Riemannian Geometry Basics
Riemannian geometry is the study of smooth manifolds equipped with a smoothly varying inner product on each tangent space (a Riemannian metric), which lets one measure lengths, angles, areas, and curvature intrinsically. Key result: the metric determines a unique torsion-free compatible connection (Levi-Civita), whose curvature obstructs local flatness and controls geodesic divergence. Applies to general relativity, geometric analysis, comparison geometry, shape analysis. Founded by Bernhard Riemann (1854), formalized by Levi-Civita, Ricci, and Élie Cartan.
Geometry on a manifold is not added by embedding it in ; it is generated internally by a choice of inner product on tangent spaces. From the metric alone, one canonically recovers a differentiation operator (the Levi-Civita connection ) and a measure of its non-commutativity (the curvature ). Everything else — geodesics, distance, volume, sectional curvature — is downstream. The leap from Gauss's theorema egregium (curvature is intrinsic to a surface) to Riemann's program is the recognition that this intrinsic viewpoint works in any dimension and needs no embedding at all.
Formal Statement
Let be a smooth -manifold. A Riemannian metric is a smooth section of the bundle such that for each , is symmetric and positive-definite. In local coordinates with coordinate vector fields ,
Derivation hint: Expand in the basis of ; symmetry forces , and positive-definiteness of the matrix encodes for .
The length of a piecewise- curve and the induced Riemannian distance are
Derivation hint: Integrate the infinitesimal length element ; the distance is the infimum over all admissible curves joining to , which makes a metric space inducing the manifold topology.
On a Riemannian manifold there is a unique affine connection that is metric-compatible () and torsion-free (). Its Christoffel symbols are
where is the inverse metric, . Derivation hint: Write the Koszul formula , evaluate on coordinate fields where brackets vanish, and solve for .
For any Riemannian manifold there exists a unique connection that is simultaneously torsion-free and compatible with . It is given explicitly by [3].
Step 1 (Uniqueness). Assume is metric-compatible and torsion-free. Metric compatibility means
Derivation hint: This is written out via the product rule for the connection acting on the tensor . Cyclically permute in [4], add the first two equations and subtract the third, then apply torsion-freeness to eliminate antisymmetric terms. One obtains the Koszul formula
Derivation hint: The right side involves only , the vector fields, and their Lie brackets — none of — so the left side determines uniquely because is nondegenerate.
Step 2 (Existence). Define by declaring [5] to hold; nondegeneracy of lets us solve for . One then verifies directly that this is -bilinear, -linear in , Leibniz in , torsion-free, and metric-compatible. In coordinates the formula collapses to [3].
∎A geodesic is a curve with vanishing covariant acceleration; in coordinates,
Derivation hint: Set and expand using and [3]; the geodesic equations are the Euler–Lagrange equations of the energy functional .
The curvature of measures the failure of second covariant derivatives to commute:
Derivation hint: This is a -tensor (it is -linear in all three arguments despite being built from derivatives — the bracket term cancels the non-tensorial pieces). Its components are . The sectional curvature of a 2-plane is
Derivation hint: The denominator is the squared area of the parallelogram spanned by ; the quotient is independent of the chosen basis of because enjoys the symmetries .
The Ricci and scalar curvatures are traces:
Derivation hint: Contract the Riemann tensor on its first and third slots to obtain Ric; contract Ric with the inverse metric to obtain the scalar . These traces feed directly into the Einstein equations and Bochner formulas.
Why It Holds / Derivation
Claim. is locally isometric to Euclidean iff .
Step 1. If is locally Euclidean, then in flat coordinates , so all by [3], hence by [7].
Step 2 (converse). Suppose . Parallel transport then becomes path-independent on simply connected neighborhoods, because the holonomy around small loops is generated by (Ambrose–Singer). Parallel-transport an orthonormal frame from ; flatness guarantees the resulting fields are globally defined and satisfy .
Step 3. Torsion-freeness gives , so the frame is coordinate-inducing (Frobenius): there are coordinates with . Metric compatibility makes constant, so in these coordinates.
∎The separation of nearby geodesics is governed by the Jacobi equation:
Derivation hint: Take a variation of geodesics, let be the variation field, differentiate the geodesic equation in , and commute derivatives using the curvature definition [7].
Riemann introduced the entire framework in his 1854 Göttingen Habilitationsvortrag, "Über die Hypothesen, welche der Geometrie zu Grunde liegen," delivered before Gauss. Without modern tensor notation he posited an -dimensional "manifoldness" with an infinitesimal line element and identified the obstruction to flatness — what we now call the curvature tensor — via the quadratic deviation of geodesic distances. He saw clearly that physical space need not be Euclidean and that geometry is an empirical question, anticipating general relativity by sixty years. His ideas were made computationally precise by Ricci-Curbastro and Levi-Civita (the absolute differential calculus, 1900) and parallel transport (1917).
Building Intuition
Think of a Riemannian metric as a device that tells you the ruler at each point: is the squared length of the infinitesimal displacement . On a sphere the ruler shrinks lines of longitude near the poles; that distortion is the geometry. The Levi-Civita connection answers "how do I carry a vector along without artificially rotating it?" — it is the unique notion of straight-ahead transport that respects lengths and angles and adds no twist. Curvature then answers "if I carry a vector around a tiny loop, how much did it rotate?" — the answer is times the loop's area. Positive curvature (sphere) makes geodesics converge like meridians; negative curvature (hyperbolic plane) makes them diverge exponentially; zero curvature (plane, flat torus) keeps them parallel. Every global theorem in the subject is a careful bookkeeping of these local rotations summed over regions.
Worked Examples
Given. The sphere of radius with metric in spherical coordinates , so , .
Step 1 — Christoffels. Using [3] with the diagonal metric: , , all others zero.
Step 2 — Riemann component. Compute . , and . Sum: .
Step 3 — Sectional curvature. Using [8] with the only 2-plane, . After substitution, , so
Constant positive curvature , independent of . Scalar curvature .
Given. Upper half-plane with , so .
Step 1 — Christoffels. From [3]: , , .
Step 2 — Curvature. Computing analogously gives sectional curvature everywhere (constant negative).
Step 3 — Vertical geodesic distance. Along const, , the length between heights :
For to : . Vertical lines and semicircles centered on the -axis are the geodesics.
Step 4 — A numeric distance. Distance from to :
Common Misconceptions
Curvature is not the second derivative of the metric in any frame-independent naive sense. Because is not a tensor, you cannot read off curvature from a single coordinate patch by inspection. At any point you can choose normal coordinates where and ; the curvature lives in the second derivatives that cannot be killed, . Vanishing Christoffels at a point does not mean flatness.
Polar coordinates on the plane give , whose Christoffel symbols are nonzero: . A student might think "nonzero ⟹ curved." But computing [7] yields : this is just the flat Euclidean plane in disguise. Conversely, the flat torus has , , yet is globally distinct from (compact, nontrivial ). Curvature is a local invariant; flatness does not pin down the global topology.
The distance infimum in [2] need not be achieved. On an incomplete manifold (e.g. the punctured plane) there may be no minimizing geodesic between two points. The Hopf–Rinow theorem rescues us: for a connected manifold, geodesic completeness, metric completeness, and "closed bounded sets are compact" are equivalent, and any two points are then joined by a minimizing geodesic. Never assume minimizers exist without completeness.
Connections
Riemannian geometry sits at a crossroads. The Levi-Civita connection is a special case of an Affine Connection on a principal bundle, and its curvature is a component of the general Curvature of Connections formalism; the holonomy group of links to Lie Groups and the Berger classification. Restricting to constant sectional curvature recovers the model geometries underlying Hyperbolic Geometry and spherical geometry. Adding a Lorentzian signature (dropping positive-definiteness) yields Pseudo-Riemannian Geometry, the arena of General Relativity, where Ric and enter the Einstein field equations. The interplay between curvature bounds and topology is the domain of Comparison Geometry (Bonnet–Myers, Rauch, Toponogov), while the analytic side — eigenvalues of the Laplace–Beltrami operator, heat kernels, Bochner technique — feeds Geometric Analysis.
Real-World Applications
Historical Development
Subtleties & Limits
Several deep questions remain partly open. The prescribed curvature problem — which functions arise as the scalar curvature of a metric on a given manifold (Yamabe-type and Kazdan–Warner constraints) — is fully solved only in special cases. The relationship between positive sectional curvature and topology is notoriously incomplete: very few manifolds are known to admit metrics of positive sectional curvature, and the gap between the known examples and obstructions (Hopf conjectures: does admit positive curvature? is the Euler characteristic of an even-dimensional positively curved manifold positive?) is wide. Collapse and convergence of Riemannian manifolds with bounded curvature (Cheeger–Fukaya–Gromov theory) still hides structural mysteries in higher dimensions. Finally, the degenerate/singular limits of Ricci flow — characterizing all possible singularity models in dimensions — remain an active frontier, central to potential extensions of geometrization.
See Also
Pseudo-Riemannian Geometry · Affine Connection · Curvature of Connections · Geodesics and the Exponential Map · Gauss–Bonnet Theorem · Hopf–Rinow Theorem · Nash Embedding Theorem · Information Geometry