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In the one-brane Randall–Sundrum model, gravity localization in a noncompact warped dimension produces a normalizable massless graviton despite the infinite proper fifth dimension. At long distances its zero mode reproduces four-dimensional gravity; bulk Kaluza-Klein modes give corrections. This localization mechanism, rather than a large compact volume, is the reason an infinite dimension need not destroy the usual Newton law, as established in the original single-brane warped-gravity construction. Its observational tests include:

For an expanding brane, its motion in the bulk and the Israel junction conditions modify the four-dimensional cosmological expansion. In the tuned low-energy regime it approaches ordinary cosmology, but high-energy braneworld expansion has a density-squared correction when the matter density approaches the brane tension. Faster early expansion changes weak-interaction freeze-out and light-element yields, so Big Bang nucleosynthesis is a sensitive test. It also changes time-temperature relations, recombination distances and acoustic scales in the Cosmic microwave background anisotropy.

The bulk can supply dark radiation on a cosmological brane, a projected-Weyl contribution that scales like radiation and is related to a bulk black-hole mass in the simplest vacuum construction. Nucleosynthesis and CMB measurements constrain its contribution to the expansion. Energy transferred from a hot brane into bulk gravitons can further modify the radiation history. None of these terms must be identified with an ordinary thermal particle component without a model.

Inflation on the brane can alter scalar and tensor production at high energy; the gravitational-wave zero-mode normalization and coupling to bulk modes can change primordial spectra. CMB temperature/polarization, primordial gravitational waves and later structure growth can test these effects. Projected bulk perturbations may introduce nonlocal corrections to the brane's effective perturbation equations, so a background expansion law alone does not determine all observables. Late-time measurements of expansion and structure also test residual departures, although the basic tuned model does not automatically predict dark-energy acceleration.

All proposed signals depend on the curvature scale, fundamental gravitational scale, brane tension, reheating history and bulk state. The minimal single-brane construction has no second-brane separation radion; an arbitrary radion fifth-force prediction from a two-brane compactification cannot simply be imported here. The main probes are corrected gravity, accessible bulk radiation, and high-energy/dark-radiation changes to cosmological evolution.

In conventional Kaluza-Klein theory, bulk fields have a Kaluza-Klein tower with masses of order $1/R$. If ordinary matter propagates in the extra dimension, the absence of accessible excited modes requires a small $R$: a TeV compactification scale corresponds to roughly $10^{-19}$ m; Planck-scale compactification would be much smaller, of order the Planck length. This is a scale estimate, not a universal radius limit independent of the fields and spectrum.

An unwarped brane-world scenario localizes ordinary fields on a brane while gravity explores a large compact bulk. The volume relationmakes gravity weak without a fundamental Planck-scale cutoff. In the original large-extra-dimension model, $M_{\ast }\sim \mathrm{TeV}$ permits approximately millimetre/submillimetre dimensions for $n=2$; more dimensions are smaller. Ordinary-field KK bounds no longer limit these gravity-only radii, although gravitational and other constraints do. This replaces the large fundamental scale hierarchy by a large compact volume needing stabilization.

A warped brane-world scenario instead uses a position-dependent metric factor. In the two-brane Randall–Sundrum model, $m_{\mathrm{IR}}=e^{-kL}{m}_0$, so $kL\sim 35$ generates a weak scale from a Planck-sized input without a millimetre proper separation; for $k$ of Planck order, $L$ is tens of inverse-Planck lengths. The single-brane version even allows infinite proper size through gravity localization in a noncompact warped dimension; it is not by itself the two-brane redshift hierarchy construction. Thus warped proper size can be unbounded, while finite hierarchy models need specified warping and radius stabilization.

Supersymmetry addresses the hierarchy problem differently: boson/fermion cancellations protect scalar masses against quadratic sensitivity to high scales, with residual corrections controlled by soft supersymmetry breaking. It stabilizes a chosen hierarchy rather than explaining its initial size. Volume dilution and the warped redshift mechanism explain scale separation geometrically; neither automatically determines its moduli or removes all tuning.