However, as the tank empties, the pressure of the water will decrease, and so the rate of flow will decrease. The rate of change of the amount of water in the tank depends on the amount of water in the tank. This is an exponential relationship with a negative value of b - it is an exponential decay. === Cooling === A hot object cools down faster than a warm object. So, as an object cools, the rate at which temperature 'flows' out of it into its surroundings will decrease. Newton expressed this as an exponential relationship (known as Newton's Law of Cooling): T t = T e n v + ( T 0 − T e n v ) e − r t {\displaystyle T_{t}=T_{env}+(T_{0}-T_{env})e^{-rt}} , where Tt is the temperature at a time t, T0 is the temperature at t = 0, Tenv is the temperature of the environment around the cooling object, and r is a positive constant. Note that a here is equal to (T0 - Tenv) - but a is still a constant since T0 and Tenv are both constants. The '-' sign in front of the r shows us that this is an exponential decay - the temperature of the object is tending towards the temperature of the environment. The reason we add Tenv is merely a result of the fact that we do not want the temperature to decay to 0 (in whatever unit of temperature we happen to be using). Instead, we want it to decay towards the temperature of the environment. == Mathematical Derivation == We have already said that an exponential relationship occurs when the rate of change of a variable depends on the value of the variable itself. If we translate this into algebra, we get the following: d x d t = a x {\displaystyle {\frac {dx}{dt}}\ =ax} , where a is a constant. By separating the variables: d x = a x d t {\displaystyle dx=axdt} 1 x d x = a d t {\displaystyle {\frac {1}{x}}dx=adt} ∫ 1 x d x = ∫ a d t {\displaystyle \int {\frac {1}{x}}dx=\int adt} ln x = a t + c {\displaystyle \ln x=at+c} (where c is the constant of integration) x = e a t + c = e a t e c {\displaystyle x=e^{at+c}=e^{at}e^{c}} If we let b = ec (b is a constant, since ec is a constant): x = b e a t {\displaystyle x=be^{at}} == Questions == 1. Simplify Newton's Law of Cooling for the case when I place a warm object in a large tank of water which is on the point of freezing. Measure temperature in °C. 2. What will the temperature of an object at 40 °C be after 30 seconds? (Take r=10−3 s−1.) 3. A body is found in a library (as per Agatha Christie) at 8am. The temperature of the library is kept at a constant temperature of 20 °C for 10 minutes. During these 10 minutes, the body cools from 25 °C to 24 °C. The body temperature of a healthy human being is 36.8 °C. At what time was the person murdered? 4. Suppose for a moment that the number of pages on Wikibooks p can be modelled as an exponential relationship. Let the number of pages required on average to attract an editor be a, and the average number of new pages created by an editor each year be z. Derive an equation expressing p in terms of the time in years since Wikibooks was created t. 5. Wikibooks was created in mid-2003. How many pages should there have been 6 years later? (Take a = 20, z = 10 yr−1.) 6. The actual number of pages in Wikibooks in mid-2009 was 35,148. What are the problems with this model? What problems may develop, say, by 2103? Worked Solutions