How to use this course
Laplace’s name is attached to an equation, a transform, an operator, a resonance, a demon and a method of asymptotic integration. Each is a fragment of two great programmes. The first was to show that Newton’s law of gravitation, by itself, explains every observed motion in the solar system. The second was to turn the calculus of chance into a method for reasoning from evidence to causes. This course follows both, together with the career of a scientist who served the monarchy, the Revolution, Napoleon and the restored Bourbons in turn.
- Multivariable calculus and ordinary differential equations.
- Newtonian mechanics and the Kepler problem.
- For Lessons 06 and 07, the Laplacian in spherical coordinates and separation of variables.
- For Lessons 08 and 09, a first course in probability (densities, expectation, variance).
Each technical lesson opens with a paragraph for the general reader, then gives precise statements in modern notation, derivations and exercises with folded solutions. Lessons 04 to 07 treat celestial mechanics and the physics of attraction, Lessons 08 and 09 probability, and Lesson 10 his contributions to experimental and theoretical physics.
Timeline
| 1749 | Born 23 March in Beaumont-en-Auge, Normandy, son of Pierre Laplace, who was in the cider trade, and Marie-Anne Sochon. |
| 1765 | Enters the University of Caen to study theology; turns to mathematics under Christophe Gadbled and Pierre Le Canu. |
| 1768 | Goes to Paris, aged 19, with a letter of introduction to Jean le Rond d’Alembert, who secures him a post teaching mathematics at the École Militaire. |
| 1773 | 31 March: elected adjoint of the Académie des Sciences after two failed attempts. Memoir on the invariance of the planetary mean distances. |
| 1774 | Mémoire sur la probabilité des causes par les événements: inverse probability. |
| 1775–76 | Dynamical theory of the tides; the Laplace tidal equations. |
| 1780–84 | Experiments on heat with Antoine Lavoisier; their Mémoire sur la chaleur appears in 1783. |
| 1784 | Becomes examiner of the Royal Artillery. The next year he examines the 16-year-old Napoleon Bonaparte. |
| 1785–86 | Explains the great inequality of Jupiter and Saturn. Promoted to senior rank in the Académie. |
| 1787 | Explains the secular acceleration of the Moon. |
| 1788 | Marries Marie-Charlotte de Courty de Romanges. |
| 1789 | Elected Fellow of the Royal Society of London. |
| 1790 | Joins the commission on weights and measures; removed from it during the Terror. |
| 1795 | Founding member of the Bureau des Longitudes and the Institut national; lectures on probability at the École Normale. |
| 1796 | Exposition du système du monde, with the nebular hypothesis. |
| 1799 | First two volumes of the Traité de mécanique céleste. Minister of the Interior for six weeks after the coup of 18 Brumaire, then appointed to the Senate. |
| 1802–05 | Volumes 3 and 4 of the Mécanique céleste; chancellor of the Senate from 1803. |
| c. 1806 | Buys a house at Arcueil, next to Claude-Louis Berthollet; the Society of Arcueil forms around them. |
| 1810 | First general form of the central limit theorem. |
| 1812 | Théorie analytique des probabilités. |
| 1813 | His daughter Sophie-Suzanne dies in childbirth. |
| 1814 | Essai philosophique sur les probabilités. Votes for Napoleon’s deposition; made a peer of France by Louis XVIII. |
| 1816 | Elected to the Académie française. Corrects Newton’s formula for the speed of sound. |
| 1817 | Created marquis. |
| 1825 | Fifth and last volume of the Mécanique céleste. |
| 1827 | Dies in Paris on 5 March, aged 77. |
Normandy and Caen, 1749–1768
Pierre-Simon Laplace was born on 23 March 1749 in Beaumont-en-Auge, a village in the Pays d’Auge of Normandy. His father, Pierre Laplace, was comfortably off in the cider trade; his mother, Marie-Anne Sochon, came from a prosperous farming family at Tourgéville. Later legends of a childhood in poverty, which Laplace never troubled to correct, are not supported by the records.
From about the age of seven to sixteen he was a day pupil at the school of the Benedictine priory in Beaumont. The family expected a career in the Church. At sixteen, in 1765, he went to the University of Caen to study theology.
Caen
At Caen two teachers changed his direction. Christophe Gadbled and Pierre Le Canu recognised a gift for mathematics, and Laplace found that analysis absorbed him more than theology. He spent two years at Caen and left without a degree. Le Canu gave him a letter of introduction to the most influential mathematician in Paris, and in 1768, aged 19, Laplace set off to use it.
D’Alembert’s protégé, 1768–1773
Jean le Rond d’Alembert was a leading figure of the Académie des Sciences and co-editor of the Encyclopédie. According to the standard account, he gave little weight to the letter of introduction, and Laplace then wrote him a letter of his own on the principles of mechanics. D’Alembert was impressed enough to find him a post as professor of mathematics at the École Militaire, which gave Laplace a salary and time for research.
The output that followed was extraordinary. His first paper was read to the Académie on 28 March 1770, and within three years he had presented work on extrema of functions, difference and differential equations, the theory of chance, and the motions of the planets. He was nevertheless passed over for election in 1771 and 1772, and d’Alembert wrote to Joseph-Louis Lagrange in Berlin asking whether the Berlin Academy might take him. On 31 March 1773 the Paris Académie finally elected him adjoint. He was 24.
Two programmes take shape
Two of the papers of these years set his agenda for life. In the memoir read in 1773 and published in 1776 he attacked the problem of whether the mutual attraction of the planets would slowly change their mean distances from the Sun (Lesson 04). In the 1774 Mémoire sur la probabilité des causes par les événements he formulated, independently of Thomas Bayes, the rule for passing from observed events to the probabilities of their causes (Lesson 08). Laplace saw the two subjects as one: probability was the tool for extracting true laws from imperfect astronomical observations.
The Academy and the Revolution, 1773–1795
Through the 1770s and 1780s Laplace produced a stream of memoirs on celestial mechanics, often in friendly competition with Lagrange, whose results he would sometimes take up, extend and publish quickly. Their exchanges created the secular theory of the planets (Lesson 04). In 1775 and 1776 he developed a dynamical theory of the ocean tides (Lesson 07). In the 1780s he wrote on the attraction of spheroids and the figure of the Earth, where the equation now named after him appears (Lesson 06).
Lavoisier and heat
Between 1780 and 1784 Laplace worked with the chemist Antoine Lavoisier on heat. They built an ice calorimeter, which measures heat by the quantity of ice it melts, and measured specific heats and heats of reaction. Their 1783 Mémoire sur la chaleur showed that a guinea pig produces roughly as much heat as the combustion of the carbon it exhales as carbon dioxide would release, supporting the view that respiration is a slow combustion.
Recognition
In 1784 Laplace became examiner of the Royal Artillery, and in 1785 he examined and passed a 16-year-old cadet named Napoleon Bonaparte. In 1785 and 1786 he solved the long-standing puzzle of the great inequality of Jupiter and Saturn (Lesson 05), and in 1787 he explained the secular acceleration of the Moon. He was promoted to senior rank in the Académie in 1785 and elected to the Royal Society of London in 1789. In 1788 he married Marie-Charlotte de Courty de Romanges, about twenty years his junior. They had a son, Charles-Émile (1789–1874), who followed a military career, and a daughter, Sophie-Suzanne.
Revolution
In May 1790 Laplace joined the Académie’s commission on weights and measures, which designed the metric system. The Académie was suppressed in August 1793, and during the Terror he was removed from the commission. Lavoisier, his former collaborator, was guillotined in May 1794. After the fall of Robespierre the new institutions of the Republic drew heavily on Laplace. In 1795 he was a founding member of the Bureau des Longitudes and of the Institut national, and he lectured on probability at the short-lived École Normale. Those lectures grew into the Essai philosophique of 1814.
Perturbations and the stability of the solar system
For the general reader. Each planet is pulled mainly by the Sun but also, slightly, by every other planet. Newton feared these small pulls would accumulate until the solar system needed divine correction. Laplace and Lagrange showed that, to the accuracy of their approximations, the sizes of the orbits do not drift, and their shapes and tilts only oscillate within fixed limits.
- Write the motion of a planet as a Kepler ellipse with slowly varying elements.
- Understand why the semi-major axes have no secular change at first order in the masses.
- Solve the linear secular system for eccentricities and derive Laplace’s stability argument.
Osculating elements
For a planet of mass \(m\) around a Sun of mass \(M\), the unperturbed motion is a Kepler ellipse with semi-major axis \(a\), eccentricity \(e\), inclination \(i\), longitude of perihelion \(\varpi\), longitude of node \(\Omega\) and mean longitude \(\lambda=nt+\varepsilon\), where the mean motion satisfies \(n^2a^3=G(M+m)\). With other planets present, the equations of motion become
\[ \ddot{\mathbf r} = -\frac{G(M+m)}{r^3}\,\mathbf r + \nabla_{\mathbf r} \mathcal R , \]where the disturbing function \(\mathcal R\) is of the order of the perturbing masses. At each instant the position and velocity define an ellipse, the osculating ellipse, and the elements now vary slowly. The method of variation of constants, developed by Euler, Lagrange and Laplace, gives their rates of change. The simplest is
\[ \frac{da}{dt} = \frac{2}{na}\,\frac{\partial\mathcal R}{\partial\lambda}. \]Secular invariance of the mean distances
The disturbing function is a Fourier series in the angles. Its terms depending on the mean longitudes \(\lambda_j\) oscillate quickly and average out. If no combination \(k_1n_1+k_2n_2\) of mean motions with small integer coefficients nearly vanishes, the long-term evolution is governed by the secular part \(\overline{\mathcal R}\), the average over all mean longitudes.
In the absence of mean-motion resonances, the averaged disturbing function \(\overline{\mathcal R}\) does not depend on the \(\lambda_j\). Hence \(\overline{da_j/dt}=0\): the semi-major axes, and so the mean motions, have no secular variation at first order in the planetary masses. Laplace proved this keeping terms up to second degree in the eccentricities and inclinations; Lagrange proved it for all eccentricities; Siméon Denis Poisson extended it to second order in the masses.
The proof at first order is the remark above: \(\partial\overline{\mathcal R}/\partial\lambda=0\) because \(\overline{\mathcal R}\) has been averaged over \(\lambda\). The work lies in justifying the averaging and in Poisson’s second-order computation. Laplace drew a broad conclusion: no planet will spiral into the Sun or escape because of mutual gravitation, at least over the times his approximations cover.
The secular system
The eccentricities and perihelia do vary. Set \(z_j=e_j\,e^{\mathrm i\varpi_j}\) for planets \(j=1,\dots,N\). Keeping terms of second degree in the eccentricities in \(\overline{\mathcal R}\), the secular equations become linear with constant coefficients:
\[ \frac{dz_j}{dt} = \mathrm i\sum_{k=1}^{N} A_{jk}\,z_k , \]where the real matrix \(A\) depends on the masses and semi-major axes through Laplace coefficients (Fourier coefficients of \((1-2\alpha\cos\psi+\alpha^2)^{-s}\), \(\alpha=a_j/a_k\)). Lagrange derived the analogous system for inclinations and nodes in 1774; Laplace did it for eccentricities; Lagrange computed the full solution for the six known planets in 1781–84. The solution is a sum of normal modes,
\[ z_j(t)=\sum_{k=1}^{N} e_{jk}\,e^{\mathrm i(g_k t+\beta_k)}, \]with real frequencies \(g_k\), the eigenvalues of \(A\). Each perihelion precesses and each eccentricity oscillates between fixed bounds.
With \(\Lambda_j=m_j\sqrt{G M a_j}\), the matrix \(\Lambda A\) is symmetric, and the secular system conserves
\[ C=\sum_{j}\Lambda_j\,|z_j|^2 \;=\; \sqrt{GM}\sum_j m_j\sqrt{a_j}\,e_j^2 . \]Since the \(a_j\) are constant and every term is positive, if \(C\) is small initially then every eccentricity remains small for all time: \(e_j^2\le C/(\Lambda_j)\). The same holds for the inclinations.
The argument depends on all planets orbiting in the same direction (all \(\Lambda_j>0\)) and on the truncations. Urbain Le Verrier found in the 1840s that higher-order terms and small divisors make the inner planets’ secular theory delicate, and Henri Poincaré showed in the 1890s that the perturbation series generally diverge. Numerical integrations by Jacques Laskar from 1989 found that the solar system is chaotic with a Lyapunov time of about 5 million years, and that over 5 billion years Mercury’s eccentricity has a probability of order 1% of growing large enough for collisions. Within the horizon Laplace had in view, his conclusion holds.
Exercise 4.1Let \(\dot z=\mathrm iAz\) with \(z\in\mathbb C^N\), and suppose \(DA\) is real symmetric for a positive diagonal matrix \(D=\mathrm{diag}(\Lambda_j)\). Show that \(\sum_j\Lambda_j|z_j|^2\) is constant.
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Exercise 4.2For two planets, take \(A=\begin{pmatrix}p&q\\ r&s\end{pmatrix}\) with \(p=7,\ s=18,\ q=-2,\ r=-5\) (arcseconds per year). Find the two secular frequencies and the period of the slower mode.
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Exercise 4.3Show why the mean motions cannot drift if the semi-major axes do not: what secular change in \(\lambda\) would a secular drift \(\dot a=\kappa\) produce?
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The great inequality and resonances
For the general reader. Since the late seventeenth century astronomers had seen Jupiter speeding up and Saturn slowing down. If this continued, Saturn would eventually leave the solar system. Laplace showed that the effect is a slow swing lasting about 900 years, produced because two Jupiter years are almost exactly five Saturn years.
- Understand how near-commensurabilities amplify small terms.
- Derive the ratio of the Jupiter and Saturn effects from energy conservation.
- Meet two other Laplace resonance results: Jupiter’s moons and the Moon’s acceleration.
The puzzle
Comparing ancient and modern observations, Edmond Halley had inferred an acceleration of Jupiter and a deceleration of Saturn. Leonhard Euler won Paris prizes in 1748 and 1752 for attacking the problem but found an acceleration for both planets, contrary to observation; Lagrange’s work of the 1760s also failed to settle it. In 1773 Laplace found no secular term in the mean motions (Lesson 04) and for a time suspected causes outside Newtonian gravitation. In 1785 Lagrange pointed out that near-commensurable mean motions can make otherwise tiny periodic terms large. Laplace took this up and presented his solution in November 1785.
Small divisors
The disturbing function contains terms of the form \(\mathcal R_{k}\cos(k_1\lambda_J+k_2\lambda_S+\cdots)\). A term with frequency \(\nu=k_1n_J+k_2n_S\) enters \(\dot a\) with amplitude proportional to \(\mathcal R_k\), and so enters \(\lambda\), after two integrations, with amplitude proportional to \(\mathcal R_k/\nu^2\).
The mean motions of Jupiter and Saturn satisfy \(2n_J-5n_S\approx 0\). The term in \(\cos(2\lambda_J-5\lambda_S+\dots)\) is of third degree in the eccentricities and inclinations, hence small, but its divisor \((2n_J-5n_S)^2\) is very small. The resulting periodic inequality in longitude has a period of about 900 years and amplitudes of tens of arcminutes, in opposite directions for the two planets. With this term and no secular term, Laplace’s theory represented observations from antiquity to the eighteenth century.
The ratio of the effects
Over times short compared with the secular evolution, the energy of the Sun–Jupiter–Saturn system is approximately \(-\tfrac{G M m_J}{2a_J}-\tfrac{GMm_S}{2a_S}\) plus a small interaction term with no long-period part at this order. Conservation gives
\[ \frac{m_J}{a_J^2}\,\delta a_J+\frac{m_S}{a_S^2}\,\delta a_S\approx0, \qquad \frac{\delta n}{n}=-\frac32\frac{\delta a}{a}, \]so that
\[ \frac{\delta n_S}{\delta n_J}\approx-\frac{m_J}{m_S}\,\frac{a_S}{a_J}\,\frac{n_S}{n_J}. \]When Jupiter speeds up, Saturn must slow down, by a definite ratio. Observations gave about \(-2.3\), close to the value from the masses (Exercise 5.2).
The moons of Jupiter
For the Galilean satellites Io, Europa and Ganymede, Laplace showed that the mean motions and longitudes satisfy, exactly in the long run,
\[ n_1-3n_2+2n_3=0, \qquad \lambda_1-3\lambda_2+2\lambda_3=180^\circ, \]and that this configuration is stable: the angle librates about \(180^\circ\). The relation is now called the Laplace resonance. One consequence is that the three moons can never all be in conjunction.
The Moon’s secular acceleration
Ancient eclipse records showed the Moon’s mean motion increasing slowly. In 1787 Laplace traced this to the slow secular decrease of the Earth’s orbital eccentricity, which changes the average solar perturbation on the Moon. In 1853 John Couch Adams showed that this accounts for only about half the observed effect; the rest is due to tidal friction, which slows the Earth’s rotation.
Exercise 5.1Jupiter’s sidereal period is 11.862 years and Saturn’s 29.457 years. Compute the period of the angle \(2\lambda_J-5\lambda_S\). By what factor is a term with this frequency amplified in longitude, relative to one with frequency \(n_S\)?
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Exercise 5.2Using \(m_J/m_S=3.34\), \(a_J=5.20\) AU, \(a_S=9.54\) AU and the periods above, compute \(\delta n_S/\delta n_J\) from the energy relation.
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Exercise 5.3Show that the Laplace relation \(\lambda_1-3\lambda_2+2\lambda_3=180^\circ\) forbids a triple conjunction \(\lambda_1=\lambda_2=\lambda_3\), and find the angle between Io and Europa when Europa and Ganymede are in conjunction.
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Potential theory and spherical harmonics
For the general reader. To compute how a flattened planet attracts a moon, or what shape a rotating fluid Earth must take, one needs the gravitational pull of an extended body. Laplace found that the whole problem is governed by a single scalar function satisfying a simple equation, and that its solutions on a sphere can be broken into standard pieces. Both ideas now run through electrostatics, fluid dynamics and quantum mechanics.
- Show that the Newtonian potential is harmonic outside matter.
- Expand the potential of a body in spherical harmonics.
- Compute potentials of simple bodies and interpret the quadrupole term.
The potential and Laplace’s equation
For a body of density \(\rho\), define the potential
\[ V(\mathbf x)=G\int\frac{\rho(\mathbf x')}{|\mathbf x-\mathbf x'|}\,d^3x' ,\qquad \text{force per unit mass } \mathbf g=\nabla V. \]Joseph-Louis Lagrange had already used such a function; Laplace made it the central object of the theory of attraction in his memoirs of the 1780s.
Outside the matter, \(V\) satisfies Laplace’s equation
\[ \nabla^2 V=\frac{\partial^2V}{\partial x^2}+\frac{\partial^2V}{\partial y^2}+\frac{\partial^2V}{\partial z^2}=0. \]Inside matter with continuous density, \(\nabla^2V=-4\pi G\rho\) (Poisson’s equation).
The exterior statement follows by differentiating under the integral, since \(\nabla^2(1/|\mathbf x-\mathbf x'|)=0\) for \(\mathbf x\ne\mathbf x'\). Laplace wrote the equation in spherical coordinates, the form useful for planets:
\[ \frac{1}{r^2}\frac{\partial}{\partial r}\Big(r^2\frac{\partial V}{\partial r}\Big)+\frac{1}{r^2\sin\theta}\frac{\partial}{\partial\theta}\Big(\sin\theta\frac{\partial V}{\partial\theta}\Big)+\frac{1}{r^2\sin^2\theta}\frac{\partial^2V}{\partial\phi^2}=0. \]Spherical harmonics
Separating \(V=r^{-(l+1)}Y(\theta,\phi)\) gives the equation for a surface harmonic of degree \(l\):
\[ \frac{1}{\sin\theta}\frac{\partial}{\partial\theta}\Big(\sin\theta\frac{\partial Y}{\partial\theta}\Big)+\frac{1}{\sin^2\theta}\frac{\partial^2Y}{\partial\phi^2}+l(l+1)\,Y=0 . \]For axially symmetric \(Y\) the solutions are the Legendre polynomials \(P_l(\cos\theta)\), introduced by Adrien-Marie Legendre in the same years, with generating function
\[ \frac{1}{\sqrt{1-2xt+t^2}}=\sum_{l=0}^{\infty}P_l(x)\,t^l,\qquad |t|<1 . \]If a body lies within the sphere \(r\le R\), then for \(r>R\)
\[ V(r,\theta,\phi)=\sum_{l=0}^{\infty}\frac{Y_l(\theta,\phi)}{r^{l+1}}, \qquad \text{where } Y_l=G\int\rho(\mathbf x')\,r'^{\,l}P_l(\cos\gamma)\,d^3x' \]is a surface harmonic of degree \(l\) and \(\gamma\) is the angle between \(\mathbf x\) and \(\mathbf x'\). The \(l=0\) term is \(GM/r\); with the origin at the centre of mass the \(l=1\) term vanishes.
The proof inserts the generating function with \(t=r'/r\) and \(x=\cos\gamma\) into \(1/|\mathbf x-\mathbf x'|=\frac1r(1-2t\cos\gamma+t^2)^{-1/2}\). For an oblate planet the leading correction is the quadrupole term \(-\frac{GMR^2}{r^3}J_2P_2(\cos\theta)\), which makes the orbits of satellites precess. Laplace used such expansions to relate the flattening of the Earth to the variation of gravity with latitude and to the motion of the Moon.
Exercise 6.1Verify that \(1/r\) and \(r^2P_2(\cos\theta)=\tfrac12(3z^2-r^2)\) are harmonic on \(\mathbb R^3\setminus\{0\}\).
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Exercise 6.2Find the potential inside and outside a uniform ball of radius \(R\) and mass \(M\). Check Poisson’s equation inside and continuity of \(V\) and \(\nabla V\) at \(r=R\).
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Exercise 6.3Use the generating function to find \(P_0,P_1,P_2\) and verify that \(P_2\) satisfies the axisymmetric surface-harmonic equation with \(l=2\).
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The dynamical theory of tides
For the general reader. Newton explained tides as the ocean taking the shape the Moon’s pull would give it if water could respond instantly. Real oceans cannot keep up with the turning Earth. Laplace wrote the equations for a thin rotating ocean forced by the Moon and Sun, the starting point of all later tidal science and of much of modern ocean and atmosphere dynamics.
- Derive the tide-generating potential and the size of the equilibrium tide.
- Write down Laplace’s tidal equations.
- Understand his classification of tides into species.
The tide-generating potential
Let the Moon, of mass \(M_m\), be at distance \(d\) from the Earth’s centre. At a point on the Earth’s surface (radius \(a\)) at angular distance \(\psi\) from the sub-lunar point, the Moon’s potential minus the uniform part that accelerates the whole Earth is, to leading order in \(a/d\),
\[ \Phi_{\rm tide}=\frac{GM_m a^2}{d^3}\,P_2(\cos\psi). \]In Newton’s equilibrium theory the sea surface rises by \(\zeta_{\rm eq}=\Phi_{\rm tide}/g\), producing two bulges, one under the Moon and one opposite.
Laplace’s tidal equations (1775–76)
Treat the ocean as a thin layer of depth \(D(\lambda,\varphi)\) on a sphere rotating with angular velocity \(\Omega\), with longitude \(\lambda\), latitude \(\varphi\), eastward and northward velocities \(u,v\) and surface elevation \(\zeta\). Linearizing and neglecting vertical accelerations,
\[ \begin{aligned} \frac{\partial u}{\partial t}-2\Omega\sin\varphi\,v &= -\frac{g}{a\cos\varphi}\,\frac{\partial(\zeta-\zeta_{\rm eq})}{\partial\lambda},\\ \frac{\partial v}{\partial t}+2\Omega\sin\varphi\,u &= -\frac{g}{a}\,\frac{\partial(\zeta-\zeta_{\rm eq})}{\partial\varphi},\\ \frac{\partial\zeta}{\partial t}+\frac{1}{a\cos\varphi}\Big[\frac{\partial(uD)}{\partial\lambda}+\frac{\partial(vD\cos\varphi)}{\partial\varphi}\Big]&=0 . \end{aligned} \]The terms in \(2\Omega\sin\varphi\) are the Coriolis terms; Laplace included them half a century before Gaspard-Gustave Coriolis analysed the effect in general. The equations describe forced oscillations of a rotating fluid, and their free solutions are the Kelvin, Poincaré and Rossby waves of geophysical fluid dynamics.
Species
Expanding \(P_2(\cos\psi)\) in the latitude and hour angle of the Moon splits the forcing into three species: long-period (independent of the Earth’s rotation), diurnal (once per day) and semidiurnal (twice per day). Each species has its own spatial pattern and responds separately. Laplace showed that for an ocean of uniform depth covering the globe, the diurnal species produces no rise and fall of the surface, He tested his theory against long series of tide records from Brest. He also introduced the practice of analysing tidal records as sums of harmonic constituents, each forced at an astronomical frequency.
Exercise 7.1Show that the equilibrium tide has range \(\tfrac32\frac{M_m}{M_E}\big(\frac ad\big)^3a\) between the sub-lunar point and the circle \(\psi=90^\circ\). Evaluate it with \(M_m/M_E=0.0123\), \(d/a=60.3\), \(a=6371\) km.
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Exercise 7.2Long waves in water of depth \(D\) travel at \(\sqrt{gD}\). Compare this, for \(D=4\) km, with the speed at which the sub-lunar point moves across the equator. What does this imply for the equilibrium theory?
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Inverse probability
For the general reader. Ordinary probability goes from causes to effects: given a fair coin, how likely are ten heads? Laplace asked the reverse question: given the effects we observe, how probable is each possible cause? His answer, found independently of the English minister Thomas Bayes, is the foundation of what is now called Bayesian statistics.
- State Laplace’s principle of inverse probability.
- Derive the posterior for a binomial proportion and the rule of succession.
- See how Laplace applied it to real data.
If an event \(E\) can arise from causes \(C_1,\dots,C_n\), equally probable a priori, then
\[ P(C_i\mid E)=\frac{P(E\mid C_i)}{\sum_{k=1}^nP(E\mid C_k)} . \]In the 1812 Théorie analytique he gave the general form with unequal prior probabilities \(P(C_i)\): \(P(C_i\mid E)=P(E\mid C_i)P(C_i)/\sum_kP(E\mid C_k)P(C_k)\).
The binomial case
An urn contains white and black tickets in an unknown proportion \(p\), taken uniform on \([0,1]\) a priori. In \(n\) draws with replacement we see \(s\) white. Then the posterior density is
\[ f(p\mid s,n)=\frac{p^{s}(1-p)^{n-s}}{\int_0^1 q^{s}(1-q)^{n-s}\,dq}=\frac{(n+1)!}{s!\,(n-s)!}\,p^{s}(1-p)^{n-s}, \]using Euler’s beta integral \(\int_0^1q^s(1-q)^{n-s}dq=\frac{s!(n-s)!}{(n+1)!}\).
Under these assumptions the probability that the next draw is white is
\[ P(\text{white}\mid s,n)=\int_0^1p\,f(p\mid s,n)\,dp=\frac{s+1}{n+2}. \]In the Essai philosophique Laplace illustrated the rule with the sunrise: if the sun has risen every day for 5000 years, the odds that it rises tomorrow are 1,826,214 to 1. He added that anyone who knows the regularity of nature would be far more confident, a reminder that the uniform prior expresses ignorance, not knowledge.
Data
Laplace applied these methods to the excess of male over female births in Paris and London, asking whether the observed excess could be due to chance. He showed that the posterior probability that \(p\le\tfrac12\) was vanishingly small, a problem that forced him to develop the asymptotic methods of Lesson 09. He also estimated the population of France from a sample of parishes, using the ratio of population to annual births, and gave an estimate of the error: an early survey with a stated margin of uncertainty.
Exercise 8.1Verify the rule of succession from the beta integral. What does it give when \(n=0\)?
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Exercise 8.2Check Laplace’s sunrise odds. Take 5000 years as 1,826,213 days.
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Exercise 8.3Two urns: \(A\) has 3 white and 1 black ticket, \(B\) has 1 white and 3 black. An urn is chosen at random and two tickets drawn with replacement are both white. Find \(P(A\mid\text{data})\) by Laplace’s principle.
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Asymptotics, the central limit theorem, least squares
For the general reader. Probability with large numbers of observations involves enormous products and integrals that cannot be computed exactly. Laplace found how to approximate them. The method showed him that sums of many small independent errors tend to follow the bell curve, whatever the individual errors look like. That fact, the central limit theorem, is why the normal distribution is everywhere in science.
- Apply Laplace’s method to integrals of the form \(\int e^{Mf(x)}dx\).
- State the central limit theorem and sketch Laplace’s characteristic-function argument.
- Understand Laplace’s justification of least squares.
Let \(f\) be twice continuously differentiable on \([a,b]\) with a unique maximum at an interior point \(x_0\), where \(f''(x_0)<0\). Then as \(M\to\infty\),
\[ \int_a^b e^{Mf(x)}\,dx \sim e^{Mf(x_0)}\sqrt{\frac{2\pi}{M\,|f''(x_0)|}} . \]Near \(x_0\), \(f(x)\approx f(x_0)-\tfrac12|f''(x_0)|(x-x_0)^2\), and the integral is dominated by a Gaussian whose integral Laplace evaluated, \(\int_{-\infty}^{\infty}e^{-t^2}dt=\sqrt\pi\). Applied to the posterior of Lesson 08 with \(f(p)=\frac sn\log p+\frac{n-s}{n}\log(1-p)\), it shows that the posterior is approximately normal with mean \(\hat p=s/n\) and variance \(\hat p(1-\hat p)/n\).
The central limit theorem
Abraham de Moivre had found the normal approximation to the binomial with \(p=\tfrac12\) in 1733. Laplace extended it to general \(p\) and, in a memoir of 1810, to sums of independent errors with an arbitrary common distribution. His tool was the function \(\phi(t)=E[e^{\mathrm itX}]\), now called the characteristic function.
Let \(X_1,X_2,\dots\) be independent and identically distributed with mean \(\mu\) and finite variance \(\sigma^2>0\). Then for every real \(x\)
\[ \lim_{n\to\infty}P\Big(\frac{X_1+\cdots+X_n-n\mu}{\sigma\sqrt n}\le x\Big)=\frac{1}{\sqrt{2\pi}}\int_{-\infty}^{x}e^{-u^2/2}\,du . \]Sketch in Laplace’s style. Take \(\mu=0\). The characteristic function of \(S_n/(\sigma\sqrt n)\) is \(\phi(t/\sigma\sqrt n)^n\). Since \(\phi(s)=1-\tfrac12\sigma^2s^2+o(s^2)\),
\[ \phi\Big(\frac{t}{\sigma\sqrt n}\Big)^n=\Big(1-\frac{t^2}{2n}+o\big(\tfrac1n\big)\Big)^n\longrightarrow e^{-t^2/2}, \]the characteristic function of the standard normal. Laplace then inverted the Fourier transform. A rigorous proof needed the continuity theorem for characteristic functions; Aleksandr Lyapunov gave one under his moment condition in 1901, and Jarl Lindeberg in 1920–22 under a weaker condition.
Least squares
Adrien-Marie Legendre published the method of least squares in 1805, and Carl Friedrich Gauss justified it in 1809 by assuming normally distributed errors. In 1810–11 Laplace gave a justification that needs no such assumption: when each estimate combines many observations, the central limit theorem makes linear estimates approximately normal, and among them least squares minimizes the expected error. Gauss later proved, in 1821–23, the exact finite-sample optimality now known as the Gauss–Markov theorem. Laplace’s generating functions, integrals of the form \(\int e^{-sx}\varphi(x)\,dx\) and characteristic functions all appear in the Théorie analytique; the Laplace transform of modern engineering is named in his honour.
Exercise 9.1Derive Stirling’s formula \(n!\sim\sqrt{2\pi n}\,(n/e)^n\) from \(n!=\int_0^\infty x^ne^{-x}dx\) by Laplace’s method.
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Exercise 9.2In 10,000 tosses of a fair coin, use the de Moivre–Laplace approximation to estimate the probability of more than 5,100 heads.
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Exercise 9.3In 1774 Laplace proposed the error density \(\tfrac{m}{2}e^{-m|x|}\), now the Laplace distribution. Show that if \(x_1,\dots,x_n\) are observations of \(\theta\) with errors of this law, the maximum-likelihood estimate of \(\theta\) is a median of the \(x_i\).
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Heat, sound, capillarity and the origin of the planets
For the general reader. Laplace hoped to explain all of physics by short-range forces between particles, just as gravity explained the heavens. The programme failed as a whole, but along the way he fixed Newton’s wrong value for the speed of sound, gave the law of pressure in curved liquid surfaces, and proposed a theory of how the solar system formed that still shapes modern ideas.
- Derive Laplace’s correction to the speed of sound.
- State the Young–Laplace equation and apply it to capillary rise.
- Understand the nebular hypothesis and Laplace’s dark stars.
The speed of sound
Newton’s Principia gave the speed of sound as \(c=\sqrt{p/\rho}\), which assumes the air’s temperature stays constant during compression. His value was too small by about a sixth. Laplace argued in 1816 that the compressions are too fast for heat to flow, so they are adiabatic: \(p\rho^{-\gamma}\) is constant, with \(\gamma=c_p/c_v\).
where \(\mathcal M\) is the molar mass. For air \(\gamma\approx1.40\).
Capillarity
In the supplements to Book X of the Mécanique céleste (1806–07) Laplace derived, from short-range attractions between molecules, the pressure jump across a curved liquid surface. Thomas Young had reached the same law by a different argument in 1805.
where \(\sigma\) is the surface tension and \(R_1,R_2\) are the principal radii of curvature of the surface.
Heat
The Lavoisier–Laplace ice calorimeter surrounds a sample with ice at 0 °C, itself shielded by an outer jacket of ice; the heat released equals the latent heat of fusion times the mass of meltwater collected.
The nebular hypothesis and dark stars
In the Exposition du système du monde (1796) Laplace proposed that the solar system formed from a hot, slowly rotating nebula that contracted and spun faster, shedding rings that condensed into planets. Immanuel Kant had sketched a related idea in 1755. The hypothesis explained why the planets orbit in nearly the same plane and in the same direction as the Sun rotates. Modern theories of protoplanetary disks descend from it. In the same book Laplace noted that a star with the density of the Earth and 250 times the Sun’s diameter would, under Newton’s corpuscular theory of light, not let its light escape. John Michell had made a similar argument in 1783.
Exercise 10.1Compute Newton’s and Laplace’s values for the speed of sound in air at 0 °C, with \(p=1.013\times10^5\) Pa and \(\rho=1.293\) kg/m³.
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Exercise 10.2Use the Young–Laplace equation to derive Jurin’s law for the rise \(h\) of a liquid of density \(\rho\) and contact angle \(\theta\) in a narrow tube of radius \(r\). Evaluate for water (\(\sigma=0.073\) N/m, \(\theta=0\)) in a tube of radius 0.5 mm.
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Exercise 10.3Check Laplace’s dark star. The escape speed from the Sun is 618 km/s. The Sun’s mean density is 1.41 g/cm³ and the Earth’s 5.51 g/cm³. Show that a body with the Earth’s density and 250 times the Sun’s radius has escape speed close to the speed of light.
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Minister, senator, marquis, 1795–1827
After the coup of 18 Brumaire in November 1799, Napoleon Bonaparte, now First Consul, made his former examiner Minister of the Interior. Laplace held the post from 12 November to 25 December 1799 and was replaced by Napoleon’s brother Lucien. Napoleon later wrote that Laplace brought the spirit of the infinitely small into administration. As compensation he was appointed to the Senate, becoming its vice-president and, in September 1803, its chancellor. He received the Legion of Honour and was made a count of the Empire.
The Mécanique céleste
The Traité de mécanique céleste gathered a century of work on gravitation into five volumes: volumes 1 and 2 in 1799, volume 3 in 1802, volume 4 in 1805 and volume 5 in 1825. Jean-Baptiste Biot helped see it through the press. The style was compressed, and the phrase “it is easy to see” often covered pages of calculation. Nathaniel Bowditch’s annotated English translation (1829–39) and Mary Somerville’s Mechanism of the Heavens (1831) made it accessible to English readers. A famous story has Napoleon remarking that the book never mentions God and Laplace replying that he had no need of that hypothesis. The only eyewitness record of a conversation between them on the heavens, in William Herschel’s diary for August 1802, does not contain the phrase, and historians treat the exchange as at best garbled.
Arcueil
Around 1806 Laplace bought a house at Arcueil, next to the chemist Claude-Louis Berthollet. The Society of Arcueil that met there gave young scientists such as Siméon Denis Poisson, Jean-Baptiste Biot, François Arago, Étienne-Louis Malus and Joseph Louis Gay-Lussac access to two powerful patrons. Laplace’s programme of explaining light, heat and capillarity by short-range forces between particles shaped their research, and the Institut’s prize questions. When Augustin Fresnel’s wave theory of diffraction won the prize of 1819, it marked the decline of that programme.
Restoration
In 1813 his daughter Sophie-Suzanne, married to the marquis de Portes, died in childbirth; her child survived. In April 1814 Laplace voted in the Senate for Napoleon’s deposition and offered his services to the Bourbons. Louis XVIII made him a peer of France, and in 1817 a marquis. He was elected to the Académie française in 1816 and became the first president of the Société de géographie in 1821. His political flexibility drew contempt from contemporaries, but his scientific standing was unchallenged. He died in Paris on 5 March 1827, aged 77.
DiscussionLaplace served every regime from Louis XVI to Charles X. Compare his choices with those of Lavoisier and Lagrange in the same years. What does his career suggest about the relation between science and the state in revolutionary France?
Determinism and legacy
The Essai philosophique sur les probabilités (1814) opens with a statement of causal determinism that became the classic formulation of the Newtonian world view. Laplace imagined an intelligence that knew, at one instant, all the forces of nature and the positions of all the bodies that compose it, and could analyse these data. For such an intelligence, he wrote, nothing would be uncertain, and the future like the past would be present before its eyes. Later writers named it Laplace’s demon; he did not use the word. For Laplace the point was the opposite of fatalism: since we are not such an intelligence, our knowledge is partial, and probability is the calculus of reasoning under partial knowledge.
His remains were buried at Père Lachaise and moved in 1888 to Saint-Julien-de-Mailloc in Normandy. His name is one of the 72 inscribed on the Eiffel Tower.
Legacy
- Celestial mechanics: perturbation theory, the secular theory with Lagrange, resonances and the invariable plane. The questions he answered to first order led through Le Verrier and Poincaré to the KAM theorem and to the modern discovery of chaos in the solar system.
- Analysis and physics: Laplace’s equation and the Laplace operator, spherical harmonics, the potential, and the Laplace transform. Potential theory became the model for electrostatics, and through Green, Gauss and Dirichlet for much of nineteenth-century analysis.
- Geophysics: the tidal equations are still the basis of ocean tide models, and their rotating shallow-water form underlies dynamical meteorology.
- Probability and statistics: inverse probability, the central limit theorem, characteristic functions, Laplace’s method and asymptotic normality of estimators. After a century of neglect his inverse-probability approach returned as Bayesian statistics.
- Students and circle: Poisson, Biot and Arago carried his methods into the next generation; Fourier, Cauchy and Fresnel built alternatives.
Final projectPick one Laplace result from Part II. Write a two-page account for a strong undergraduate that states it in modern form, works one numerical example with real data, and explains what later work (by Poincaré, Lyapunov, Adams or others) changed about its status.
Sources and further reading
Biography
- J. J. O’Connor and E. F. Robertson, Pierre-Simon Laplace, MacTutor History of Mathematics.
- Pierre-Simon Laplace, Wikipedia; Pierre-Simon de Laplace, Wikipédia (French).
- C. C. Gillispie, with R. Fox and I. Grattan-Guinness, Pierre-Simon Laplace, 1749–1827: A Life in Exact Science, Princeton University Press, 1997.
- R. Hahn, Pierre Simon Laplace, 1749–1827: A Determined Scientist, Harvard University Press, 2005.
- M. Crosland, The Society of Arcueil: A View of French Science at the Time of Napoleon I, Heinemann, 1967.
Science
- P.-S. Laplace, Traité de mécanique céleste, 5 vols., Paris, 1799–1825; English translation with commentary by N. Bowditch, Boston, 1829–39.
- P.-S. Laplace, Exposition du système du monde, Paris, 1796.
- P.-S. Laplace, Théorie analytique des probabilités, Paris, 1812; Essai philosophique sur les probabilités, Paris, 1814.
- J. Laskar, Is the solar system stable?, arXiv:1209.5996.
- C. D. Murray and S. F. Dermott, Solar System Dynamics, Cambridge University Press, 1999 (secular theory and resonances).
- S. M. Stigler, The History of Statistics: The Measurement of Uncertainty before 1900, Harvard University Press, 1986.
- A. Hald, A History of Mathematical Statistics from 1750 to 1930, Wiley, 1998.
- D. E. Cartwright, Tides: A Scientific History, Cambridge University Press, 1999.
- Central limit theorem, Wikipedia (history section).