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Van der Corput Sequence

Updated 19 November 2025
  • The van der Corput sequence is defined by reflecting the digits of nonnegative integers in a fixed base to produce a uniformly distributed sequence in [0, 1).
  • It achieves a low discrepancy of order O((log N)/N) and is fundamental in quasi-Monte Carlo integration and uniform distribution theory.
  • Generalizations such as LS-sequences and σ-scrambled variants extend its methodology to advanced numerical methods and higher-dimensional sampling.

The van der Corput sequence is a prototypical one-dimensional low-discrepancy sequence constructed by reflecting the digits of nonnegative integers in a fixed base and interpreting the result as a bb-adic fraction. This sequence forms the foundation of much of modern quasi-Monte Carlo theory and uniform distribution practice, combining elegant digital construction, rigorous discrepancy bounds, deep links to harmonic analysis, and wide generalization to other algebraic and combinatorial settings. The following provides a comprehensive account of its construction, properties, generalizations, and significance in mathematical research.

1. Definition and Classical Construction

Let b2b \geq 2 be an integer base. Every nonnegative integer nn admits a unique base-bb expansion: n=i=0maibi,ai{0,1,,b1}.n = \sum_{i=0}^{m} a_i b^i, \quad a_i \in \{0, 1, \dots, b-1\}. The radical-inverse function ϕb:N[0,1)\phi_b : \mathbb{N} \to [0,1) is defined by reversing the order of digits: ϕb(n)=i=0maib(i+1).\phi_b(n) = \sum_{i=0}^m a_i b^{-(i+1)}. In positional notation, if [n]b=amam1a0[n]_b = a_m a_{m-1} \dots a_0, then ϕb(n)=0.a0a1am\phi_b(n) = 0.a_0 a_1 \dots a_m in base bb.

The van der Corput sequence in base b2b \geq 20 is given by b2b \geq 21 (Carbone, 2013, Faure et al., 2015). For example, in base b2b \geq 22:

  • b2b \geq 23 (b2b \geq 24): b2b \geq 25.

The process can be efficiently implemented using the pseudocode: ϕb:N[0,1)\phi_b : \mathbb{N} \to [0,1)5 (Carbone, 2013)

2. Geometric Interpretation and Digit Inversion

The digit inversion central to van der Corput's construction has a geometric explanation. Define the contraction-and-shift maps: b2b \geq 26 Then

b2b \geq 27

Starting from b2b \geq 28, repeatedly zoom into subintervals based on each digit b2b \geq 29, applying the maps in least-significant digit order; this "magical" digit order inversion is both algorithmically essential and geometrically insightful (Carbone, 2013).

3. Discrepancy, Uniform Distribution, and Lebesgue Constants

A sequence nn0 in nn1 is uniformly distributed mod 1 if, for all nn2,

nn3

The star discrepancy nn4 quantifies the maximal deviation from true uniformity: nn5 For the classical van der Corput sequence,

nn6

this bound being optimal for nn7-adic constructions (Faure et al., 2015, Hofer, 20 Jan 2025).

In base nn8, the normalized star discrepancy coincides with the Lebesgue constants of the Walsh system: nn9 where bb0 is the Lebesgue constant of the bb1th Walsh-Dirichlet kernel. This coincidence creates a direct bridge between uniform distribution theory and approximation theory, allowing transfer of exact and asymptotic results (Dick et al., 2024).

4. bb2-Discrepancy and Davenport Symmetrization

For bb3, the bb4-discrepancy of the van der Corput sequence is: bb5 Standard van der Corput sequences satisfy: bb6 but Roth and Proinov established that no sequence can do better than bb7 infinitely often (Kritzinger et al., 2015, Kritzinger, 2015).

Davenport's symmetrization (reflection principle) produces: bb8 yielding

bb9

for all n=i=0maibi,ai{0,1,,b1}.n = \sum_{i=0}^{m} a_i b^i, \quad a_i \in \{0, 1, \dots, b-1\}.0, which is best possible (Kritzinger et al., 2015, Kritzinger, 2015).

5. Pair Correlations and Rigidity

The finite empirical pair correlation function,

n=i=0maibi,ai{0,1,,b1}.n = \sum_{i=0}^{m} a_i b^i, \quad a_i \in \{0, 1, \dots, b-1\}.1

was computed explicitly in base n=i=0maibi,ai{0,1,,b1}.n = \sum_{i=0}^{m} a_i b^i, \quad a_i \in \{0, 1, \dots, b-1\}.2 in terms of binary coefficients of n=i=0maibi,ai{0,1,,b1}.n = \sum_{i=0}^{m} a_i b^i, \quad a_i \in \{0, 1, \dots, b-1\}.3 (Weiß, 2023). As n=i=0maibi,ai{0,1,,b1}.n = \sum_{i=0}^{m} a_i b^i, \quad a_i \in \{0, 1, \dots, b-1\}.4,

n=i=0maibi,ai{0,1,,b1}.n = \sum_{i=0}^{m} a_i b^i, \quad a_i \in \{0, 1, \dots, b-1\}.5

indicating non-Poissonian pair correlations: points do not cluster at the n=i=0maibi,ai{0,1,,b1}.n = \sum_{i=0}^{m} a_i b^i, \quad a_i \in \{0, 1, \dots, b-1\}.6 scale and the gap structure is extremely rigid.

6. Generalizations: LS-Sequences, Abstract Numeration, Digit Permutation

Carbone (Carbone, 2013, Carbone, 2012) and subsequent works define LS-sequences as a two-parameter n=i=0maibi,ai{0,1,,b1}.n = \sum_{i=0}^{m} a_i b^i, \quad a_i \in \{0, 1, \dots, b-1\}.7 generalization: natural numbers are expanded in base n=i=0maibi,ai{0,1,,b1}.n = \sum_{i=0}^{m} a_i b^i, \quad a_i \in \{0, 1, \dots, b-1\}.8, digits are inverted, and each digit index is weighted by self-similar contraction maps. The classical van der Corput sequence is recovered for n=i=0maibi,ai{0,1,,b1}.n = \sum_{i=0}^{m} a_i b^i, \quad a_i \in \{0, 1, \dots, b-1\}.9, ϕb:N[0,1)\phi_b : \mathbb{N} \to [0,1)0.

Further, the concept generalizes to abstract numeration systems recognized by totally ordered Pisot automata (0809.3994). Abstract van der Corput sequences constructed in such regular languages retain uniform distribution and ϕb:N[0,1)\phi_b : \mathbb{N} \to [0,1)1 discrepancy, provided automata satisfy spectral gap (Pisot) properties.

Permuted van der Corput sequences (ϕb:N[0,1)\phi_b : \mathbb{N} \to [0,1)2-scramblings) and higher-dimensional digital analogues (Halton, Niederreiter ϕb:N[0,1)\phi_b : \mathbb{N} \to [0,1)3-sequence, digital nets) inherit and generalize these principles, serving as core constructions for quasi-Monte Carlo integration (Faure et al., 2015, Hofer, 20 Jan 2025).

7. Connections: Potential Theory, Randomness, and Further Directions

Pausinger (Pausinger, 2019) established that the van der Corput sequence arises as the output of a greedy energy-minimization system under strictly convex symmetric kernels, including the logarithmic interaction. This links deterministic low-discrepancy sequence generation to optimal point distributions in potential theory and Leja sequences.

Randomness properties are also quantifiable: sums over the van der Corput sequence exhibit central limit theorems and large deviation inequalities, with fluctuations about the mean governed by explicit expressions in terms of digit structure and Fourier coefficients (Borda, 2016, Dick et al., 2024).

The van der Corput sequence remains central, not only in uniform distribution/algebraic combinatorics but also in discrete harmonic analysis, probabilistic limit theory, and energy optimization. Open problems involve multidimensional pair correlations, optimal constant determination, distribution properties for nonstandard numeration systems, and dimension-robust generalization in high-dimensional net construction (Weiß, 2023, 0809.3994, Dick et al., 2024, Hofer, 20 Jan 2025).

References

  • "How to construct generalized van der Corput sequences" (Carbone, 2013)
  • "On the finite pair correlation function of van der Corput sequences" (Weiß, 2023)
  • "ϕb:N[0,1)\phi_b : \mathbb{N} \to [0,1)4-discrepancy of the symmetrized van der Corput sequence" (Kritzinger et al., 2015)
  • "On the exact order of the discrepancy of low discrepancy digital van der Corput--Kronecker sequences" (Hofer, 20 Jan 2025)
  • "Greedy energy minimization can count in binary: point charges and the van der Corput sequence" (Pausinger, 2019)
  • "Discrepancy results for the Van der Corput sequence" (Spiegelhofer, 2017)
  • "Regularities of the distribution of abstract van der Corput sequences" (0809.3994)
  • "A van der Corput-type algorithm for LS-sequences of points" (Carbone, 2012)
  • "From van der Corput to modern constructions of sequences for quasi-Monte Carlo rules" (Faure et al., 2015)
  • "Lebesgue constants for the Walsh system and the discrepancy of the van der Corput sequence" (Dick et al., 2024)
  • "L_p- and S_{p,q}rB-discrepancy of the symmetrized van der Corput sequence and modified Hammersley point sets in arbitrary bases" (Kritzinger, 2015)
  • "On the distribution of the van der Corput sequence in arbitrary base" (Borda, 2016)

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