Introductory university-level calculus, linear algebra, abstract algebra, probability, statistics, and stochastic processes.
Fourier series and the heat equation
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Joseph Fourier introduced the Fourier series to solve the heat equation in the 1810s. In this post, we show how the Fourier transform arises naturally in a simplified version of the heat equation.
Suppose we have the unit circle made of a metal wire. Pick an arbitrary point on the circle. Any point on the circle is identified by the distance from to along the circle in the counter-clockwise direction (i.e., is the angle of the section between and in radian). Let represent the temperature at position and time . The temperature distribution at is given by . Assuming no radiation of heat out of the metal wire, for and is determined by the following partial differential equation (PDE) called the heat equation:
and the initial condition
where is the heat capacity per unit length and is the thermal conductivity via cross-section.
Naturally, the functions and have the period of in . This condition of periodicity (periodic boundary condition, PBC) is given either by one equation
or by two equations
For simplicity, we set . This is possible by scaling the physical units appropriately. Then the heat equation is
This partial differential equation can be readily solved by using the method of separation of variables. Special solutions are given by
where is a constant. Let's see that these are indeed solutions.
and
Thus, we indeed have
so that is a solution of the heat equation (eq:heat1). is similarly shown to be a solution.
In particular, if is an integer, then these solutions satisfy the periodic boundary condition. For example,
Thus, the general solution is given by a linear combination of these functions:
The unknown coefficients and can be determined so that the initial condition (eq:finit) is satisfied:
Thus, the problem of finding the function is reduced to the problem of finding the Fourier expansion of .
Defining the birth process Consider a colony of bacteria that never dies. We study the following process known as the birth process , also known as the Yule process . The colony starts with cells at time . Assume that the probability that any individual cell divides in the time interval is proportional to for small . Further assume that each cell division is independent of others. Let be the birth rate. The probability of a cell division for a population of cells during is . We assume that the probability that two or more births take place in the time interval is . That is, it can be ignored. Consequently, the probability that no cell divides during is . Note that this process is an example of the Markov chain with states \({n_0}, {n_0 + 1}, {n_0 + 2}...
Generational growth Consider the following scenario (see the figure below): A single individual (cell, organism, etc.) produces descendants with probability , independently of other individuals. The probability of this reproduction, , is known. That individual produces no further descendants after the first (if any) reproduction. These descendants each produce further descendants at the next subsequent time with the same probabilities. This process carries on, creating successive generations. Figure 1. An example of the branching process. Let be the random variable representing the population size (number of individuals) of generation . In the above figure, we have , , , , We shall assume as the initial condition. Ideally, our goal would be to find how the population size grows through generations, that is, to find the probability for e...
In mathematics, we must prove (almost) everything and the proofs must be done logically and rigorously. Therefore, we need some understanding of basic logic. Here, I will informally explain some rudimentary formal logic. Definitions (Proposition): A proposition is a statement that is either true or false. "True" and "false" are called the truth values, and are often denoted and . Here is an example. "Dr. Akira teaches at UBD." is a statement that is either true or false (we understand the existence of Dr. Akira and UBD), hence a proposition. The following statement is also a proposition, although we don't know if it's true or false (yet): Any even number greater than or equal to 4 is equal to a sum of two primes. See also: Goldbach's conjecture Next, we define several operations on propositions. Note that propositions combined with these operations are again propositions. (Conjunction, logical "and"): Let ...
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