VARIABLE, Complex. 1. The solution of a quadratic equation involves the extraction of the square root of a quantity which may be negative. In that case the solution is of the form a + √ - b 2 , which may be written a + b √-l, or a + ib, putting, with Gauss, for brevity, √-1= i . Analysis was, therefore, at a very early stage compelled to contemplate the possibility that symbols of magnitude may represent combinations of dissimilar constituents; but it is only within the 19th century, mainly owing to the initiative of Cauchy and of Gauss, that the whole domain of analysis has been explored from this point of view. A quantity, a + ib, consisting of a real part containing a units and an imaginary part containing b units, was called by Gauss a complex number, and the conception of it includes those of each kind, the real and the purely imaginary as they are found from it by making in succession b = 0 and a = 0. Quantities thus expressed are subject to all the ordinary algebraic rules applicable to real quantities, and in addition to the relation i 2 = - 1. The occurrence of this symbol i in an identity thus singles out two distinct identities: for instance, if the product of a + ib and a' + ib' be A + iB, we have A = aa' - bb' and B = ab' + ba'; and in this sense Cauchy, as lately as 1844, still maintained that every imaginary equation was only the symbolic representation of two equations between real quantities. If either or both of the real quantities be variable, the quantity is called a complex variable; adopting the usual notation, it is then written x + iy = z. In order that z may vanish, both x and y must do so, as it is not possible for the real part to cancel the imaginary. But either part becoming infinite renders z infinite, and a breach of continuity in ...the change of the variable z arises when either x or y is discontinuous; but, as long as both change continuously, z is also a continuous complex variable.
2. As long as a variable is conceived to admit of real values only, the distances from a fixed point, measured along a right line, are sufficient to represent it. These may be taken positively or negatively, and in both directions, through all magnitudes, from a vanishing amount to values large beyond conception, i.e. , infinite. But, inasmuch as a complex variable z = x + iy depends on two perfectly independent real variables, x and y, its geometrical realization demands a field of two dimensions. When this is assumed to be a plane, to each value z = x + iy corresponds a point P of the plane whose rectangular coordinates referred to an arbitrarily assumed pair of axes in the plane have the real values x and y. Thus to all real quantities in the old sense correspond the points of the axis of abscissae and to pure imaginaries those of the axis of ordinates. The coordinates of the point P may change quite independently, just as the variables x and y do. If the point P be given, the corresponding value of z is known, and also for a given value of z the corresponding point P is known. The continuous variation of z is exhibited by the motion of P on a curve. The complex number may also be written in the following form, which is found as early as Euler. Joining the point P to the origin O, the line OP=ρ is called the modulus, and the angle XOP=θ which this line forms with the positive axis of x, or the prime axis, is called the a rgumen t (or amplitude) of the complex x + iy. Thus p = + √ x 2 + y 2 , cos θ = x∕ρ, sin θ = y∕ρ, and z = x + iy = p(cos θ + i sin θ) = ρe iθ . This, again, shows that the variable vanishes only when x = 0 and y = 0, i.e., when ρ = 0, since no real angle makes cos θ + i sin θ= 0. In this way the quantity is represented by rotating through the angle θ from the prime axis a line whose length is p. The value of the radical √ x 2 + y 2 is always taken positively; the difference of sign arises from a reversal of direction and is indicated by the angle in the factor e iθ . When P is given, p is unique and θ is determined by cos θ and sin θ : that is to say, it admits only of a certain value or of those which differ from it by integer multiples of 2π ’. Thus two quantities are equal whose moduli are equal and their directions parallel. The modulus varies continuously with z, and so does the argument, except when z vanishes: that is, when the curve passes through the origin, the argument then undergoes generally a sudden change by π.
3. Complex numbers form a system complete in themselves, and any process of calculation on complex numbers always reproduces a complex number. Thus, as any such quantity is represented by a point approached from a given point, the result of calculation also has a point or points to represent it. This is illustrated as follows.
The addition of the quantity z=x + iy to z'=x' + iy' produces z 1 =x+x'+i(y + y') ; the point z 1 has the coordinates x+x', y + y': that is, it is the extremity of the diagonal of the parallelogram included by the lines Oz and Oz'. If a third quantity z"=x"+iy" were added on, the result would be represented by the diagonal of the parallelogram included by Oz 1 and Oz"; and so on. Subtraction is the addition of a line with opposite sign. The modulus of the sum or difference of two quantities is found by assuming ρ 1 cos θ 1 =ρ cos 0± ρ 'cos θ' and ρ 1 sin θ 1 = ρ sin θ ± ρ ' sin θ', whence ρ 1 2 =ρ 2 + ρ ' 2 ± 2ρρ' cos (θ - θ'). Thus the modulus of the sum is never greater than the sum of the moduli and the modulus of the difference never less than their difference. The line zz 1 in fig. 2 is found by subtracting z from z 1 , and is thus seen to be equal to the parallel line Oz '. The multiplication of z=ρe iθ by z=ρ'e iθ gives Z=zz'=ρρ'e i ( θ+θ' ) : that is, we have to measure along a line inclined to the prime axis at an angle equal to the sum of the arguments a length representing the product of the moduli; in order to determine this, the unit of length must be introduced. If this be OU measured along the prime axis, Z is constructed by placing on Oz' a triangle z'OZ similar and similarly placed to UOz. From this we can proceed at once to division; as an example, when z" — z ’ z" - z'
-r 1 =~7 , the triangle formed by the three points represent-
1 <c j z z ing z 1 , z' 1 , z " 1 is homothetic with that formed by z, z', z".
In like manner we might proceed to powers of complex quantities with real exponents: e.g., every complex number has n distinct nth roots included in the form n √ z = n √ ρ . e i (θ+2kπ)∕n ; then to p0wers with complex exponents; to logarithms of complex numbers: for example, every number has infinitely many logarithms to the base e, which differ by multiples of 2 iπ , in accordance with the formula log z = log ρ + i(θ ± 2 kπ ); and, finally, to powers with complex base and complex exponent. All these in turn lead again to complex numbers, and to such only.
4. In dealing with real numbers any definite range of values is represented by the points of a finite right line; but to realize a definite range of complex numbers we must have recourse in general to a “region” of two dimensions of the plane bounded by some curve. For instance, all complex numbers whose modulus is less than p and greater than ρ' occupy a region bounded by two concentric circles with radii ρ and ρ' round the origin. All those whose moduli are equal to p form a linear region, namely, the circumference of the circle round the origin with that radius. A region of two dimensions is called connected when we can pass from any point within it to any other point within it without crossing the boundary curve. A quantity is said to be unrestrictedly variable in a region when it can assume all numerical values in this region. It is said to be continuously variable when all values which it assumes always belong to a finite connected region. Thus a variable is said to be unrestrictedly continuous for a certain value when it can take all the values which belong to a finite region, however small, which includes this value. The variable is restrictedly continuous for this value when the values it takes near this one form a region on whose boundary the value itself occurs, or it may be a region of one dimension. It is discontinuous for this value when the point is isolated, and does not belong to any region. When we know two definite values of a real variable, we know all the intermediate values which it must assume in passing from one to the other; but in the case of the complex variable there is an essential difference: it can pass continuously from one given value to another by infinitely numerous series of continuously consecutive values. In geometric terms, with the real variable we can only travel along the axis of x, with the complex we can travel along any path whatever leading from one point to the other.
5. When the values of one complex variable w = u + iv are determined by the values of another z = x + iy, in such a way that for each value of z within a definite region one or more values can be assigned to w by performing a definite set of mathematical operations on z, then w is said to be a function of the complex variable z. Functions are distinguished as one-valued and many-valued according to the number of values of w which belong to one value of 2, as algebraic and transcendental according to the form in which the variables appear, and as implicit and explicit according as the relation is solved for w or not. The course of the function w will accordingly be illustrated by points in another plane or planes having the rectangular coordinates u and v, and its dependence on 2 will be geometrically a transformation from one plane to the other. A very simple instance is when w = 1∕z, where the transformation is equivalent to geometric inversion. If the explicit function w = f (z ) is to be unrestrictedly continuous in the region for which it has definite values, there must be a finite connected area, however small, around any admissible value of 2, to which corresponds a connected region of w : that is, u and v must vary continuously when x and y do so. Let 2 be increased by Δ z = Δ x + i ∆ y and put w + ∆ w = (u + ∆ u ) + i(v + ∆ v ) =f(z + Δ z ); then in whatever way ∆x and ∆ y may converge to zero we must have lim∆ u = 0 and lim∆ v = 0: in other words, w is continuous for a value 2 when this value can be included in a region such that for every value 2 + Δ2 within it the modulus of the difference mod(∆ w ) = mod[ f (z + Δ z ) - f (z )] = √∆ u 2 + ∆ υ 2 is less than any assignable small number.
6. We proceed to give some elementary examples of functions.
Ex. 1. The power with positive integer exponent. w = z m is a onevalued (monotrope) function which is continuous for the entire plane, since u =ρ m cos mθ , v=ρ m sinmθ are continuous functions of p and θ which do not alter when the argument θ is increased by multiples of 2π. When 2 becomes infinite so does w, and thus this value z is a singular one (pole) for the function, as contrasted with a regular one, which is such that a function has a finite value continuously changing with z.
Ex. 2. Any rational integer function of the nth degree in z. f(z)=a 0 + a 1 z + a 2 z 2 + ... + a n z n is one-valued and continuous for the entire plane and has no singularity, except for z= ∞, for which it becomes infinite (pole).
Ex. 3. The power with a rational fractional index. w==z p/q [(cos(p/q )(θ + 2 kπ ) + i sin (p/q )+ 2 kπ )], where k takes all integer values from 0 to q- 1. Each value of k determines at each spot the value of a branch of the function, which is therefore a many-valued (polytrope) one. At the points 2 = 0 and z= ∞ all branches have the same value. Thus, if p∣q>0, at z =0 the value of w is 0; at z= ∞ its value is ∞ . These two points are called branch (critical) points of the function. If we wish to contemplate the values of the function which belong to one branch, so as to have each branch by itself in general a continuous function, we employ the method of Cauchy: that is, we draw from the origin to the point infinity a curve which does not enclose any space, for instance, the positive part of the axis of x. Suppose we let p = 1, q = 2, then w=ρ ½ e ½(θ+2kπ)i , where k=0 or 1. Taking k =0, the values of the independent variable and of the function along the prime axis for θ = 0 are z=ρ and w=ρ ½ ; along the axis of y when θ = π∕2 they are z=ρi and w= ρ ½ e ¼πi ; along the negative axis of x when θ = π they are 2= - ρ and w = ρ ½ e ½πi ; along the negative axis of y, when θ=3π∣2, z = -ρi and w=ρ ½ e¾ πi ; and along the prime axis, on completing a rotation, when θ = 2π∙, z=ρ and w = - ρ½. Hence, for any value of p, w is continuous all round the circle, but its ultimate value is different from its initial value.
Thus, as will happen in general with many-valued functions along their branching sections, the values belonging to points alongside of the prime axis having positive ordinates, however small, differ by finite amounts from those for the corresponding points, however near that line, having negative ordinates. The branch of the function so constructed is therefore discontinuous along the prime axis. Accordingly we conceive the plane cut through along this prime axis, and the branch of the function is easily seen to be continuous in the connected surface, which consists of the infinite plane so cut through. Riemann perfected this method of Cauchy and enabled us to keep all the branches simultaneously in view, and thus regard the function as unique and continuous upon all admissible paths without restriction. His process is in the case of a q -valued function to let the variable 2 move upon q different plane leaves.
Thus, as above, when p=l, q=2, taking the case k =l, let us suppose 2 to move in a second plane; proceeding as before for the points of the prime axis, we have now θ = 0, z=ρ, w=ρ ½ e πi = - pi ; and, when θ = 2π, z=p and w=ρ ½ e 2πι =ρ⅛. Thus, though the rotation has brought w round continuously from the values for small positive ordinates to those for small negative ones, these last differ finitely from the first. Now these final values in the second plane are the same as the initial ones in the first plane; moreover, the final values in the first leaf are the same as the initial ones in the second; hence, if the second leaf be cut through all along the prime axis, as the first was, and if we conceive the leaves to cross one another (as indicated in profile in fig. 3) all along the cut, we have a connected two-leaved surface, called by Riemann a winding surface of the first order, to each point of which corresponds a definite value of the function w=z ½ , and to each continuous curve in it, whether in the same leaf or passing through both, correspond values of the function which vary continuously; every closed curve which crosses the branching section either an even number of times or not at all leads finally back to the initial value. This conception can evidently be extended to surfaces with a greater number of leaves corresponding to functions admitting of a greater number of values.
7. In considering infinite series we must explain the con ception of absolute convergence introduced by Cauchy: an infinite series of real quantities is absolutely convergent when the sum of its positive terms taken apart, and likewise that of its negative terms taken by themselves, are each finite. When these are not separately finite, a series which converges for some value of the variable is semi-convergent. A complex series ∑(u + iv ) converges absolutely when the u series and the v series are both absolutely convergent. Hence it can be shown that the necessary and sufficient condition that a complex series may converge absolutely is that the series of the moduli of its terms converges. Such a series presents the same value if the sequence of its terms is rearranged according to any law whatever. Thus an infinite series of ascending powers of 2 the complex variable, a 0 + a 1 z + a 2 z 2 + ... + a n z n +... = f(z ), with complex coefficients, is absolutely convergent for any value of 2 for which the series A o + A 1 ρ + A 2 ρ 2 +... + A n p n +... formed by the moduli of its terms is convergent; and vice versa. In geometric language, if such a series be absolutely convergent for the point corresponding to any value of 2, it is absolutely convergent for all other points equally distant from the origin of coordinates; these are therefore situated on a circle. It is also absolutely convergent at all points within this circle, and therefore the region of convergence of this series is always a circle round the origin. The radius of the circle of convergence of a series is the greatest value of p for which the series of moduli converges. It is found by the condition that as n increases indefinitely we must have < 1
or ρ<(A n / A n +1 ). As the terms of an infinite series of powers are one-valued, the series itself, so long as it converges, is a one-valued function of the complex variable, which does not become infinite anywhere. It can also be proved that this function is continuous: that is, if z and z ± δ be values of 2 for which it converges, then lim[ f (z ±δ) - f(z )] = 0, when δ = 0.
8. When a variable quantity depends upon two others in such a way that, if their values are given, its value is known, it is of course a function of them; but, inasmuch as for real values of x and y, when z( = x + iy ) is given, we know both x and y, Cauchy considered any function F(x, y) to be a function of z. On the other hand, Riemann considered a function F(x, y) to be one of z when it contains x and y only in the combination x + iy. In fact, if we have 8F 8F dF = 8χ dx + ^y d V for any indefinitely small increments dx and dy, inasmuch as this may be written ∖(8F...
[8,707 words — estimated reading time: 50 minutes]
VARIATION AND SELECTION
IT is not proposed in the present article to trace the successive steps by which the general doctrine of the origin of species by descent with modification has come to gain acceptance among naturalists (see Evolution). The present problem is concerned solely with the determinant factors of evolution, with searching out the mechanism of the evolutionary process, and of discerning if possible such order as may lie under the apparent flux of change. Yet a brief retrospect of the essential views of successive evolutionists is still necessary, but only in so far as these have been concerned, not simply with the empirical evidence for descent with modification, but with the deeper attempt to explain the rationale of this process, to show how it is that modifications come to arise, persist, and increase at all. In other words, just as there are these two essential aspects of the doctrine of evolution, which must on pain of immediate confusion be clearly kept apart, so it is necessary to distinguish between the corresponding sides of its historical development, and, passing beyond the simple hypothesis and evidences of descent, consider the attempts to explain the actual process of modification.
Theories of Variation....
If we pass over the speculations of the earliest evolutionists—De Maillet, Maupertuis, Robinet, Bonnet, &c.— as too vague for rapid summary, and note that Linnaeus was not quite a consistent creationist, since he admitted that many species may be simply fertile hybrids, the history of definite speculation as to the factors of variation may be fairly said to begin with Buffon, whose distinct though covert suggestion of the doctrine of descent with modification was supported by emphatic insistence upon the importance of external conditions. He endeavoured to show how “natures, instincts, and most inward qualities” are modified through bodily habits, how new functions seem to arise in response to new conditions, and how changes in climate, food, and other conditions of life bring about direct modifications in organisms exposed to them. Kant, on the other hand, viewed the evolution of species as related essentially to the mechanical laws of the organism itself, although in his latest writings he allowed for the influence of geographical distribution, food, &c., noted the importance of selection in artificial breeding, and even hinted at the notion of struggle for existence, which was soon afterwards more clearly emphasized by Herder (Ideen z. Phil. d. Geschichte, 1790) in a striking passage, which may be briefly quoted in free translation: “All is in struggle, each one for himself. . . . Space is too small for the number. . . . Each genus looks after itself as if it were the only one. . . . In this way the whole was preserved. . . . Thus were forces cradled, and limbs counted, and tendencies determined, and the earth came to bear what it could.”
Erasmus Darwin {Zoonomia, 1794) believed that the organism has the faculty of improving by its own inherent activity, that it has the power of attaining new parts attended with new propensities. Yet the strongest and most active animals are those which propagate and hand on improvements. Transformations, too, may be produced in part by the exertions of the organism in consequence of its desires for food, security, and reproduction. Changed conditions, such as climate, have an indirect influence in changing desires, and thus actions, and so finally structure; and they may also operate directly. Treviranus (1802-1831) assumed an indefinite variability of the organism, with considerable power of adaptation to surroundings, and even anticipated much recent speculation in his suggestion of a possible factor of modification in the union of sexual elements. The well-known theory of Lamarck (1801-1809) laid special emphasis on function and environment; for, though the sense of need in association with suitable environment calls out a succession of efforts, and so originates incipient structural modifications, it is to increased functioning that the increase of these modifications must be ascribed, while similarly disuse explains degeneration. Changed conditions produce new wants, nutritive and reproductive; hence changes in climate, or the like, change the organism by changing its habits. Rapid increase is checked by other organisms: the strongest and best-armed for attack devour the weaker, and the less perfect genera are kept down by the more perfect. The less definite view of Goethe included, besides recognition of the conservative or centripetal force of heredity, that of a progressive or centrifugal tendency to adaptation to environment. Oken (1809) similarly regarded all progress from his primeval “Urschleim” as having been in terms of its interaction with the external conditions of life. In 1813 Wells made his now well-known suggestion of the importance of natural selection in determining the varieties of the human species; and in 1831 Patrick Matthew published his much more developed, yet equally disregarded, statement of the same doctrine in its more general applications. In 1828-30 Geoffroy St-Hilaire, afterwards ably succeeded by his son Isidore, denied indefinite variation, regarding function as of secondary importance, and laying special stress on the direct influence of the environment: for instance, it was not so much the effort to fly as the (supposed) diminished proportion of carbonic acid in the atmosphere which determined the evolution of birds from saurians. The veteran geographer Von Buch naturally inclined to emphasize the influence of geographical isolation (locality, climate, soil, food, &c.), and laid stress on the restriction of the area of possible sexual union as bearing upon the origin of varieties. The embryologist Von Baer (1834) dwelt especially upon the organismal nature of variation, on the unfolding, as it were, of new structures; and Schleiden (1838) and other naturalists more or less distinctly advanced similar opinions. In 1844 appeared the Vestiges of Creation, which in its later editions (1853) formulated an hypothesis of progress
(1) by rhythmic impulse through grades of organization,
(2) by another impulse tending to modify organic structures in accordance with external circumstances. In 1852 Naudin argued for the formation of new species in nature in a similar way to that of varieties under cultivation, further attaching great importance to an assumed “principle of finality,” apparently a kind of organismal fate. Herbert Spencer, whose weighty arguments for evolution date from 1852, laid special stress upon the modifying influences of environment, this involving changes of function, and so ultimately of structure. Finally, in 1853 Victor Carus argued for a progressive adaptation to changing external conditions. An undefined hypothesis of internal modifiability appears also to have floated before the mind of Owen.
In this succession of variational theories we recognize the repeated general insistence upon every separate factor in the problem,—organism, function, and environment,— the successive authors, in fact, almost falling into as many schools. Yet these are singularly unprogressive: the same hypothesis is stated again and again, but always fails to carry conviction; many employ the merest abstractional explanations, in terms of what is simply the old pre-physiological “vital force” (see Biology), or attempt to cut the knot by the more or less open introduction of a deus ex machina. Even the more definite and scientific theories of Erasmus Darwin, Lamarck, Geoffroy, and Spencer fail adequately to establish in a sufficient number of concrete cases the supposed potency of environment or function, much less of internal or volitional moods, in determining extensive changes; moreover, they are constantly confronted by cases in which any one set of changes seems to take place independently of the other. Hence, despite the deep and unanimous conviction of so many biological thinkers as to the origin of species by evolution, the essential problem remained unsolved. For, until some explanation, rational and concrete, detailed yet universal, of the origin of species should be reached, the cautious naturalist could not feel justified in accepting as a scientific certainty a doctrine which rested so largely upon undemonstrable grounds. Any really new attempt at establishing the doctrine of evolution had thus, not simply to reorganize and strengthen the empirical evidence, by marshalling beside the generalizations of morphological unity of type the facts of more strictly historic bearing,— distributional, palaeontological, and embryological,—but also to meet this deeper theoretic want by showing not only that evolution has taken place but how. Hence the importance and rapid acceptance of the Origin of Species (1859), for which the time was fully ripe. For it is evident from the preceding historical outline that the view still frequently promulgated of the exclusive and, as it were, catastrophic importance of this work in the establishment of the doctrine of evolution must be replaced by a more uniformitarian and, so to speak, less creationist view. It should not seriously be supposed that the theory of descent which had been held in one form or another by the leading biological thinkers of that and the two preceding generations, with almost the individual exception of Cuvier, had been decisively abandoned by men of science, or that the public which had purchased ten editions of the Vestiges of Creation in as many years, and which took up the first edition of the Origin of Species on the day of publication, could be quite unprepared for the acceptance of the major thesis of both works. Yet that a lull had taken place is also unquestionable, for the failure of wave after wave of speculative effort had produced a widespread feeling of discouragement, and a tendency to concentration upon more concrete and smaller (for the most part Linnaean or Cuvierean) problems alone, since of these the solution was comparatively sure. The dramatic coincidence between Darwin’s and Wallace’s conclusions soon helped to gain immediate attention to the new theory; and this was thoroughly developed and retained by the prompt appearance of the first and second editions of the Origin of Species. Without entering upon a review of this classic treatise, much less a retrospect of the controversy it provoked, it is evident that it was upon almost all sides so much stronger than preceding attempts, its central doctrine so lucid and obvious a statement of the everyday facts of life, its mode of presentation so temperate yet so forcible, its self-criticism so frank and unconcealed, that its marvellous success was owing far more to intrinsic merit than favourable circumstances. The required re-statement of the evidence for the historic fact of evolution was at last learnedly and forcibly done, and the salient difficulties in its way, like that of the imperfection of the geological record, admirably met; yet this portion of the work sinks into comparative ineffectiveness beside the long-sought modal explanation of the process proffered in the theory of natural selection, which was soon seen to throw a new and searching light upon the smallest details of structure, function, and distribution,—in fact, to afford the instrument of a new and systematic interpretation of organic nature. Of this doctrine, then, a brief account is needed, and this may be best given by following as closely as possible upon the lines of the magnum opus itself, although the full title of this— The Origin of Species by means of Natural Selection, or the Preservation of Favoured Races in the Struggle for Life— is its own best and briefest summary.
Theory of Natural Selection.
After mentioning that his first light upon the origin of species was derived from his early distributional studies, Darwin points out that “a naturalist, reflecting on the mutual affinities of organic beings, on their embryological relations, their geographical distribution, geological succession, and such other facts, might come to the conclusion that species had not been independently created, but had descended like varieties from other species. Nevertheless, such a conclusion, even if well founded, would be unsatisfactory until it could be shown how the innumerable species inhabiting this world have been modified so as to acquire that perfection of structure and co-adaptation which justly excites our admiration.” Again, “It is therefore of the highest importance to gain a clear insight into the means of modification and co-adaptation. At the commencement of my observations it seemed to me probable that a careful study of domesticated animals and cultivated plants would offer the best chance of making out this obscure problem. Nor have I been disappointed: in this and all other perplexing cases I have invariably found that our knowledge, imperfect though it be, of variation under domestication affords the best and safest clue.” Hence the first chapter is devoted to an account of those extensive studies of variation under domestication which later formed the subject of a separate work.
A comparison between individuals of the same variety of cultivated plants or animals shows a greater degree of variation than between individuals of any one species or variety in nature. This higher variability of domestic productions is to be ascribed to the less uniform conditions of their upbringing, perhaps in part also to excess of food. Exposure to new conditions must be continued for generations to set up any great variation; but this, once set up, continues indefinitely. Changed conditions may directly influence the whole organization or certain parts alone, or act indirectly through the reproductive system. With respect to the direct action, the nature of the organization seems more important than that of the conditions. The effect on offspring may be definite: e.g., size may depend upon the amount of food, colour upon quality of food, thickness of skin and hair upon climate, &c. But indefinite variability is a much commoner result of changed conditions, and has probably played a much more important part in the formation of our domestic races. The reproductive system is peculiarly sensitive to very slight external changes. Many plants and animals will not reproduce in domestication, even though individually vigorous; others, though weak and sickly, breed freely. Hence we need not be surprised at the reproductive system acting irregularly and producing variations. But that variation is not exclusively associated with sexual reproduction is demonstrated by the case of plants “sporting” through bud-variations. Such cases, moreover, prove the nature of the organism to be of more importance than the conditions.
Changed habits and use and disuse produce an inherited effect; witness the lighter wing-and heavier leg-bones of the domestic duck, the enlarged udders of milch-cows, or the drooping (unpricked) ears of domestic mammals. Variations are often definitely correlated: short-beaked pigeons have small feet; hairless dogs have imperfect teeth; and blue-eyed white tom-cats are deaf. Hence selection of any one character will probably modify others indirectly. Although the laws governing inheritance are mostly unknown, probably most, if not all, characters tend to be inherited. The popular statement that domestic varieties, when they run wild, revert to the primitive stock is unsupported by satisfactory evidence; and, although reversions occasionally occur in domestication, there is no sign of any general tendency to the loss of acquired characters. Except in being less uniform than natural species, in often differing more widely in some single part, and in being fertile when crossed, there are no well-marked distinctions between our domestic races and the so-called true species of a genus. The many breeds of dogs and cattle may arise from more than one species; but probably those of horses and fowls, and clearly those of rabbits, ducks, and pigeons, are each descended from a single species. In this respect the breeds of pigeons are of peculiar importance, since not only carrier and tumbler, runt and barb, pouter and fantail, but at least a score of varieties might be chosen which differ so thoroughly, internally as well as externally, that an ornithologist, treating them as wild birds, would be compelled to grant them specific, and even distinct generic rank. Yet, since all these have indisputably arisen from the wild rock-dove (Columba liυia), it is clear that naturalists who admit a unity to such domestic races, which professed breeders have often laughed to scorn, should in turn be cautious before deriding the unity of wild ones.
How then have domestic races been produced? By external conditions or habits alone? One of their most remarkable features is in exhibiting adaptation, not to their own good, but to man’s use or fancy. We know that all the breeds were not produced as perfect as we now see them, and the key is man’s power of accumulative selection: nature gives successive variations; man adds them up, making for himself useful breeds. Skilful breeders speak of the organization as plastic and under control, and have effected extensive modifications within our own generation. Unconscious selection, which results from every one trying to possess and breed the best individuals, is even more important. This accumulated change explains why we so often cannot recognize the wild parent stocks of our cultivated plants, while its absence in countries inhabited by uncivilized man explains why these never yield plants worth immediate culture. Man’s power of selection is facilitated by keeping large numbers, in which variations are more likely to occur. Facility in preventing crosses is also of importance, as of pigeons as contrasted with cats; some species are, however, less variable than others, e.g., the goose.
Individual differences arise even in the offspring of the same parents and tend to be inherited; hence they afford material for natural selection to act on and accumulate, precisely as they would for human selection. (Polymorphic genera— e.g., Rosa, Rubus, Hieracium, &c.—may perhaps owe their protean character to their variations being of no service or disservice, and consequently not being acted on by natural selection. ) In determining whether a form should be ranked as species or variety, the opinion of naturalists of sound judgment and wide experience is the only guide, yet this lacks unanimity (see Species) : for example, of the polymorphic genera of the British flora alone Bentham reckons 112 species but Babington 251. Wallace has shown that no certain criterion can possibly be given by which to define his convenient working categories of Malayan Lepidoptera, &c., viz., variable forms, local forms, sub-species, and representative species. As De Candolle concluded from his monograph on oaks (in which he shows at least two-thirds of his 300 species to be provisional), “so long as a genus is imperfectly known and its species founded upon a few specimens” they seem clearly limited; but, “just as we come to know them better, intermediate forms flow in and doubts as to specific limits augment.” The terms variety and species are thus arbitrarily applied to indefinable groups of more or less closely similar individuals. Common species that range wide and are much diffused are those which vary most. The species of the larger genera in each country vary more frequently than the species of the smaller genera. The species of large genera present strong analogies with varieties, which we can only understand if they originated as such.
The term “struggle for existence” is used in a wide sense, including dependence of one being upon another, and embracing (which is more important), not only the life of the individual, but success in leaving progeny. From the high (geometrical) rate of increase of all organic beings (slow breeders only requiring a few more years to people a whole district) struggle inevitably follows, either one individual with another of the same species, or with the individuals of a distinct species, or with the physical conditions of life. It is the doctrine of Malthus applied with manifold force to the entire animal and vegetable kingdoms, for in this case there can be no artificial increase of food and no prudential restraints from marriage. The checks to increase are most obscure. Eggs or young animals generally suffer most, and plants, mostly as seedlings, both from germinating on ground already occupied and from animals. The amount of food, of course, gives the extreme limit of numbers, very frequently, however, the attacks of enemies, as of game by vermin. Climate plays an important part, and periodical seasons of extreme cold have destroyed as many as four-fifths of the birds of an observed area. Epidemics, too, may occur. In many a species a large stock of individuals is often essential to its preservation. Complex and unexpected checks and relations exist between organic beings which have to struggle together; witness the profound alteration of the flora and fauna of a heath when planted with Scotch fir, these again being wholly dependent upon the exclusion of cattle. But in several parts of the world insects determine the existence of cattle. Again, red clover depends for fertilization upon the humble-bees, these upon immunity from the attacks of field-mice, and thus indirectly upon the numbers of cats; hence no bees, no clover, and the more cats, the more clover! The struggle will almost invariably be most severe between the individuals of the same species, for they frequent the same districts, require the same food, and are exposed to the same dangers. In the case of varieties of the same species the struggle will generally be almost equally severe, and we sometimes see the contest soon decided (as in the case of varieties of wheat or sweet pea, of the mountain-sheep or medicinal leech). Similarly,...
[12,446 words — estimated reading time: 1.2 hours]
VARIATIONS, Calculus of. 1. It has been observed (Maxima and Minima, vol. xv. p. 643) that the origin of the calculus of variations may be traced to John Bernoulli’s celebrated problem, published in 1696 in the Acta Eruditorum of Leipsic, under the following form, Datis in plano verticali duobus punctis A et B, assignare mobili Μ viam AMB per quam gravitate sua descendens, et moveri incipiens a puncto A, brevissimo tempore perveniat ad punctum B. This problem introduced considerations entirely different from those hitherto involved in the discussion of curves, for in its treatment it is necessary to conceive a curve as changing its form in a continuous manner, that is, as undergoing what is styled deformation. This change of form can be treated analytically as follows.
Suppose y = f(x) to represent the equation of a curve, and let us write y=f(x)+aψ(x) (1), where α is an infinitesimal quantity, and ψ (x ) any function of x subject only to the condition of being finite for all values of x within the limits of the problem. Then equation (1) represents a new curve indefinitely close to the curve y =f(x) ; and by varying the form of ψ(x) we may regard (1) as representative of any continuous curve indefinitely near to the original curve....
2. Again aψ(x) is the difference of the y ordinates of the two curves for the same value of x; this indefinitely small difference is called the variation of y, and is denoted by δy. It may be regarded as the change in y arising solely from a change in the relation connecting y with x, while x itself remains unaltered. In general, if y be a function of any number of independent variables x 1 , x 2 ,. .. x n , then δy represents any indefinitely small change in y arising solely from a change in the form of the function, while x 1 , x 2 , &c., are unchanged. Thus the variable y may receive two essentially distinct kinds of increment,—one arising from a change in one or more of the variables, the other arising solely from a change in the relation which connects y with these variables. The former increments are those contemplated and treated of in the ordinary calculus; the latter are those principally considered in the calculus of variations.
We shall follow Strauch, Jellett, Moigno, and the principal modern writers on the subject, by restricting, in general, the symbol δ to the latter species of increment. In many problems both kinds of increment have place simultaneously. Thus, if y =f(x 1 , x 2 , x 3 ), and if ∆y denote the total increment of y, we have = + (2); and so on in all cases. g y g
3. It is readily seen that = and in general jn y ç» β that δ y j ζ = ¾Λ The last equation may be written δD n y=D n δy . (3), where D stands for the symbol of differentiation, d/dx .
4. We shall adopt Newton’s notation and write y for dy/dx, ÿ for d 2 y/dx 2 , y(n) for d n y/dx n and proceed to consider the variation of the general expression V =f(x, y,y,ÿ,... y n ), in which the form of the function f is given, while that of y in terms of x is indeterminate. Here, considering x as unchanged, we have
Now let then we have δ V~= Pδy + P v Dδy + P⅛D~δy + . . . +P n D n δy (4).
5. Next let us consider the variation of the definite i xι integral Z7 = I Vdx, where V does not contain either of the limits x 0 and x 1 . Here, when the limits are unchanged, we have 8U= I δ Vdx, and, when the limits undergo change, J *0
δU=δ∣ 1 Kdx= ∣δVdx+ V 1 dx 1 - V 0 dx 0 (5).
J xo J xo
6. We shall here bring in a new symbol, called the sign of substitution, which was introduced by Sarrus. Thus, if F be any function of x, y, &c., the result of substituting x 1 for x in F —the other variables being unchanged—is
∕ xl F in the form of notation adopted by ∕ x l
Moigno and Lindelöf. The difference between ∕ F and ∣ x ^F is represented by J 1 F. Employing this notation, (5) is written δU= ∣ δVdχ+ ∕ Vdx (6).
J xo ∕ XO
7. We now proceed to transform the last equation, commencing with the case in which V is a function of x, y, and y solely.
∕⅛1 ∕≈ι
Here δU= I <J>δy + P v Dδy}dx+I Vdx, -h F - d ·^ + /y 9+ /^ m
Next let V be a function of x, y, ÿ, and ÿ, then
δ U= Γ (Pδy + Pι∑>δy + P 2 B 2 δy)dx + ∕ Vdx.
Hence, observing that we get W=∫^(i>-⅛ i +⅛)⅛'fe+∕ j .' r *'
+ ∕^ λ -S) s ≈' + ∕> λ (8) ·
In general, if V be a function of x, y, y, ÿ,. . . y n we have δU= Γ∖pδy + P 1 Pδy + . . . + P n D n δy)dx + ∕ 1 Vdx. J a⅛ ' a ⅛ . .
Now let D 1 denote the differentiation of δy, and D 2 the differentiation of P 1 , P 2 , &c.; we may write P m D m δy - ( - 1) m δyD m P m =(D 1 m - ( - 1) m D 2 m )P m δy = (D 1 + D 2 )(D 1 m-1 -D 1 m-2 D 2 + .... ±D 2 m-1 )P m δy
Hence [ 11 p m D m δydx={- l) m f 1 ^^δydx J x 0 J x 0 dx + <- ι )"-⅛^⅛)∙ Applying this to the different terms in the value of δ U given above, " egβt
√>-⅛÷∙∙∙÷<-υ"-≤⅜> ÷∕>S÷∙∙∙÷<-^)⅛ √>5⅛t∕> w ∙
This result may be written
ΛT 1 ,x 1 δU= ∕ {P)δydx+ ∕ Vdx J X 0 'Xo +∣ x ∖{P 1 )δy+{P 2 ')δy+ ... +(P n )δ√ n - 1 >} (10).
when, (P)=P-⅛√⅛- .... (P,)= λ -¾ + ⅛- ..„and so on.
8. This expression consists of three parts,—(1) the de-
P 1 finite integral I (P)δydx, which depends on δy, the change J XO Vdx, x 0 which depends solely on the change in the limiting values of x; and (3) the quantity ∕ 1 {(Z∖)δy + (P 2 )δ^ + · · · } , ' ⅜
which depends on the variations of y, y, &c., at the limits. It is often convenient to write (10) in the abbreviated form δU=L + f Mδydx (ll).
J xo
9. The principal applications of the calculus of variations have reference to the determination of the form of one or more unknown functions contained in a definite integral, in such a manner that the integral shall have a maximum or minimum value. For instance, to determine the form of the function y which renders f Vd jc a maximum or a minimum, we have as above δU-L + ^ 1 Jfδydx. Here, as in the differential calculus (see Infinitesimal Calculus, § 64), for a maximum or minimum value of U it is readily seen that we must have δ U= 0; this leads to Γx 1 L = 0 and I Jfδydx = 0. Now the latter integral cannot J xo . be zero for all indefinitely small values of δy unless M = 0 for all values within the limits of integration. Hence we get the differential equation in y,
<>’>·
10. We here suppose that there is no restriction on δy, so that for any value of x the increments + δy and - δy are equally compatible with the conditions of the problem. The reasoning consequently will not apply if the conditions render this impossible. For instance, if a curve be restricted to lie within a given boundary, then for all points on the boundary the displacements must be inwards, and the opposite displacements are impossible. In this case the curve satisfying a required maximum or minimum condition consists partly of portions of the boundary and partly of portions of a curve satisfying the equation M= 0.
11. The equation M =0 is in general a differential equation of the degree 2n; accordingly its solution usually contains 2n arbitrary constants. The values of these constants are to be determined by aid of the equations deduced from L =0 in combination with the given conditions at the limits. For example, if V be a function of x, y, dP and ÿ solely, the solution of P--^=0 is in general of the form y=f(,x, c 1 , c 2 ). Now, suppose that the limiting points are restricted to the curves y 0 =f o (x o ) and y 1 = f 1 (x 1 ), then we get at the limits δy0+y0dx0=f 0 '(x 0 )dx 0 and δy 1 + y l dx l =f 1 '(x 1 )dx 1 . Hence, substituting in L = 0 the values of δy 0 and δy 1 derived from these equations, we get, since dx 0 and dx 1 are arbitrary,
F"o + (∙Pι)oC∕o ’ (⅜) - ⅛ ’ o) = θ∖ ∕'i¾'(
P 1 +(Λ)ι(ΛX¾)→ι)=oΓ∙∙÷ ( λ
We have therefore six equations for the determination of the six quantities x 0 , y 0 , x 1 , y 1 , c 1 , and c 2 .
The integration of the equation M =0 is much simplified in particular cases. -
(1) Let V be a function of x and y solely, then we have =0, therefore P 1 = c (14).
(2) If V be a function of y and ÿ solely, P=⅛⅜, also ⅛ V) = Pÿ + P 1 jf dP dx dx
= -τ⅛' + P 1 y. Hence, integrating, we get V=P 1 y + c (15), where c is an arbitrary constant.
12. For example, let us consider Bernoulli’s problem of the curve of quickest descent under the action of gravity. Take the axis of x vertical and that of y horizontal, and suppose the particle to start from the point x 0 , y 0 , with the velocity due to the height h; then, if v be the velocity at any point, we have v 2 =2g(x + h-x 0 ), also dt= —= ..... Here, neglecting a constant factor, we may v √2<7√z + ⅛-ar 0 & J write Z7=; and by ( 14 ) we get - =c V¾ + hx„. jχ o ^dx + h-x o , ∖L+y
Now, writing a for l∕c 2 and assuming x + h - x 0 = a sin 2θ , we find dy =tan θdx=a(1 - cos2θ)dθ ; therefore y=a(θ - sin θ cos θ) + K, and we infer that the curve is a cycloid.
(a ) If we suppose the upper limit to be fixed and the lower restricted to the curve y 1 = f 1 (x 1 ), we get from (13)
l + tanθ 1 f 1 '(x 1 )=0 (16); accordingly the curve intersects the bounding curve orthogonally. (β ) Next let the upper limit be restricted to the curve y 0 = f 0 (x 0 ); then since V contains x 0 , we have an additional term in δU arising from C x ^d V the change in x 0 , viz., dx 0 I dx ; consequently the coefficient of J x o clx o dx 0 in δU is f'⅛⅛x - {F o + (PM ’ { χ o) ~ ^o)}, f x ιdV and we have J ^d χ = f r o + (Λ)o(∕o'(a ⅛) ~ ⅛ ’ o) (17)∙
If we substitute for V its value, we get without difficulty from this equation 1 + tan θ 1 f 0 '(x 0 ) = 0. Comparing this with (16), we see that the tangents to the bounding curves at the extremities of the trajectory are parallel (Moigno, op. cit., p. 230).
13. More generally, consider the curve for which U— ί μds rχι . J xo = Ι ΛV1 + i> 2 dx is a maximum or a minimum, where μ rs a given
* ∙^0 d∣JL U.Ï/ function of x and y. Here P= ~r∖∕l + z∕ 2 , P- l =— ==λ- , and we get ⅜ 1 √Γ+Z 6 dμ Λ ίdμ .dμ∖ d ( ÿ ∖ + ÿ2= √i7FΛ^ ⅞∕ ; hence' if ρ be the radius of curvature, we have
Γ-J(cos ⅛ +c,,s ^t) < 18 >’
where α, β are the angles which the normal makes with the coordinate axes respectively. Jellett remarks that, if the proposed /ds ·
• , we should then have arrived at the equation
- = -i cos a, c ^ + cosS⅛Y and consequently have seen that the two P μ∖ dx dyj curves contained under the equation ρ 2 =f(x,y,y) are such that, if one renders J^ μds a maximum or a minimum, the other possesses the same property with regard to (—.
14. Next, to find the curve such that the surface generated by its revolution round a given line shall be a minimum. Here, neglecting a constant multiplier, we may write U = I yVl + y i dx;
J XQ
accordingly by (15) we have y =c√1+ y 2 . This gives -, —- = . ∖∕y--c i c , , x+b 1 ∕ ∖⅞ 2 -c 2 ∖
and hence —= log (yd —— 1, or y = c -^+b∙)∣c +e -(x+b)l^ (19), which represents the common catenary.
15. We now proceed to generalize the results in § 11. If V be a function of x, ÿ, ÿ, . .. y {n not containing y explicitly, we have by integration
Λ-S÷⅛-∙÷<-υ-^ -
where c is an arbitrary constant. Again, if V does not contain x explicitly, ^( Γ)= ÿP+yP 1 + ... + ^ ft+1 ^P n ∙ Also, from the equation 3f= 0 we see that P=^- 1 -⅛⅛ + ... - ( -1)" ςτ~p; hence dx dx i dx n =(D 1 + Z) s X⅛P 1 ) + (2√ - Λ 2 )(^<s) +... + (Λ" - ( - 1 WW,), where D 1 represents the differentiation of y, ÿ, &c., and Z> 2 that of ∕∖, P 2 , &c. Consequently, by integration
Γ=c + 2 ∕(P 1 ) + ÿ(P 2 ) + . ·. + √ 7l >Λ 1 (21), a differential equation of the order 2n - 2 at the highest. Again, if V contains neither x nor y explicitly, we may substitute c' for (P 1 ), and consequently we have
V=c + c'⅛+y(P 2 )+ ... +√ n >P n (22).
16. As an example, let us investigate the curve for which the area between the curve, its evolute, and the extreme radii of curva-fs 1 ∕∙¾(1 + λ2)2 ture shall be a minimum. Here U= pds= — -d x. Hence J √ J χ 0 y by (22), since yP 2 = - V, we have P^=c 1 + c i f∣, or p = . C1 - -1—-=; ds . Vl + ÿ 2 VI + y 1 therefore 5 - = c 1 cos <∕> + c 2 sin ≠, where φ is the angle made by the dφ tangent with the axis of x. This leads to s= -c 1 sin ≠ + c 2 cos φ + c 3 (23), which shows that the curve is a cycloid. Again, (1) if the extreme points be fixed, the equations at the limits are (P 2 ) 0 = 0, (P 2 ) 1 = 0. This shows that the radius of curvature vanishes at both limits and the curve must be a complete cycloid. (2) If the extremities lie on the curves y 0 -∕o(⅞)> Vι=fι( x ι) ! then the equations furnished by L =0 are Po + (P])ol∕o'(⅜) - ⅞i = θ> (Ρ2)ο = θ1 ι<)i∖ i r ι + (P 1 ) 1 W(a∙ 1 )~⅛ι} =0, (P 2 ) 1 = 0 f
Hence the extreme points are cusps on the cycloid; moreover, since in this case V o = 0 and V 1 = 0, we have y 0 -∕ 0 '(a⅛) = θ> ⅛ 1 -∕ 1 '(αq) = 0, which show that the cycloid at each of its extremities touches these curves, and that the line joining the extreme points is normal to each of the bounding curves.
It is easily seen that the minimum area is four times that of the circle which generates the cycloid. vι
17. Next let us consider the variation of £7= I Vdx, J Xo where V is a given function of x, y, 2, ÿ, 2,y,2,... y^ n ∖ zt m ∖ and y, z are undetermined functions of x. τ . λ dV n dV r ,
Ut ' Q= li ,Q t =- 3i ,l u1 ., then SU= ∕ 1 ^Pdx+ ί (Pδy + P 1 Dδy +.. ,+P n IPSy)dx
'Xo J x o
Γ x ι
+ I (Qδz+Q 1 Dδ2 + . . . +Q m D δz)dx. J zθ
Proceeding as in § 7, we find δU= Γ∖p)δydx + Γ 1 (Q)δzdx + ∕ xi Vdx
J Xn J Xλ I x a
+ ∕ xι {(P 1 )δy+(ΛW+· · · + 7 ’ n δ√ n - υ }
∕ x 0 + / X1 {(Qι)Sz+(Q a )δz + ...+ Q m δz<∙ m - 1 >} (25), ' Xo where (7 1 ), (Z ’ 1 ),... have the same meaning as in § 7, and (Q ), (Q 1 ),.. . are the corresponding functions for the variable z . r χ ι
18. The determination of y and z where 1 Vdx is a χ o maximum or a minimum leads, as in § 8, to the equations (P ) = 0, (Q)=0, along with the equation at the limits ∕Vd⅛+ ∕* 1 {(P 1 ')δy + ...P n δ∕ n ~ γ >} + ∕ x ∖(Q 1 )δz+ ...Q m δJ m ~V} =0. I Xo ' Xo ,χ o
The mode of treatment is similar to that for a single dependent variable.
19. In the discussion of a curve which possesses a maximum or minimum property, if we limit the investigation to all curves of a given length or which satisfy some other condition, we have a distinct class of problems, which originated in the isoperimetrical problems of James Bernoulli. They were originally styled isoperimetrical, but are now called problems of relative maxima and minima. Thus, let it be proposed to determine the form of y which renders c χ ι U = I Vdx a maximum or a minimum, and which also J Xo f x l satisfies the condition V = I Vdx = constant, where V and j Xo V are given functions of x, y, ÿ, &c. It is obvious that, if U is a maximum or a minimum, so also is U+ aU', where a is any arbitrary constant. Accordingly the problem reduces to the determination of the maximum or minimum value of the integral f (V + aV')dx, regarding a as a constant, whose value is to be determined by aid of the given value of U'.
20. Another class of problems closely allied to the preceding is that in which the variables are connected by one or more equations of condition: for instance, when y, ÿ, ÿ, & c., z, z , &c., are connected by a relation W= 0, we investigate the maximum or minimum values of U=[ xι (Γ+λJV)dx (26), J xo where λ is an indeterminate function of x. We will illustrate these principles by examples.
21. To find the curve connecting two fixed points such that the surface generated by its revolution round a fixed line shall be given, and the volume of the generated solid shall be a maximum. Taking the fixed line as the axis of x, we may write U= (y 2 + ay∖ll + y∙ i )dx. J X o
Hence by (15) we have 1∕ 2 + αy√l+⅛ 2 =c + ^p==,
ΛV
or ^ + √γ⅞f= c -' ' 2i, ∙
If the curve meets the fixed axis we have c =0, and the curve is a circle whose centre lies on the axis.
The further integration of (27) depends on elliptic functions; it can, however, be shown without difficulty, as was proved by De-launey, that the curve is that generated by the focus of...
[5,747 words — estimated reading time: 35 minutes]
VARICOSE VEINS. See Surgery, vol. xxii. p. 684.
[8 words — estimated reading time: 1 minute]
