Scaling Laws
March 31, 2016
While the
Ides of March, March 15th on the
Roman calendar and notoriously the day of the
assassination of Julius Caesar, might seem the most appropriate due date for
income tax filing, the later date is actually near the
Ides of April. The Ides of April, unlike that of March, is the 13th of the month, while
tax day is usually on the 15th.
We can't equate our dates with the dates on the Roman calendar, since the Roman calendar had just ten months. Those months were not lengthened to fill out the year; rather, these had a mix of 30 and 31 days, like our own, with the period outside those being ignored. It would be nice if we, too, could ignore the
winter days between December 31 and March 1. We decided, however, to create
January and
February to fill that span.
Months of the Roman Calendar |
Although I spend some time collecting my tax information during January, I don't really get interested in the process until
March; and, as March progresses, I start to get more concerned. Such
procrastination is common to most people, and it was recently quantified by
Tomasz Durakiewicz, a
program director in the
National Science Foundation
Division of Materials Research, in a recent letter in
Physics Today.[1]
Durakiewicz noticed that most
proposals are submitted right before
deadline. He
analyzed a
dataset of submissions for more than a thousand annual proposers, and he found that the data conform to a modified
hyperbolic function, as shown below. This
law that proposal submissions increase as an
inverse function of the remaining time is a
scaling law; that is, it's valid in this case no matter the length of the submission window.
One famous scaling law is the one about the size of
animal bones that
Galileo Galilei deduced in his
Two New Sciences (1638). In this book dealing with
mechanics and the
mechanical properties of materials, Galileo realized that a body's
volume increases at a much faster rate than its size, a principle known as the
square-cube law.
What this means is that a
King Kong could never be just an enlarged
ape, since its bones (the
load-carrying cross-section of which scaling as an
area) couldn't carry its
weight (which scales as the volume). An actual King Kong would be a big-boned, clumsy fellow, unlikely able to scale
buildings.
Scaling laws can give us useful information about
physical phenomena. Consider, for example, how the size of the
crater formed by an
explosion can give us information about the
energy released in the explosion. Since the volume of material ejected from a crater should be directly proportional to the explosive energy, it's easy to conclude that the
diameter of a crater scales as the
cube root of the energy.
It's possible to estimate the energy released in
meteor impacts through use of such a scaling law and some
calibrating experiments. The calibrating experiments are the craters left by
nuclear explosions of known energy. The
data for four
terrestrial craters are shown in the following
graph.
Kleiber's law states that an animal's
metabolic rate scales as the 3/4-
power of the animal's
mass. One argument in support of this law is that the
waste heat of
metabolism needs to be removed at the
interface between the animal and its
environment; that is, at its surface area. This argument is similar to that for Galileo's scaling law for animal bones. It also appears that larger animals live longer and they travel further.
Adrian Bejan, a professor of
mechanical engineering at
Duke University thinks that the idea that larger things travel farther applies also to all objects and
systems in
motion, such as
turbulent eddies in
water and
air, and rolling
stones.[4-5] Bejan has been considering these issues for about a
decade. One of his findings was that all animals should have roughly the same number of
breaths per lifetime.[5] His new studies demonstrate that rolling stones and eddies have the same number of
revolutions in their lifetimes.[5] Says Bejan,
"These three characteristics—life span, life travel and the constancy of the number of breaths or revolutions of bodies that move mass—unite the animal, the eddy and the rolling stone... Traditional camps believe that evolution is only biological and has already been explained to the hilt. I'm showing that evolution is actually based in physics and that it is simply design change over time. To the origin of life in non-living matter, abiogenesis, rolling stones and turbulence add the physics of evolution."[5]
Bejan's unconventional idea is that evolution is a concept that transcends whether a system is living or not. Anything that has a continuous change in a discernible direction over time can be described by the simple
physical law of
flow that any flowing system will trend toward an
architecture that allows for an easier flow. For
rivers, and for
vascular systems, the resultant architecture involves a few large channels feeding into smaller branches.[5]
Flow processes have been moving objects across the
surface of the Earth for
billions of years. Rolling stones, by becoming
rounder with time, are evolving to have less
friction so that they can travel further.[5] Some simple physics demonstrates that the time spent moving and the distance traveled by a rolling stone will increase with its mass. Likewise, larger turbulent eddies will have a longer lifetime and larger traveling distance.[5]
For massive bodies, these effects are small. For rolling bodies, the lifetime
t and travel
L increase only as the body mass
M raised to the 1/6 and 1/3 powers, respectively;[4] that is,
t ∝ M1/6
L ∝ M1/3
For turbulent eddies, the lifetime evolves as the eddy mass
M raised to the 2/3 power, while the travel increases as
M2/3 times the bulk speed of the turbulent
stream carrying the eddy.[4]
References:
- Tomasz Durakiewicz, "A universal law of procrastination," Physics Today, vol. 69, no. 2 (February, 2016), p. 11.
- King Kong, Merian C. Cooper and Ernest B. Schoedsack, Directors, 1933, on the Internet Movie Database.
- Impact Processes: Meteor Crater, Arizona, Keyah Math Project, Arizona State University.
- Adrian Bejan, "Rolling stones and turbulent eddies: why the bigger live longer and travel farther," Scientific Reports, no. 6, Article no. 21445 (February 17, 2016), doi:10.1038/srep21445. This is an open access article with a PDF file available here.
- Ken Kingery, "Rolling Stones, Turbulence Connect Evolution to Physics," Duke University Press Release, February 17, 2016.
- Constructal Theory Web Site.