Double exponential function

A double exponential function (red curve) compared to a single exponential function (blue curve).

A double exponential function is a constant raised to the power of an exponential function. The general formula is ${\displaystyle f(x)=a^{b^{x}}=a^{(b^{x})}}$ (where a>1 and b>1), which grows much more quickly than an exponential function. For example, if a = b = 10:

• f(x) = 10^10x
• f(0) = 10
• f(1) = 10¹⁰
• f(2) = 10¹⁰⁰ = googol
• f(3) = 10¹⁰⁰⁰
• f(100) = 10¹⁰¹⁰⁰ = googolplex.

Factorials grow faster than exponential functions, but much more slowly than doubly exponential functions. However, tetration and the Ackermann function grow faster. See Big O notation for a comparison of the rate of growth of various functions.

The inverse of the double exponential function is the double logarithm log(log(x)).

Doubly exponential sequences

A sequence of positive integers (or real numbers) is said to have doubly exponential rate of growth if the function giving the nth term of the sequence is bounded above and below by doubly exponential functions of n. Examples include

• The Fermat numbers
  $${\displaystyle F(m)=2^{2^{m}}+1}$$
• The harmonic primes: The primes p, in which the sequence 1/2 + 1/3 + 1/5 + 1/7 + ⋯ + 1/p exceeds 0, 1, 2, 3, …
  The first few numbers, starting with 0, are 2, 5, 277, 5195977, ... (sequence A016088 in the OEIS )
• The Double Mersenne numbers
  $${\displaystyle MM(p)=2^{2^{p}-1}-1}$$
• The elements of Sylvester's sequence (sequence A000058 in the OEIS )
  $${\displaystyle s_{n}=\left\lfloor E^{2^{n+1}}+{\frac {1}{2}}\right\rfloor }$$
  where E ≈ 1.264084735305302 is Vardi's constant (sequence A076393 in the OEIS ).
• The number of k-ary Boolean functions:
  $${\displaystyle 2^{2^{k}}}$$
• The prime numbers 2, 11, 1361, ... (sequence A051254 in the OEIS )
  $${\displaystyle a(n)=\left\lfloor A^{3^{n}}\right\rfloor }$$
  where A ≈ 1.306377883863 is Mills' constant.

Aho and Sloane observed that in several important integer sequences, each term is a constant plus the square of the previous term. They show that such sequences can be formed by rounding to the nearest integer the values of a doubly exponential function with middle exponent 2. ^[1] Ionaşcu and Stănică describe some more general sufficient conditions for a sequence to be the floor of a doubly exponential sequence plus a constant. ^[2]

Applications

Algorithmic complexity

In computational complexity theory, 2-EXPTIME is the class of decision problems solvable in doubly exponential time. It is equivalent to AEXPSPACE, the set of decision problems solvable by an alternating Turing machine in exponential space, and is a superset of EXPSPACE. ^[3] An example of a problem in 2-EXPTIME that is not in EXPTIME is the problem of proving or disproving statements in Presburger arithmetic. ^[4]

In some other problems in the design and analysis of algorithms, doubly exponential sequences are used within the design of an algorithm rather than in its analysis. An example is Chan's algorithm for computing convex hulls, which performs a sequence of computations using test values h_i = 2²ⁱ (estimates for the eventual output size), taking time O(n log h_i) for each test value in the sequence. Because of the double exponential growth of these test values, the time for each computation in the sequence grows singly exponentially as a function of i, and the total time is dominated by the time for the final step of the sequence. Thus, the overall time for the algorithm is O(n log h) where h is the actual output size. ^[5]

Number theory

Some number theoretical bounds are double exponential. Odd perfect numbers with n distinct prime factors are known to be at most ${\displaystyle 2^{4^{n}}}$, a result of Nielsen (2003). ^[6]

The maximal volume of a polytope in a d-dimensional integer lattice with k ≥ 1 interior lattice points is at most

${\displaystyle k\cdot (8d)^{d}\cdot 15^{d\cdot 2^{2d+1}},}$

a result of Pikhurko (2001). ^[7]

The largest known prime number in the electronic era has grown roughly as a double exponential function of the year since Miller and Wheeler found a 79-digit prime on EDSAC1 in 1951. ^[8]

Theoretical biology

In population dynamics the growth of human population is sometimes supposed to be double exponential. Varfolomeyev and Gurevich ^[9] experimentally fit

${\displaystyle N(y)=375.6\cdot 1.00185^{1.00737^{y-1000}}\,}$

where N(y) is the population in millions in year y.

Physics

In the Toda oscillator model of self-pulsation, the logarithm of amplitude varies exponentially with time (for large amplitudes), thus the amplitude varies as doubly exponential function of time. ^[10]

Dendritic macromolecules have been observed to grow in a doubly-exponential fashion. ^[11]

References

1. Aho, A. V.; Sloane, N. J. A. (1973), "Some doubly exponential sequences", Fibonacci Quarterly , 11: 429–437.
2. Ionaşcu, Eugen-Julien; Stănică, Pantelimon (2004), "Effective asymptotics for some nonlinear recurrences and almost doubly-exponential sequences" (PDF), Acta Mathematica Universitatis Comenianae, LXXIII (1): 75–87.
3. Christos Papadimitriou, Computational Complexity (1994), ISBN   978-0-201-53082-7. Section 20.1, corollary 3, page 495.
4. Fischer, M. J., and Michael O. Rabin, 1974, ""Super-Exponential Complexity of Presburger Arithmetic. Archived 2006-09-15 at the Wayback Machine " Proceedings of the SIAM-AMS Symposium in Applied Mathematics Vol. 7: 27–41
5. Chan, T. M. (1996), "Optimal output-sensitive convex hull algorithms in two and three dimensions", Discrete and Computational Geometry , 16 (4): 361–368, doi: 10.1007/BF02712873 , MR   1414961
6. Nielsen, Pace P. (2003), "An upper bound for odd perfect numbers", INTEGERS: The Electronic Journal of Combinatorial Number Theory, 3: A14.
7. Pikhurko, Oleg (2001), "Lattice points in lattice polytopes", Mathematika , 48 (1–2): 15–24, arXiv: math/0008028 , Bibcode:2000math......8028P, doi:10.1112/s0025579300014339
8. Miller, J. C. P.; Wheeler, D. J. (1951), "Large prime numbers", Nature , 168 (4280): 838, Bibcode:1951Natur.168..838M, doi: 10.1038/168838b0 .
9. Varfolomeyev, S. D.; Gurevich, K. G. (2001), "The hyperexponential growth of the human population on a macrohistorical scale", Journal of Theoretical Biology, 212 (3): 367–372, Bibcode:2001JThBi.212..367V, doi:10.1006/jtbi.2001.2384, PMID   11829357 .
10. Kouznetsov, D.; Bisson, J.-F.; Li, J.; Ueda, K. (2007), "Self-pulsing laser as oscillator Toda: Approximation through elementary functions", Journal of Physics A , 40 (9): 1–18, Bibcode:2007JPhA...40.2107K, doi:10.1088/1751-8113/40/9/016, S2CID   53330023 .
11. Kawaguchi, Tohru; Walker, Kathleen L.; Wilkins, Charles L.; Moore, Jeffrey S. (1995). "Double Exponential Dendrimer Growth". Journal of the American Chemical Society . 117 (8): 2159–2165. doi:10.1021/ja00113a005.