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There are many interesting applications of the Nomothetic Theorem. But before we discuss some of the ways to apply the theory, let's consider how the theory relates to the existing body of commonly accepted knowledge. I have already talked about Newton's first law of motion that describes the state of stability (uniform motion) that is the natural state of all objects unless acted upon by a force. This is also the state of stability that all objects seek to return to after they are subject to an outside force Complex systems are no different than an isolated object. As soon as all outside forces are removed from a system, the internal forces go through a period of redistribution, seeking equilibrium, which ultimately causes the system to evolve toward a natural state of stability similar to that which Newton describes for single objects. (Remember, simple objects of the kind Newton thought about are actually complex systems of atoms and molecules.)
The second law of thermodynamics provides a more direct example of the Theory of Stability at work in complex systems. As you recall, the Theory of Stability was derived from the statement that energy seeks to cure an imbalance as it moves in the direction of increasing entropy. The second law of thermodynamics tells us that temperature differentials will tend to diffuse and neutralize until a state of maximum equilibrium is attained for a system. The law says, in an isolated system, entropy cannot decrease. Therefore, the degree of equilibrium increases as entropy increases and the state of greatest equilibrium corresponds to the state of greatest entropy. In other words, the second law says equilibrium is the preferred or most stable state of a thermodynamic system.
Because most complex systems are dynamic for a period of time, even after they are isolated, the Nomothetic Theorem is interested not just in the end result, but in the process. That is to say, it is useful not only to know what equilibrium point a system is evolving toward, but also why, and how it is going to get there.
Another example of the Theory of Stability can be found in Pascal's Law. Blaise Pascal was a French mathematician who arrived at the following conclusion in 1647. The pressure applied to an enclosed fluid is transmitted equally in all directions. And the force exerted on any particle within the fluid is the same in all directions. (If the forces were unequal, the particle would move in the direction of the net force until all forces come into balance.) From this we can see that the pressure exerted against the interior walls of any vessel is always equal, and perpendicular to the wall at every point. This is exactly the same conclusion you would arrive at with the Nomothetic Theorem, only stated slightly differently. The Nomothetic Theorem would say all forces in a complex fluid system will eventually net out to a maximum level of stability. The Nomothetic Theorem is in harmony with Pascal's Law but also looks at the dynamics of the system. Pascal's law recognizes that a system will evolve to equilibrium and focuses on that final point of equilibrium. The Nomothetic Theorem focuses on the process of moving toward stability over the period of time that it takes for forces to reach equilibrium. If you fill a balloon with water (ignoring the effects of gravity and assuming the balloon is constructed evenly), we expect to see a round balloon. This would be the normal position of stability for the fluid system as predicted by Pascal's Law. Now if you introduce a one-time mechanical force by hitting the balloon, we see the balloon distend and oscillate as the water sloshes back and forth, stretching the balloon. Although the oscillations may initially be erratic, the Nomothetic Theorem predicts that the system will stabilize. If the balloon were perfectly elastic and there were no friction or other forces, stability might mean continual regular oscillations. When we take friction into account, stability means returning to an original static round shape. But regardless of the conditions, as long as no new outside force is applied, the system will stabilize.
Another bit of anecdotal support for the Theory of Stability comes from the British chemist Joseph Priestley who, in 1766, demonstrated that an electric charge will distribute itself uniformly over the surface of a hollow metal sphere and no charge and no electric field of force exists within such sphere. This is a further example of forces coming into balance, and of entropy(1).
Until the early part of the twentieth century, one of the basic principles that we have come to accept as a result of empirical observation is the concept known as the conservation of energy. This principle states that energy can only be transformed. Energy cannot be created or destroyed. A similar principle of conservation of matter was also believed to be true. But in 1905 Albert Einstein demonstrated the conversion of mass to energy with his now famous formula E = MC2 (E = energy, M = mass, C = speed of light). The convertibility of mass and energy means the two original concepts are now unified into one principle of conservation of mass and energy. The only thing that makes a solitary, closed, complex system interesting is the distribution of mass and energy within the system and the process of evolution toward stability. The Theory of Stability predicts that our entire universe is evolving toward an ultimate state of stability. However, the end result is less interesting than the process. And the Theory of Volatility explains a lot of the dynamics of the process.
In 1827 a British botanist named Robert Brown discovered a physical property that is called Brownian motion. Robert Brown observed that particles suspended in a fluid are kept in constant motion. It was theorized that particles suspended in a fluid are struck at random due to the constant inherent motion of the molecules of the fluid. There is an observed relationship between motion and heat, because increased temperature produces increased activity. This is a physical example of the Theory of Volatility ("All complex systems experience continuous random motion"). With regard to molecules, the Theory of Volatility is supported by the Kinetic Theory. The Kinetic Theory says that molecules are in constant motion, reaching a state of rest only at the temperature of absolute zero. (A molecule is the smallest unit of matter, either one or a group of atoms, that retains the properties of the matter in question.) Molecules are made up of atoms. The Atomic Theory also refers to the constant random motion of atoms and the particles that atoms are composed of. Thus, even at the molecular, atomic, and subatomic level, the Theory of Volatility and the Theory of Stability apply.
In 1901 the German physicist Max Karl Ernst Ludwig Planck proposed a universal constant of nature, known as the Planck constant. Planck concluded that light waves were actually emitted in discreet units called quanta. The energy of each quantum is the frequency of the light, or radiation, multiplied by the universal constant. This was the beginning of the quantum theory and the aggregate study known as quantum mechanics. In 1926, another German by the name of Werner Heisenberg formulated his uncertainty principle. The uncertainty principle concluded that in order to measure the position of a particle in space, you need to use at least one quantum of light. The energy of the quantum will disturb the particle and thus introduce uncertainty into the measurement. In fact, the more accurate the measurement, the shorter the wavelength of light required, and the higher the energy of a single quantum, thus disturbing the particle by a greater amount. In other words, we have to live with uncertainty because the more accurately we try to measure a position, the more our act of measuring will disturb the results. The Theory of Volatility takes this concept a step farther by saying that it is fruitless to try to measure any more accurately than up to a range of normal volatility, because within that range any position measured more accurately is subject to random change.
Quantum mechanics progressed with the contributions of Niels Bohr and the American scientist Richard Feynman to the conclusion that electrons do not act entirely like particles and follow a single path in space-time. Instead, electrons travel by every possible path from one point to another, more like a wave than a particle. But this then places the electron in a range or area of space-time, not at a specific point. So where the Theory of Volatility states that all complex systems experience continuous random volatility, we can see some basis in physics to support the fact that volatility or uncertainty exists at a very fundamental level in the subatomic physical systems of our universe.
1. The electric charge is distributed evenly over the surface of the metal sphere because the charge is carried by particles called electrons which are evenly distributed. Why aren't the electrons distributed evenly throughout the sphere like gas inside a balloon? The answer is that gas distributes itself due to the inertia of mechanical force from the gas molecules bumping into each other, but electric force can act across a distance through a force field. Electrons will tolerate being close to a few neighbors on the surface of the metal sphere in order to be as far away from the majority of the other electrons across the sphere. The effect of achieving an equilibrium of forces, and thus a state of stability, is the same.
Where does the Nomothetic Theroem come from? Is it something made up or something discovered?
The answer is neither, or maybe both. Anyone can go out and gather information. If you live for five hundred years, you can gather a lot of information. Is that what we call discovery? I don't think so.
The act of discovery involves finding something new, something previously unknown. That is different than just gathering together known things. But sometimes just rearranging or connecting known things leads us to something new. A new use for a known thing is a discovery.
With regard to information, there is a significant step between gathering facts, and then converting the raw data into something useful. Knowledge isn't just a collection of data. Useful knowledge is the conclusion that can be drawn from the data, the recognition of a pattern or causality, the building of a template that can be reused. The combination or assembly of information, with the use of logic, into a meaningful structure is what makes information useful.
If I take an existing piece of music and rearrange the instrumentation, have I created a new song? Of course not. I have simply created a new arrangement. But let us extend the logic of that argument. All seven notes of the scale with their corresponding sharps and flats are known by every western musician. Therefore any song I write is simply a rearrangement of those seven notes. At what point does a rearrangement become a new song? Or at what point is a new song simply a new arrangement?"
Questions of boundary are difficult to answer. And some questions may not be worth answering. Where does the boundary of one song end and the boundary of another song begin? It is like looking at a rainbow and asking where does one color end and the next color begin. Interesting things happen at the boundaries of systems, and that is one of the important areas of study when looking at complex systems.
To illustrate an answer to the question of discovery, let me give you four pieces of information: 1) Person X died of heart failure. 2) Person Y died of heart failure. 3) Death from heart failure is a genetically inherited tendency. 4) Neither person X nor person Y needed to die as early as they did if they had watched their diet and controlled their blood pressure.
Does this information carry any special meaning other than its face value? No, it is just information about heart attacks. But now let me put the information into a context where it will have a special meaning. Suppose you are told that person X is your father and person Y is your grandfather. Suddenly you can connect all the information together into a meaningful pattern. Since you now know there is a genetic connection, you have to worry about your odds of having heart trouble. And since you know that something can be done to reduce the risk of heart attack, you have to make some decisions about modifying your behavior. It is amazing how just a little additional information suddenly pulls all the prior information together and casts it in a new light. Sometimes it is just a little more information that is needed. Or sometimes it is just a different perspective or a rearrangement of the existing information so that we see the relevant connections.
It is fascinating that much of what is known, and sometimes what is believed to be new, is simply wisdom that is very, very old. The Chinese believe in qi (also spelled ki, or chi), a term that refers to 'vital energy'. Qi is a central theme in the most comprehensive early medical document of China, the Huangdi Neijing, which dates from about 50 B.C. and summarizes the medical knowledge at that time. The Chinese think of health as an issue of balance. The task of the physician is to keep the various forces found inside the body in balance with the outside forces acting on the body. The human body is thought of as the system that houses qi, which is the essence of existence. No modern Western idea corresponds very closely to the range of meaning of qi. Qi is a dual energy force of opposites that operates like polar forces in balance or in harmony. Because qi permeates all living matter, some early thinkers held that matter was energy in a stored or condensed form. Did you hear what I said? Some early Chinese wise men thought that matter was energy. And then along comes Albert Einstein almost two thousand years later to tell us that matter is energy! Did Einstein copy someone else's idea? No. We are back to the question of boundaries. Where is the boundary of an idea? I am simply pointing out that the body of knowledge that now exists has grown on what has gone before. There is a lot of useless, bad, and inaccurate information floating around the world. But one has to think that basic ideas that are able to persist for centuries must have some foundation of truth to them. It is for this reason that I am not at all embarrassed to admit that some of the notions brought forth in the Nomothetic Theorem echo ideas that have been passed down through the ages."
Opposing forces are one of these ideas. Polar forces, although struggling against each other, can act in harmony.
For thousands of years the Chinese have interpreted the natural world in the context of 'yin' and 'yang'. To think in terms of yinyang, means to look at the universe as the product of two interacting opposites. We often refer to yin and yang as forces. But perhaps force isn't the right word. The opposites may be male and female, decaying and growing, tall and short. The classification of a thing into yin or yang does not depend on its intrinsic nature as much as the role it plays in relation to other things. Therefore man may be classified as yin in relation to heaven, but as yang in relation to woman. Thus, the relative relationship of opposites is the salient trait that defines yin and yang.
But the concept goes deeper than a simple comparison of opposites. When time is the boundary between yin and yang, the focus is on the dynamics of the relationship. In other words, the relationship between opposites is not a static one, but is thought to be a continuous cycle that oscillates fluidly like a tug of war. Thus yang is day and yin is night. Yang is summer and yin is winter. Like the ebb and flow of the tide, one folds into the other and then returns again. We begin to see the idea of harmony in the form of flow, or gradual cycle of change.
Approximately two or three thousand years before the birth of Christ, a more complex scheme of correlative thinking was developed based on a system of trigrams and hexagrams. A trigram is an array of three horizontal lines, one above the other, some continuous and representing yang, and some broken and representing yin. There are eight possible trigrams. The origin of the original eight kua is believed to go back to emperor Fu Hsi (2852 - 2737 BC). Legend holds that eventually this doctrine was recorded in the I-Ching, or 'Book of Changes', by Wen Wang, one of the founders of the Chou dynasty (1122 - 249 BC), while he was in prison. The author of the I-Ching used the eight trigrams in pairs, thus yielding sixty-four combinations. To each of these sixty-four hexagrams some law of nature corresponds. The Chinese used the Book of Changes as a manual of divination and believed that the combinations held all wisdom. No hexagram is a static entity. Each combination is taken as representing a stage in a continuous process of change.
The idea of cause and effect, which is common to Western thinking, is totally foreign to traditional Chinese thought. Ponder for a moment the implications of a world governed solely by cause and effect. If we knew all the causes and all the results, we could predict anything and everything. At the beginning of the nineteenth century, a French scientist, the Marquis de Laplace, proposed that the universe was completely deterministic. Laplace argued that there are laws that govern everything that will happen. If we know the laws, then we shall know our fate. In contrast to this, approximately 300 AD, Guo Xiang wrote, "What we call things, are all that they are by themselves; they did not cause each other to become so." The Chinese believe that no state of affairs is permanent, but also that change cannot be forced. There is a theme of harmony interwoven with the cycle of change that comes from the duality of yin and yang. When the sun is at its highest point, it is beginning to set. When the tide has fully retreated, it is beginning to return. This natural cycle cannot or should not be tampered with by man. Therefore, you should not be complacent when good fortune smiles on you; and you should not despair when you are struck by misfortune. Nor can you cause or take credit for the way things are.
Laplace was wrong. Although there are laws that govern the universe, and the Theory of Stability allows for prediction, Heisenberg's uncertainty principle and the Theory of Volatility contradict determinism. Through the ages, the old beliefs have continued to stand the test of time.
I confess to leaning toward the wisdom of the ancient philosophers. Long ago, they declared that the basic elements of the universe were created by the interaction of two opposing forces. When one force reached its limit, it became the other force. The universe was defined by the unity of two polar forces. This polar energy, known as qi, is the basic substance of all creation. I am hesitant to be too literally accepting. But the concept of balance, or harmony, is essential to explain both stability and volatility.
Lao-tzu (604-517 BC) is another early philosopher. Although the dates of his life, and even his very existence is in question, nevertheless his beliefs, or the wisdom derived from the Tao-te-ching, is widely accepted. Taoism claims the universe is ever changing. Again, this harks to the Theory of Volatility. Yet, while acknowledging change, Taoism seeks harmony with the Tao, or path which the universe follows. It claims that everything is one: polarities are not in opposition to one another but are only two aspects of a single reality. So we are presented with a reality that is both ever changing and still united. There is a harmony between the stability of unity and the volatility of change.
I hope you can see the similarity of these ancient philosophies with the duality of the Nomothetic Theorem. Although at first it seems awkward to try to reconcile two opposing concepts in the same theorem, there is actually harmony in the way they interrelate.
The Theory of Stability relies on the ability of forces to come into balance. This concept of balance is dependent on symmetry. If a given force grows or diminishes in an unusual sequence, if it oscillates, transitions, metamorphoses, or does anything either ordinary or unique, its opposing force should display symmetrical qualities. If this isn't the case, then it is unlikely that there can ever be any balance between forces, and any stability. Therefore, validation for the Theory of Stability should come from finding symmetrical forces in nature. The inquisitive mind of man has, through the science of physics over the last three hundred years, carefully investigated and documented numerous different forces (or perhaps in some cases, different applications of the same force) in the universe. It is now easy to look at our world in the light of this information and see numerous examples of symmetry.
Simple magnetism is an excellent illustration of two polar forces. Every bar magnet has two poles, a positive and a negative. If like forces are put together (a positive with a positive), they repel. If opposite forces are placed together (a negative with a positive), they attract. The unique thing about a magnet is that if you break it in half, each half still has a negative and a positive pole at each end. You can subdivide a magnet as many times as possible and you will never end up with a piece that just has one pole. The positive magnetic force cannot exist without the opposite negative force! Isn't this a perfect example of yin and yang! Here is an example of symmetry in opposites.
We now know that electricity and magnetism are related. The induction of one field force by the other was not fully appreciated until the time of James Clerk Maxwell (1831-1879). But one hundred years earlier Joseph Priestley (1733-1804) experimented with electromotive force, the potential difference in electric charge. He found that if two oppositely charged bodies are allowed to connect, directly or through a conductor, the charges neutralize each other. Electricity, just like magnetism, carries a positive and negative charge. Once again, we see an example of symmetry.
I have already mentioned Pascal's law (1647) which says that the force exerted on any particle within an enclosed fluid is transmitted equally in all directions. This demonstrates stability internally throughout the fluid. Where the fluid meets the wall of the container, the force of the fluid, perpendicular to the wall at every point, is balanced by the opposing force of the wall. Thus Pascal's law displays a balance of forces within a fluid and between a fluid and its container.
Archimedes (287-212 B.C.) understood symmetry (from which comes equivalence) when he formulated his now famous principle of specific gravity. The buoyancy force acting on a submerged body is equal to the weight of the fluid displaced. If the object floats, there is stability from the balance between the gravitational force and the buoyancy force.
The Swiss mathematician Daniel Bernoulli (1700-1782) was looking for symmetry when he sought to learn how pressure changes. Bernoulli's principle states that the total mechanical energy of an incompressible and inviscid flow is constant along a streamline. The immediate conclusion that can be drawn from this principle is that pressure decreases as velocity increases. Once again, we are able to explain fluid and aerodynamic stability as a symmetry between two forces: pressure and thrust, and their opposing forces: frictional drag and the gravitational force. This is what makes airplanes fly. The shape of an airplane wing reduces pressure on its upper surface creating lift. The lift increases as the velocity of the air passing over the wing increases. When the force of lift (the relative difference in air pressure) is great enough to overcome and then balance the force of gravity, the plane flies.
While Bernoulli's principle measures the relationship between pressure and velocity, many years before, Robert Boyle (1627-1691) found a similar relationship between pressure and volume. Boyle's law states that there is a direct inverse relationship between the external pressure containing a gas and the volume of a gas at constant temperature. If the pressure is reduced by one-third, the volume will triple. Boyle's law recognizes the symmetry between the force causing a gas to expand versus the external pressure necessary to contain the gas.
In 1809, Joseph Louis Gay-Lussac found the same symmetry while studying the relationship between volume and temperature. If a body of gas is held at a constant pressure, the volume is directly proportional to the absolute temperature.
In 1787, Jacques Alexandre Cesar Charles compared pressure and temperature. If the volume is held constant, pressure varies directly with temperature.
Am I boring you? The point is, there is a lot of symmetry between opposing forces in nature (thankfully). Symmetry allows forces to come into balance and results in stability. If there isn't some symmetry, some pattern repetition, some stability and durability which creates dependability, we couldn't make accurate predictions.
I would like to take you through one more exercise that displays a symmetry of what happens to forces over distance. I am going to show you some equations that describe different physical phenomena. I don't care if you understand the math. All I want you to see is the symmetry between the different equations that describe different forces in nature.
In 1777, Charles Augustin de Coulomb proposed Coulomb's law:
Coulomb's Law The force between two electrically charged particles is proportional to the product of the charges divided by the square of the distance that separates them.
In 1972, John Lennox Boyle proposed a second Boyle's law:
Boyle's Second Law The expansive force of any volume of gas is proportional to the product of the temperature and the total mass (number of molecules times the mass of each molecule) divided by the square of the average distance that separates them.
In 1684, Sir Isaac Newton proposed Newton's law of gravity:
Newton's Law of Gravity The gravitational force between two masses is proportional to the product of the masses divided by the square of the distance that separates them.
It doesn't matter whether you understand these equations. You can see just by looking at them that they all have the same form. In particular, the force varies inversely with the square of the distance (r2) in all cases. This same relationship is found with sound, where the intensity varies inversely to the square of the distance. The energy in all electromagnetic waves also varies inversely to the square of the distance. This consistent relationship between force and distance tells us about the consistent structure of our universe. As we witness consistency in nature and more and more examples of symmetry between opposing forces, our hopes are raised that forces can and do come into balance and there can be stability in the universe.