Dimensional Analysis
Prerequisites: Units.
- Concrete Street-fighting Mathematics
- Abstract Dimensional Analysis in field theory
Intuitive
Every measured quantity comes with a kind: a length, a time, a mass, or some combination such as a speed (length per time). Dimensional analysis uses the simple fact that a correct equation must compare quantities of the same kind. A length can equal another length, never a time. Nature does not care whether we measure in metres or in feet, so a law of physics cannot depend on that choice.
This rule is strong enough to guess answers before doing any real calculation. Take a pendulum. Its period could depend on the length of the string, the mass of the bob and the strength of gravity. The period is a time. Gravity's strength is an acceleration, length per time squared. The only way to build a time from a length and an acceleration is to divide the length by the acceleration and take the square root. The mass cannot enter at all, since nothing else carries a unit of mass that could cancel it. So the period must be some number times the square root of length over gravity. A full calculation gives the number (two pi for small swings), but the dependence on length and gravity is already fixed.
Dimensional analysis also works as a check. If a long calculation ends with a speed equal to an energy, there is a mistake somewhere. In this way it is one of the first tools a physicist uses on any new problem.
Concrete
Recommended Resources:
- A brilliant discussion with many great examples can be found in chapter 1 of Mahajan's book "Street-fighting Mathematics".
- Dimensional analysis for animals | High Energy PhDs
- Dimensional Explanations by Marc Lange
Dimensional Analysis in Quantum Field Theory:
see http://math.ucr.edu/home/baez/renormalizability.html for how dimensional analysis is used in quantum field theory and also:
Looking at the Lagrangian density in (1), we can easily work out what the units of the constant e, , G, etc., are. All terms in the Lagrangian density must have units [mass], because length and time have units of inverse mass and the Lagrangian density integrated over spacetime must have no units. From the term, we see that the electron field must have units [mass], because . The derivative operator (the rate of change operator) has units of [mass], and so the photon field also has units [mass]. Now we can work out what the units of the coupling constants are. As I said before, the electric charge turns out to be a pure number, to have no units. But then as you add more and more powers of fields, more and more derivatives, you are adding more and more quantities that have units of positive powers of mass, and since the Lagrangian density has to have fixed units of [mass], therefore the mass dimensions of the associated coupling constants must get lower and lower, until eventually you come to constants like and G which have negative units of mass. (Specifically, has the units of [mass], while G has the units [mass].) Such terms in (1) would completely spoil the agreement between theory and experiment for the magnetic moment of the electron, so experimentally we can say that they are not there to a fantastic order of precision, and for many years it seems that this could be explained by saying that such terms must be excluded because they would give infinite results, as in (4).
Of course, that is exactly what we are looking for: a theoretical framework based on quantum mechanics, and a few symmetry principles, in which the specific dynamical principle, the Lagrangian, is only mathematically consistent if it takes one particular form. At the end of the day, we want to have the feeling that "it could not have been any other way".
Towards the final laws of physics by Steven Weinberg
Examples
Speed of an apple after being dropped from some height h
Our task is to calculate the speed of an apple right before it hits the ground, after being dropped from some height . The relevant quantities are the height with units [meters] and the gravitational acceleration with units [meters/seconds].
We search for a velocity, which has units [meters/seconds]. Hence, the solutions must be proportional to , because this is the only possible combination with units [meters/seconds]. The full correct solution is indeed .
This example is from page 4 of Mahajan's "Street-fighting Mathematics" book.
Frequency of a pendulum
We want to understand the behavior of pendulums. […] [W]e would like to understand why the following relation generally holds for the periods, , of pendulums exhibiting small oscillations:
(Here "l" denotes the length of the rod and "g" is the acceleration due to gravity.)
One usually obtains this equation by solving a differential equation for the pendulum system. The argument can be found near the beginning of just about every elementary text on classical mechanics. In one sense this is an entirely satisfactory account. We have a theory—a well-confirmed theory at that— which through its equations tells us that the relevant features for the behavior of pendulum systems are the gravitational acceleration and the length of the bob. In a moment, we will see how it is possible to derive this relationship without any appeal to the differential equations of motion.
[…]
[S]uppose we are in a state of knowledge where we believe or can make an educated guess that the period of the pendulum's swing depends only on the mass of the bob, the length of the pendulum, and the gravitational acceleration. In other words, we know something about classical mechanics—for instance, we have progressed beyond having to worry about color as a possible variable to be considered.
We have a set of objects that represent units of length, mass, and time. These are standards everyone agrees upon—one gram, for instance, is 1/1000 of the mass of a special standard mass in a vault in the Bureau of Weights and Measures in Paris. Given these standards we will have a system of units for length, mass, and time (where L is the dimension of length, M is the dimension of mass, and T is the dimension of time). For our pendulum problem we have guessed that only the length / of the pendulum, its mass m, and the gravitational acceleration g should be relevant to its period . Note that , , and are numbers holding for a particular choice of a system of units of measurement (e.g., centimeters, grams, and seconds). But in some sense that choice is arbitrary. Dimensional analysis exploits this fundamental fact—namely, that the physics should be invariant across a change of fundamental units of measurement. The dimensions for the quantities involved in our problem are the following:
Now, consider the quantity . If the unit of length is decreased by a factor of , and the unit of time is decreased by a factor of , then the numerical value of length in the numerator increases by a factor of and the numerical value of acceleration in the denominator increases by a factor . This implies that the value of the ratio increases by a factor of . Hence, the numerical value of increases by a factor of . Since the numerical value for the period, , would also increase by a factor of under this scenario (decreasing the unit of time by a factor of ), we know the quantity
remains invariant under a change in the fundamental units. This quantity is dimensionless. In the jargon of dimensional analysis, we have "nondimensionalized" the problem.
In principle, depends (just like under our guess) upon the quantities , , and : . If we decrease the unit of mass by some factor c, of course, the numerical value for mass will increase by that same factor c. But, in so doing, neither nor nor will change in value. In particular, is independent of . What happens to if we decrease the unit of length by some factor a leaving the unit of time unchanged? While the value for length will increase by a factor of , the quantity , as it is dimensionless, remains unchanged. Hence, is independent of . Finally, what happens to if we decrease the unit of time by a factor of while leaving the unit of length invariant. We have seen that this results in the numerical value for acceleration increasing by a factor of . However, and , and remain unchanged
This establishes the fact that is independent of all of its parameters. This is possible only if is a constant:
Hence
which, apart from a constant, just is equation (2.1). The constant in (2.4) can be easily determined by a single measurement of the period of oscillation of a simple pendulum. This is indeed a remarkable result. To quote Barenblatt: "[I]t would seem that we have succeeded in obtaining an answer to an interesting problem from nothing—or, more precisely, only from a list of the quantities on which the period of oscillation of the pendulum is expected to depend, and a comparison (analysis) of their dimensions" (Barenblatt, 1996, p. 5). No details whatsoever about the nature of individual pendulums, what they are made of, and so on, played any role in obtaining the solution.
page 14ff in "The Devil in the Details" by Batterman
Gaussian integral
Dimensional analysis is not only important in physics, but can be used in pure mathematics, too. Let's consider a general Gaussian integral
No quantity here has units, because it's a pure math problem. However we are free, of course, to assign some as we wish.
First, we need to note that the argument of the exponential function is not allowed to have any units. This is necessary, because we can write the exponential function as a series (Taylor series): . Thus, if had units, we would have to add objects with different units, which doesn't make sense. (Say had units , then had units etc.)
With this in mind, we now assign dimensions to the quantities that appear in our integral. This is only a tool to analyse the integral and there is no physical meaning whatsoever involved here. You can assign any units that you want, as long as the argument of the exponential function has no units. A convenient choice for the units of is . Then mus have units , because then the exponent has no units.
Then has no units. What about the rest of our expression? Well has no units, and is simply a little bit of and hence has the same units as . Therefore our solution on the right-hand side must have units .
We integrate over and therefore, is not allowed to appear in the solution. Thus, we know immediately that our solution must be proportional to , because has units and therefore has units as needed. Therefore:
We can find the missing constant, by considering a simple case like . This well known integral is
Our reasoning using dimensional analysis is of course valid for all values of and thus also for . Thus, we can conclude that the full solution is
This example is from page 8 of Mahajan's "Street-fighting Mathematics" book.
(Take note that integrals are not always giving an area as a result. This really depends on the function that appears in the integral . If has units , we get indeed an area: . But if has no units, as in the example above, we don't get an area as a result.)
- No-Nonsense Quantum Field Theory by Jakob Schwichtenberg, section "Dimensional Analysis"
Abstract
Fix a set of base dimensions, for example . The dimensions of physical quantities form a free abelian group under multiplication, with elements ; allowing rational exponents one works with the vector space . A change of units is an element of the group , which multiplies the numerical value of a quantity of dimension by (lengths measured in a unit times larger get numerical values times smaller). Dimensionless quantities are the invariants of this action. A physical law must be dimensionally homogeneous, which means the set of solutions of the law is invariant under .
Buckingham theorem. Let be quantities with dimensions , where is the dimension matrix of rank . A monomial is dimensionless exactly when , so the dimensionless monomials correspond to the kernel of , which by rank-nullity has dimension . Choose a basis . Then every dimensionally homogeneous relation is equivalent to a relation between dimensionless groups. For the pendulum, gives , , one group , so is a constant and , as in the Concrete layer.
Mass dimension in field theory. With the group collapses to , and every quantity has a mass dimension with . In spacetime dimensions the action is dimensionless, so . From the kinetic term a scalar field has , and a coupling in front of then has
In this gives and . Couplings with negative mass dimension are non-renormalizable by power counting, since the superficial degree of divergence of diagrams grows with the number of such vertices. This is the use of dimensional analysis in renormalization and effective field theory: operators of dimension appear suppressed by , where is the scale of new physics.
Recommended Resources:
- Dimensional Analysis in field theory by P.M Stevenson
Why is it interesting?
Dimensional analysis is an extremely powerful tool that allows us to derive the solution for many complicated systems or equations, without doing any actual calculations.
For example, complicated Gaussian integrals can be "calculated" using dimensional analysis, up to some constant, using solely dimensional analysis. Another example, is the speed of an apple at the ground after being dropped from some height, or the frequency of a pendulum. For more details, see the "Examples" tab.
In addition, dimensional analysis is one of the most important tools in quantum field theory.
Leads to: Planck Length.