Epstein Files Full PDF

CLICK HERE
Technopedia Center
PMB University Brochure
Faculty of Engineering and Computer Science
S1 Informatics S1 Information Systems S1 Information Technology S1 Computer Engineering S1 Electrical Engineering S1 Civil Engineering

faculty of Economics and Business
S1 Management S1 Accountancy

Faculty of Letters and Educational Sciences
S1 English literature S1 English language education S1 Mathematics education S1 Sports Education
teknopedia

  • Registerasi
  • Brosur UTI
  • Kip Scholarship Information
  • Performance
Flag Counter
  1. World Encyclopedia
  2. Geometric series - Wikipedia
Geometric series - Wikipedia
From Wikipedia, the free encyclopedia
Sum of an (infinite) geometric progression
Part of a series of articles about
Calculus
∫ a b f ′ ( t ) d t = f ( b ) − f ( a ) {\displaystyle \int _{a}^{b}f'(t)\,dt=f(b)-f(a)} {\displaystyle \int _{a}^{b}f'(t)\,dt=f(b)-f(a)}
  • Fundamental theorem
  • Limits
  • Continuity
  • Rolle's theorem
  • Mean value theorem
  • Inverse function theorem
Differential
Definitions
  • Derivative (generalizations)
  • Differential
    • infinitesimal
    • of a function
    • total
Concepts
  • Differentiation notation
  • Second derivative
  • Implicit differentiation
  • Logarithmic differentiation
  • Related rates
  • Taylor's theorem
Rules and identities
  • Sum
  • Product
  • Chain
  • Power
  • Quotient
  • L'Hôpital's rule
  • Inverse
  • General Leibniz
  • Faà di Bruno's formula
  • Reynolds
Integral
  • Lists of integrals
  • Integral transform
  • Leibniz integral rule
Definitions
  • Antiderivative
  • Integral (improper)
  • Riemann integral
  • Lebesgue integration
  • Contour integration
  • Integral of inverse functions
Integration by
  • Parts
  • Discs
  • Cylindrical shells
  • Substitution (trigonometric, tangent half-angle, Euler)
  • Euler's formula
  • Partial fractions (Heaviside's method)
  • Changing order
  • Reduction formulae
  • Differentiating under the integral sign
  • Risch algorithm
Series
  • Geometric (arithmetico-geometric)
  • Harmonic
  • Alternating
  • Power
  • Binomial
  • Taylor
Convergence tests
  • Summand limit (term test)
  • Ratio
  • Root
  • Integral
  • Direct comparison

  • Limit comparison
  • Alternating series
  • Cauchy condensation
  • Dirichlet
  • Abel
Vector
  • Gradient
  • Divergence
  • Curl
  • Laplacian
  • Directional derivative
  • Identities
Theorems
  • Gradient
  • Green's
  • Stokes'
  • Divergence
  • Generalized Stokes
  • Helmholtz decomposition
Multivariable
Formalisms
  • Matrix
  • Tensor
  • Exterior
  • Geometric
Definitions
  • Partial derivative
  • Multiple integral
  • Line integral
  • Surface integral
  • Volume integral
  • Jacobian
  • Hessian
Advanced
  • Calculus on Euclidean space
  • Generalized functions
  • Limit of distributions
Specialized
  • Fractional
  • Malliavin
  • Stochastic
  • Variations
Miscellanea
  • Precalculus
  • History
  • Glossary
  • List of topics
  • Integration Bee
  • Mathematical analysis
  • Nonstandard analysis
  • v
  • t
  • e

In mathematics, a geometric series is a series summing the terms of an infinite geometric sequence, in which the ratio of consecutive terms is constant. For example, the series 1 2 + 1 4 + 1 8 + ⋯ {\displaystyle {\tfrac {1}{2}}+{\tfrac {1}{4}}+{\tfrac {1}{8}}+\cdots } {\displaystyle {\tfrac {1}{2}}+{\tfrac {1}{4}}+{\tfrac {1}{8}}+\cdots } is a geometric series with common ratio ⁠ 1 2 {\displaystyle {\tfrac {1}{2}}} {\displaystyle {\tfrac {1}{2}}}⁠, which converges to the sum of ⁠ 1 {\displaystyle 1} {\displaystyle 1}⁠. Each term in a geometric series is the geometric mean of the term before it and the term after it, in the same way that each term of an arithmetic series is the arithmetic mean of its neighbors.

While Greek philosopher Zeno's paradoxes about time and motion (5th century BCE) have been interpreted as involving geometric series, such series were formally studied and applied a century or two later by Greek mathematicians, for example used by Archimedes to calculate the area inside a parabola (3rd century BCE). Today, geometric series are used in mathematical finance, calculating areas of fractals, and various computer science topics.

Though geometric series most commonly involve real or complex numbers, there are also important results and applications for matrix-valued geometric series, function-valued geometric series, p {\displaystyle p} {\displaystyle p}-adic number geometric series, and most generally geometric series of elements of abstract algebraic fields, rings, and semirings.

Definition and examples

[edit]

The geometric series is an infinite series derived from a special type of sequence called a geometric progression, in which each term is a constant multiple of the previous term. If the initial term is denoted a {\displaystyle a} {\displaystyle a}, and the common ratio between terms is denoted r {\displaystyle r} {\displaystyle r}, then the sequence consists of the elements a , a r , a r 2 , a r 3 , … . {\displaystyle a,\,ar,\,ar^{2},\,ar^{3},\,\ldots .} {\displaystyle a,\,ar,\,ar^{2},\,ar^{3},\,\ldots .} Each term is the geometric mean of its predecessor and its successor: a r n = a r n − 1 a r n + 1 . {\displaystyle ar^{n}={\sqrt {ar^{n-1}ar^{n+1}}}.} {\displaystyle ar^{n}={\sqrt {ar^{n-1}ar^{n+1}}}.}

The corresponding geometric series is the sum of infinitely many terms of the geometric progression:[1] a + a r + a r 2 + a r 3 + ⋯ = ∑ k = 0 ∞ a r k . {\displaystyle a+ar+ar^{2}+ar^{3}+\cdots =\sum _{k=0}^{\infty }ar^{k}.} {\displaystyle a+ar+ar^{2}+ar^{3}+\cdots =\sum _{k=0}^{\infty }ar^{k}.} The sum of a finite initial segment of an infinite geometric series is called a finite geometric series, expressed as[2] a + a r + a r 2 + a r 3 + ⋯ + a r n = ∑ k = 0 n a r k . {\displaystyle a+ar+ar^{2}+ar^{3}+\cdots +ar^{n}=\sum _{k=0}^{n}ar^{k}.} {\displaystyle a+ar+ar^{2}+ar^{3}+\cdots +ar^{n}=\sum _{k=0}^{n}ar^{k}.}

When r > 1 {\displaystyle r>1} {\displaystyle r>1} it is often called a growth rate or rate of expansion. When 0 < r < 1 {\displaystyle 0<r<1} {\displaystyle 0<r<1} it is often called a decay rate or shrink rate, where the idea that it is a "rate" comes from interpreting k {\displaystyle k} {\displaystyle k} as a sort of discrete time variable. When an application area has specialized vocabulary for specific types of growth, expansion, shrinkage, and decay, that vocabulary will also often be used to name r {\displaystyle r} {\displaystyle r} parameters of geometric series. In economics, for instance, rates of increase and decrease of price levels are called inflation rates and deflation rates, while rates of increase in values of investments include rates of return and interest rates.[3]

The geometric series 1 4 + 1 16 + 1 64 + 1 256 + ⋯ {\textstyle {\frac {1}{4}}+{\frac {1}{16}}+{\frac {1}{64}}+{\frac {1}{256}}+\cdots } {\textstyle {\frac {1}{4}}+{\frac {1}{16}}+{\frac {1}{64}}+{\frac {1}{256}}+\cdots } shown as areas of purple squares. Each of the purple squares has ⁠1/4⁠ of the area of the next larger square 1 2 × 1 2 = 1 4 {\textstyle {\frac {1}{2}}\times {\frac {1}{2}}={\frac {1}{4}}} {\textstyle {\frac {1}{2}}\times {\frac {1}{2}}={\frac {1}{4}}}, 1 4 × 1 4 = 1 16 {\textstyle {\frac {1}{4}}\times {\frac {1}{4}}={\frac {1}{16}}} {\textstyle {\frac {1}{4}}\times {\frac {1}{4}}={\frac {1}{16}}}, and so forth. Thus, the sum of the purple squares' area is one-third of the area of the large square.

When summing infinitely many terms, the geometric series can either be convergent or divergent. Convergence means there is a value after summing infinitely many terms, whereas divergence means no value after summing. The convergence of a geometric series can be described depending on the value of a common ratio, see § Convergence of the series and its proof. Grandi's series is an example of a divergent series that can be expressed as 1 − 1 + 1 − 1 + ⋯ {\displaystyle 1-1+1-1+\cdots } {\displaystyle 1-1+1-1+\cdots }, where the initial term is 1 {\displaystyle 1} {\displaystyle 1} and the common ratio is − 1 {\displaystyle -1} {\displaystyle -1}; this is because it has three different values.

Decimal numbers that have repeated patterns that continue forever can be interpreted as geometric series and thereby converted to expressions of the ratio of two integers.[4] For example, the repeated decimal fraction 0.7777 … {\displaystyle 0.7777\ldots } {\displaystyle 0.7777\ldots } can be written as the geometric series 0.7777 … = 7 10 + 7 10 ( 1 10 ) + 7 10 ( 1 10 2 ) + 7 10 ( 1 10 3 ) + ⋯ , {\displaystyle 0.7777\ldots ={\frac {7}{10}}+{\frac {7}{10}}\left({\frac {1}{10}}\right)+{\frac {7}{10}}\left({\frac {1}{10^{2}}}\right)+{\frac {7}{10}}\left({\frac {1}{10^{3}}}\right)+\cdots ,} {\displaystyle 0.7777\ldots ={\frac {7}{10}}+{\frac {7}{10}}\left({\frac {1}{10}}\right)+{\frac {7}{10}}\left({\frac {1}{10^{2}}}\right)+{\frac {7}{10}}\left({\frac {1}{10^{3}}}\right)+\cdots ,} where the initial term is a = 7 10 {\displaystyle a={\tfrac {7}{10}}} {\displaystyle a={\tfrac {7}{10}}} and the common ratio is r = 1 10 {\displaystyle r={\tfrac {1}{10}}} {\displaystyle r={\tfrac {1}{10}}}.

Convergence of the series and its proof

[edit]

The convergence of the infinite sequence of partial sums of the infinite geometric series depends on the magnitude of the common ratio r {\displaystyle r} {\displaystyle r} alone:

  • If | r | < 1 {\displaystyle \vert r\vert <1} {\displaystyle \vert r\vert <1}, the terms of the series approach zero (becoming smaller and smaller in magnitude) and the sequence of partial sums S n {\displaystyle S_{n}} {\displaystyle S_{n}} converge to a limit value of a 1 − r {\textstyle {\frac {a}{1-r}}} {\textstyle {\frac {a}{1-r}}}.[1]
  • If | r | > 1 {\displaystyle \vert r\vert >1} {\displaystyle \vert r\vert >1}, the terms of the series become larger and larger in magnitude and the partial sums of the terms also get larger and larger in magnitude, so the series diverges.[1]
  • If | r | = 1 {\displaystyle \vert r\vert =1} {\displaystyle \vert r\vert =1}, the terms of the series become no larger or smaller in magnitude and the sequence of partial sums of the series does not converge. When r = 1 {\displaystyle r=1} {\displaystyle r=1}, all the terms of the series are the same and the | S n | {\displaystyle |S_{n}|} {\displaystyle |S_{n}|} grow to infinity. When r = − 1 {\displaystyle r=-1} {\displaystyle r=-1}, the terms take two values a {\displaystyle a} {\displaystyle a} and − a {\displaystyle -a} {\displaystyle -a} alternately, and therefore the sequence of partial sums of the terms oscillates between the two values a {\displaystyle a} {\displaystyle a} and 0. One example can be found in Grandi's series. When the common ratio is the imaginary unit r = i {\displaystyle r=i} {\displaystyle r=i} and a = 1 {\displaystyle a=1} {\displaystyle a=1}, the partial sums circulate periodically among the complex numbers ⁠ 1 {\displaystyle 1} {\displaystyle 1}⁠, ⁠ 1 + i {\displaystyle 1+i} {\displaystyle 1+i}⁠, ⁠ i {\displaystyle i} {\displaystyle i}⁠, ⁠ 0 {\displaystyle 0} {\displaystyle 0}⁠, ⁠ 1 {\displaystyle 1} {\displaystyle 1}⁠, ⁠ 1 + i {\displaystyle 1+i} {\displaystyle 1+i}⁠, ⁠ i {\displaystyle i} {\displaystyle i}⁠, ⁠ 0 {\displaystyle 0} {\displaystyle 0}⁠, ..., never converging to a limit. When the common ratio is a root of unity r = e 2 π i p / q {\displaystyle r=e^{2\pi ip/q}} {\displaystyle r=e^{2\pi ip/q}} for a rational number p / q {\displaystyle p/q} {\displaystyle p/q} in lowest terms and with any a ≠ 0 {\displaystyle a\neq 0} {\displaystyle a\neq 0}, the partial sums of the series will circulate indefinitely with a period of q {\displaystyle q} {\displaystyle q}, never converging to a limit.[5]

The rate of convergence shows how the sequence quickly approaches its limit. In the case of the geometric series—the relevant sequence is S n {\displaystyle S_{n}} {\displaystyle S_{n}} and its limit is S {\displaystyle S} {\displaystyle S}—the rate and order are found via lim n → ∞ | S n + 1 − S | | S n − S | q , {\displaystyle \lim _{n\rightarrow \infty }{\frac {\left|S_{n+1}-S\right|}{\left|S_{n}-S\right|^{q}}},} {\displaystyle \lim _{n\rightarrow \infty }{\frac {\left|S_{n+1}-S\right|}{\left|S_{n}-S\right|^{q}}},} where q {\displaystyle q} {\displaystyle q} represents the order of convergence. Using | S n − S | = | a r n + 1 1 − r | {\textstyle |S_{n}-S|=\left|{\frac {ar^{n+1}}{1-r}}\right|} {\textstyle |S_{n}-S|=\left|{\frac {ar^{n+1}}{1-r}}\right|} and choosing the order of convergence q = 1 {\displaystyle q=1} {\displaystyle q=1} gives:[6] lim n → ∞ | a r n + 2 1 − r | | a r n + 1 1 − r | 1 = | r | . {\displaystyle \lim _{n\rightarrow \infty }{\frac {\left|{\frac {ar^{n+2}}{1-r}}\right|}{\left|{\frac {ar^{n+1}}{1-r}}\right|^{1}}}=|r|.} {\displaystyle \lim _{n\rightarrow \infty }{\frac {\left|{\frac {ar^{n+2}}{1-r}}\right|}{\left|{\frac {ar^{n+1}}{1-r}}\right|^{1}}}=|r|.} When the series converges, the rate of convergence gets slower as | r | {\displaystyle |r|} {\displaystyle |r|} approaches 1 {\displaystyle 1} {\displaystyle 1}.[6] The pattern of convergence also depends on the sign or complex argument of the common ratio. If r > 0 {\displaystyle r>0} {\displaystyle r>0} and | r | < 1 {\displaystyle |r|<1} {\displaystyle |r|<1} then terms all share the same sign and the partial sums of the terms approach their eventual limit monotonically. If r < 0 {\displaystyle r<0} {\displaystyle r<0} and | r | < 1 {\displaystyle |r|<1} {\displaystyle |r|<1}, adjacent terms in the geometric series alternate between positive and negative, and the partial sums S n {\displaystyle S_{n}} {\displaystyle S_{n}} of the terms oscillate above and below their eventual limit S {\displaystyle S} {\displaystyle S}. For complex r {\displaystyle r} {\displaystyle r} and | r | < 1 , {\displaystyle |r|<1,} {\displaystyle |r|<1,} the S n {\displaystyle S_{n}} {\displaystyle S_{n}} converge in a spiraling pattern.

The convergence is proved as follows. The partial sum of the first n + 1 {\displaystyle n+1} {\displaystyle n+1} terms of a geometric series, up to and including the r n {\displaystyle r^{n}} {\displaystyle r^{n}} term, S n = a r 0 + a r 1 + ⋯ + a r n = ∑ k = 0 n a r k , {\displaystyle S_{n}=ar^{0}+ar^{1}+\cdots +ar^{n}=\sum _{k=0}^{n}ar^{k},} {\displaystyle S_{n}=ar^{0}+ar^{1}+\cdots +ar^{n}=\sum _{k=0}^{n}ar^{k},} is given by the closed form S n = { a ( n + 1 ) r = 1 a ( 1 − r n + 1 1 − r ) otherwise {\displaystyle S_{n}={\begin{cases}a(n+1)&r=1\\a\left({\frac {1-r^{n+1}}{1-r}}\right)&{\text{otherwise}}\end{cases}}} {\displaystyle S_{n}={\begin{cases}a(n+1)&r=1\\a\left({\frac {1-r^{n+1}}{1-r}}\right)&{\text{otherwise}}\end{cases}}} where r {\displaystyle r} {\displaystyle r} is the common ratio. The case r = 1 {\displaystyle r=1} {\displaystyle r=1} is merely a simple addition, a case of an arithmetic series. The formula for the partial sums S n {\displaystyle S_{n}} {\displaystyle S_{n}} with r ≠ 1 {\displaystyle r\neq 1} {\displaystyle r\neq 1} can be derived as follows:[7][8][9] S n = a r 0 + a r 1 + ⋯ + a r n , r S n = a r 1 + a r 2 + ⋯ + a r n + 1 , S n − r S n = a r 0 − a r n + 1 , S n ( 1 − r ) = a ( 1 − r n + 1 ) , S n = a ( 1 − r n + 1 1 − r ) , {\displaystyle {\begin{aligned}S_{n}&=ar^{0}+ar^{1}+\cdots +ar^{n},\\rS_{n}&=ar^{1}+ar^{2}+\cdots +ar^{n+1},\\S_{n}-rS_{n}&=ar^{0}-ar^{n+1},\\S_{n}\left(1-r\right)&=a\left(1-r^{n+1}\right),\\S_{n}&=a\left({\frac {1-r^{n+1}}{1-r}}\right),\end{aligned}}} {\displaystyle {\begin{aligned}S_{n}&=ar^{0}+ar^{1}+\cdots +ar^{n},\\rS_{n}&=ar^{1}+ar^{2}+\cdots +ar^{n+1},\\S_{n}-rS_{n}&=ar^{0}-ar^{n+1},\\S_{n}\left(1-r\right)&=a\left(1-r^{n+1}\right),\\S_{n}&=a\left({\frac {1-r^{n+1}}{1-r}}\right),\end{aligned}}} for r ≠ 1 {\displaystyle r\neq 1} {\displaystyle r\neq 1}. As r {\displaystyle r} {\displaystyle r} approaches 1, polynomial division or L'Hôpital's rule recovers the case S n = a ( n + 1 ) {\displaystyle S_{n}=a(n+1)} {\displaystyle S_{n}=a(n+1)}.[10]

Proof without words of the formula for the sum of a geometric series if | r | < 1 {\displaystyle |r|<1} {\displaystyle |r|<1} and n → ∞ {\displaystyle n\to \infty } {\displaystyle n\to \infty }, the r n {\displaystyle r^{n}} {\displaystyle r^{n}} term vanishes, leaving lim n → ∞ S n = a 1 − r {\textstyle \lim _{n\to \infty }S_{n}={\frac {a}{1-r}}} {\textstyle \lim _{n\to \infty }S_{n}={\frac {a}{1-r}}}. This figure uses a slightly different convention for S n {\displaystyle S_{n}} {\displaystyle S_{n}} than the main text, shifted by one term.

As n {\displaystyle n} {\displaystyle n} approaches infinity, the absolute value of r must be less than one for this sequence of partial sums to converge to a limit. When it does, the series converges absolutely. The infinite series then becomes S = a + a r + a r 2 + a r 3 + a r 4 + ⋯ = lim n → ∞ S n = lim n → ∞ a ( 1 − r n + 1 ) 1 − r = a 1 − r − a 1 − r lim n → ∞ r n + 1 = a 1 − r , {\displaystyle {\begin{aligned}S&=a+ar+ar^{2}+ar^{3}+ar^{4}+\cdots \\&=\lim _{n\rightarrow \infty }S_{n}\\&=\lim _{n\rightarrow \infty }{\frac {a(1-r^{n+1})}{1-r}}\\&={\frac {a}{1-r}}-{\frac {a}{1-r}}\lim _{n\rightarrow \infty }r^{n+1}\\&={\frac {a}{1-r}},\end{aligned}}} {\displaystyle {\begin{aligned}S&=a+ar+ar^{2}+ar^{3}+ar^{4}+\cdots \\&=\lim _{n\rightarrow \infty }S_{n}\\&=\lim _{n\rightarrow \infty }{\frac {a(1-r^{n+1})}{1-r}}\\&={\frac {a}{1-r}}-{\frac {a}{1-r}}\lim _{n\rightarrow \infty }r^{n+1}\\&={\frac {a}{1-r}},\end{aligned}}} for | r | < 1 {\displaystyle |r|<1} {\displaystyle |r|<1}.[7]

This convergence result is widely applied to prove the convergence of other series as well, whenever those series's terms can be bounded from above by a suitable geometric series; that proof strategy is the basis for the ratio test and root test for the convergence of infinite series.[11]

Connection to the power series

[edit]

Like the geometric series, a power series has one parameter for a common variable raised to successive powers corresponding to the geometric series's  r {\displaystyle r} {\displaystyle r}, but it has additional parameters  a 0 , a 1 , a 2 , … , {\displaystyle a_{0},a_{1},a_{2},\ldots ,} {\displaystyle a_{0},a_{1},a_{2},\ldots ,} one for each term in the series, for the distinct coefficients of each  x 0 , x 1 , x 2 , … {\displaystyle x^{0},x^{1},x^{2},\ldots } {\displaystyle x^{0},x^{1},x^{2},\ldots }, rather than just a single additional parameter  a {\displaystyle a} {\displaystyle a} for all terms, the common coefficient of  r k {\displaystyle r^{k}} {\displaystyle r^{k}} in each term of a geometric series. The geometric series can therefore be considered a class of power series in which the sequence of coefficients satisfies  a k = a {\displaystyle a_{k}=a} {\displaystyle a_{k}=a} for all  k {\displaystyle k} {\displaystyle k} and  x = r {\displaystyle x=r} {\displaystyle x=r}.[12]

This special class of power series plays an important role in mathematics, for instance for the study of ordinary generating functions in combinatorics and the summation of divergent series in analysis. Many other power series can be written as transformations and combinations of geometric series, making the geometric series formula a convenient tool for calculating formulas for those power series as well.[13][14]

As a power series, the geometric series has a radius of convergence of 1.[15] This could be seen as a consequence of the Cauchy–Hadamard theorem and the fact that lim n → ∞ a n = 1 {\displaystyle \lim _{n\rightarrow \infty }{\sqrt[{n}]{a}}=1} {\displaystyle \lim _{n\rightarrow \infty }{\sqrt[{n}]{a}}=1} for any a {\displaystyle a} {\displaystyle a} or as a consequence of the ratio test for the convergence of infinite series, with lim n → ∞ | a r n + 1 | | a r n | = | r | {\displaystyle \lim _{n\rightarrow \infty }{\frac {|ar^{n+1}|}{|ar^{n}|}}=|r|} {\displaystyle \lim _{n\rightarrow \infty }{\frac {|ar^{n+1}|}{|ar^{n}|}}=|r|} implying convergence only for | r | < 1. {\displaystyle |r|<1.} {\displaystyle |r|<1.} However, both the ratio test and the Cauchy–Hadamard theorem are proven using the geometric series formula as a logically prior result, so such reasoning would be subtly circular.[16]

Background

[edit]

2,500 years ago, Greek mathematicians believed that an infinitely long list of positive numbers must sum to infinity. Therefore, Zeno of Elea created a paradox, demonstrating as follows: in order to walk from one place to another, one must first walk half the distance there, and then half of the remaining distance, and half of that remaining distance, and so on, covering infinitely many intervals before arriving. In doing so, he partitioned a fixed distance into an infinitely long list of halved remaining distances, each with a length greater than zero. Zeno's paradox revealed to the Greeks that their assumption about an infinitely long list of positive numbers needing to add up to infinity was incorrect.[17]

Elements of Geometry, Book IX, Proposition 35. "If there is any multitude whatsoever of continually proportional numbers, and equal to the first is subtracted from the second and the last, then as the excess of the second to the first, so the excess of the last will be to all those before it."
Archimedes' dissection of a parabolic segment into infinitely many triangles

Euclid's Elements has the distinction of being the world's oldest continuously used mathematical textbook, and it includes a demonstration of the sum of finite geometric series in Book IX, Proposition 35, illustrated in an adjacent figure.[18]

Archimedes in his The Quadrature of the Parabola used the sum of a geometric series to compute the area enclosed by a parabola and a straight line. Archimedes' theorem states that the total area under the parabola is ⁠4/3⁠ of the area of the blue triangle. His method was to dissect the area into infinite triangles as shown in the adjacent figure.[19] He determined that each green triangle has ⁠1/8⁠ the area of the blue triangle, each yellow triangle has ⁠1/8⁠ the area of a green triangle, and so forth. Assuming that the blue triangle has area 1, then, the total area is the sum of the infinite series 1 + 2 ( 1 8 ) + 4 ( 1 8 ) 2 + 8 ( 1 8 ) 3 + ⋯ . {\displaystyle 1+2\left({\frac {1}{8}}\right)+4\left({\frac {1}{8}}\right)^{2}+8\left({\frac {1}{8}}\right)^{3}+\cdots .} {\displaystyle 1+2\left({\frac {1}{8}}\right)+4\left({\frac {1}{8}}\right)^{2}+8\left({\frac {1}{8}}\right)^{3}+\cdots .} Here the first term represents the area of the blue triangle, the second term is the area of the two green triangles, the third term is the area of the four yellow triangles, and so on. Simplifying the fractions gives 1 + 1 4 + 1 16 + 1 64 + ⋯ , {\displaystyle 1+{\frac {1}{4}}+{\frac {1}{16}}+{\frac {1}{64}}+\cdots ,} {\displaystyle 1+{\frac {1}{4}}+{\frac {1}{16}}+{\frac {1}{64}}+\cdots ,} a geometric series with common ratio r = 1 4 {\displaystyle r={\tfrac {1}{4}}} {\displaystyle r={\tfrac {1}{4}}} and its sum is:[19]

1 1 − r   = 1 1 − 1 4 = 4 3 . {\displaystyle {\frac {1}{1-r}}\ ={\frac {1}{1-{\frac {1}{4}}}}={\frac {4}{3}}.} {\displaystyle {\frac {1}{1-r}}\ ={\frac {1}{1-{\frac {1}{4}}}}={\frac {4}{3}}.}
A two dimensional geometric series diagram Nicole Oresme used to determine that the infinite series 1 2 + 2 4 + 3 8 + 4 16 + 5 32 + 6 64 + 7 128 + ⋯ {\displaystyle {\tfrac {1}{2}}+{\tfrac {2}{4}}+{\tfrac {3}{8}}+{\tfrac {4}{16}}+{\tfrac {5}{32}}+{\tfrac {6}{64}}+{\tfrac {7}{128}}+\cdots } {\displaystyle {\tfrac {1}{2}}+{\tfrac {2}{4}}+{\tfrac {3}{8}}+{\tfrac {4}{16}}+{\tfrac {5}{32}}+{\tfrac {6}{64}}+{\tfrac {7}{128}}+\cdots } converges to 2.

In addition to his elegantly simple proof of the divergence of the harmonic series, Nicole Oresme[20] proved that the arithmetico-geometric series known as Gabriel's Staircase,[21] 1 2 + 2 4 + 3 8 + 4 16 + 5 32 + 6 64 + 7 128 + ⋯ = 2. {\displaystyle {\frac {1}{2}}+{\frac {2}{4}}+{\frac {3}{8}}+{\frac {4}{16}}+{\frac {5}{32}}+{\frac {6}{64}}+{\frac {7}{128}}+\cdots =2.} {\displaystyle {\frac {1}{2}}+{\frac {2}{4}}+{\frac {3}{8}}+{\frac {4}{16}}+{\frac {5}{32}}+{\frac {6}{64}}+{\frac {7}{128}}+\cdots =2.} In the diagram for his geometric proof, similar to the adjacent diagram, shows a two-dimensional geometric series. The first dimension is horizontal, in the bottom row, representing the geometric series with initial value a = 1 2 {\displaystyle a={\tfrac {1}{2}}} {\displaystyle a={\tfrac {1}{2}}} and common ratio r = 1 2 {\displaystyle r={\tfrac {1}{2}}} {\displaystyle r={\tfrac {1}{2}}} S = 1 2 + 1 4 + 1 8 + 1 16 + 1 32 + ⋯ = 1 2 1 − 1 2 = 1. {\displaystyle S={\frac {1}{2}}+{\frac {1}{4}}+{\frac {1}{8}}+{\frac {1}{16}}+{\frac {1}{32}}+\cdots ={\frac {\frac {1}{2}}{1-{\frac {1}{2}}}}=1.} {\displaystyle S={\frac {1}{2}}+{\frac {1}{4}}+{\frac {1}{8}}+{\frac {1}{16}}+{\frac {1}{32}}+\cdots ={\frac {\frac {1}{2}}{1-{\frac {1}{2}}}}=1.} The second dimension is vertical, where the bottom row is a new initial term a = S {\displaystyle a=S} {\displaystyle a=S} and each subsequent row above it shrinks according to the same common ratio r = 1 2 {\displaystyle r={\tfrac {1}{2}}} {\displaystyle r={\tfrac {1}{2}}}, making another geometric series with sum T {\displaystyle T} {\displaystyle T}, T = S ( 1 + 1 2 + 1 4 + 1 8 + ⋯ ) = S 1 − r = 1 1 − 1 2 = 2. {\displaystyle {\begin{aligned}T&=S\left(1+{\frac {1}{2}}+{\frac {1}{4}}+{\frac {1}{8}}+\cdots \right)\\&={\frac {S}{1-r}}={\frac {1}{1-{\frac {1}{2}}}}=2.\end{aligned}}} {\displaystyle {\begin{aligned}T&=S\left(1+{\frac {1}{2}}+{\frac {1}{4}}+{\frac {1}{8}}+\cdots \right)\\&={\frac {S}{1-r}}={\frac {1}{1-{\frac {1}{2}}}}=2.\end{aligned}}} This approach generalizes usefully to higher dimensions, and that generalization is described above in § Connection to the power series.

Applications

[edit]

As mentioned above, the geometric series can be applied in the field of economics. This leads to the common ratio of a geometric series that may refer to the rates of increase and decrease of price levels are called inflation rates and deflation rates; in contrast, the rates of increase in values of investments include rates of return and interest rates. More specifically in mathematical finance, geometric series can also be applied in time value of money; that is to represent the present values of perpetual annuities, sums of money to be paid each year indefinitely into the future. This sort of calculation is used to compute the annual percentage rate of a loan, such as a mortgage loan. It can also be used to estimate the present value of expected stock dividends, or the terminal value of a financial asset assuming a stable growth rate. However, the assumption that interest rates are constant is generally incorrect and payments are unlikely to continue forever since the issuer of the perpetual annuity may lose its ability or end its commitment to make continued payments, so estimates like these are only heuristic guidelines for decision making rather than scientific predictions of actual current values.[3]

The interior of the Koch snowflake is a union of infinitely many triangles

In addition to finding the area enclosed by a parabola and a line in Archimedes' The Quadrature of the Parabola,[19] the geometric series may also be applied in finding the Koch snowflake's area described as the union of infinitely many equilateral triangles (see figure). Each side of the green triangle is exactly ⁠1/3⁠ the size of a side of the large blue triangle and therefore has exactly ⁠1/9⁠ the area. Similarly, each yellow triangle has ⁠1/9⁠ the area of a green triangle, and so forth. All of these triangles can be represented in terms of geometric series: the blue triangle's area is the first term, the three green triangles' area is the second term, the twelve yellow triangles' area is the third term, and so forth. Excluding the initial 1, this series has a common ratio r = 4 9 {\textstyle r={\frac {4}{9}}} {\textstyle r={\frac {4}{9}}}, and by taking the blue triangle as a unit of area, the total area of the snowflake is:[22] 1 + 3 ( 1 9 ) + 12 ( 1 9 ) 2 + 48 ( 1 9 ) 3 + ⋯ = 1 + 1 3 1 − 4 9 = 8 5 . {\displaystyle 1+3\left({\frac {1}{9}}\right)+12\left({\frac {1}{9}}\right)^{2}+48\left({\frac {1}{9}}\right)^{3}+\cdots =1+{\frac {\frac {1}{3}}{1-{\frac {4}{9}}}}={\frac {8}{5}}.} {\displaystyle 1+3\left({\frac {1}{9}}\right)+12\left({\frac {1}{9}}\right)^{2}+48\left({\frac {1}{9}}\right)^{3}+\cdots =1+{\frac {\frac {1}{3}}{1-{\frac {4}{9}}}}={\frac {8}{5}}.}

Various topics in computer science may include the application of geometric series in the following:[citation needed]

  • Algorithm analysis: analyzing the time complexity of recursive algorithms (like divide-and-conquer) and in amortized analysis for operations with varying costs, such as dynamic array resizing.
  • Data structures: analyzing the space and time complexities of operations in data structures like balanced binary search trees and heaps.
  • Computer graphics: crucial in rendering algorithms for anti-aliasing, for mipmapping, and for generating fractals, where the scale of detail varies geometrically.
  • Networking and communication: modelling retransmission delays in exponential backoff algorithms and are used in data compression and error-correcting codes for efficient communication.
  • Probabilistic and randomized algorithms: analyzing random walks, Markov chains, and geometric distributions, which are essential in probabilistic and randomized algorithms.

Beyond real and complex numbers

[edit]

While geometric series with real and complex number parameters a {\displaystyle a} {\displaystyle a} and r {\displaystyle r} {\displaystyle r} are most common, geometric series of more general terms such as functions, matrices, and p {\displaystyle p} {\displaystyle p}-adic numbers also find application.[23] The mathematical operations used to express a geometric series given its parameters are simply addition and repeated multiplication, and so it is natural, in the context of modern algebra, to define geometric series with parameters from any ring or field.[24] Further generalization to geometric series with parameters from semirings is more unusual, but also has applications; for instance, in the study of fixed-point iteration of transformation functions, as in transformations of automata via rational series.[25]

In order to analyze the convergence of these general geometric series, then on top of addition and multiplication, one must also have some metric of distance between partial sums of the series. This can introduce new subtleties into the questions of convergence, such as the distinctions between uniform convergence and pointwise convergence in series of functions, and can lead to strong contrasts with intuitions from the real numbers, such as in the convergence of the series 1 + 2 + 4 + 8 + ⋯ {\displaystyle 1+2+4+8+\cdots } {\displaystyle 1+2+4+8+\cdots } with a = 1 {\displaystyle a=1} {\displaystyle a=1} and r = 2 {\displaystyle r=2} {\displaystyle r=2} to a 1 − r = − 1 {\displaystyle {\frac {a}{1-r}}=-1} {\displaystyle {\frac {a}{1-r}}=-1} in the 2-adic numbers using the 2-adic absolute value as a convergence metric. In that case, the 2-adic absolute value of the common coefficient is | r | 2 = | 2 | 2 = 1 2 {\displaystyle |r|_{2}=|2|_{2}={\tfrac {1}{2}}} {\displaystyle |r|_{2}=|2|_{2}={\tfrac {1}{2}}}, and while this is counterintuitive from the perspective of real number absolute value (where | 2 | = 2 , {\displaystyle |2|=2,} {\displaystyle |2|=2,} naturally), it is nonetheless well-justified in the context of p-adic analysis.[23]

When the multiplication of the parameters is not commutative, as it often is not for matrices or general physical operators, particularly in quantum mechanics, then the standard way of writing the geometric series,

a + a r + a r 2 + a r 3 + ⋯ , {\displaystyle a+ar+ar^{2}+ar^{3}+\cdots ,} {\displaystyle a+ar+ar^{2}+ar^{3}+\cdots ,}

multiplying from the right, may need to be distinguished from the alternative

a + r a + r 2 a + r 3 a + ⋯ , {\displaystyle a+ra+r^{2}a+r^{3}a+\cdots ,} {\displaystyle a+ra+r^{2}a+r^{3}a+\cdots ,}

multiplying from the left, and also the symmetric

a + r 1 2 a r 1 2 + r a r + r 3 2 a r 3 2 + ⋯ , {\displaystyle a+r^{\frac {1}{2}}ar^{\frac {1}{2}}+rar+r^{\frac {3}{2}}ar^{\frac {3}{2}}+\cdots ,} {\displaystyle a+r^{\frac {1}{2}}ar^{\frac {1}{2}}+rar+r^{\frac {3}{2}}ar^{\frac {3}{2}}+\cdots ,}

multiplying half on each side. These choices may correspond to important alternatives with different strengths and weaknesses in applications, as in the case of ordering the mutual interferences of drift and diffusion differently at infinitesimal temporal scales in Ito integration and Stratonovitch integration in stochastic calculus.

References

[edit]
  1. ^ a b c Varberg, Dale E.; Purcell, Edwin J.; Rigdon, Steven E. (2007). Calculus (9th ed.). Pearson Prentice Hall. p. 456. ISBN 978-0131469686.
  2. ^ Young, Cynthia Y. (2010). Precalculus. John Wiley & Sons. p. 966. ISBN 978-0-470-55665-8.
  3. ^ a b Cvitanic, Jaksa; Zapatero, Fernando (2004). Introduction to the Economics and Mathematics of Financial Markets. Cambridge, Massachusetts: MIT Press. pp. 35–38. ISBN 978-0-262-03320-6.
  4. ^ Apostol (1967), p. 393.
  5. ^ Apostol, Tom M. (1967). Calculus. Vol. 1 (2nd ed.). USA: John Wiley & Sons. p. 408. ISBN 0-471-00005-1.
  6. ^ a b Nocedal, Jorge; Wright, Stephen J. (1999). Numerical Optimization (1st ed.). New York: Springer. pp. 28–29. ISBN 978-0-387-98793-4.
  7. ^ a b Apostol (1967), pp. 388–390.
  8. ^ Abramowitz, M.; Stegun, I. A. (1972). Handbook of Mathematical Functions with Formulas, Graphs, and Mathematical Tables (9th printing ed.). New York: Dover Publications. p. 10.
  9. ^ Protter, Murray H.; Morrey, Charles B. Jr. (1970). College Calculus with Analytic Geometry (2nd ed.). Reading: Addison-Wesley. pp. 639–640. LCCN 76087042.
  10. ^ Apostol (1967), pp. 292–295.
  11. ^ Apostol (1967), pp. 399–400.
  12. ^ Apostol (1967), pp. 389.
  13. ^ Wilf, Herbert S. (1990). Generatingfunctionology. San Diego, California: Academic Press. pp. 27–28, 32, 45, 49. ISBN 978-1-48-324857-8.
  14. ^ Bender, Carl M.; Orszag, Steven A. (1999). Advanced Mathematical Methods for Scientists and Engineers: Asymptotic Methods and Perturbation Theory. Springer Science+Business Media. pp. 368–371. ISBN 978-0-387-98931-0.
  15. ^ Spivak, Michael (2008). Calculus (4th ed.). Houston, Texas: Publish or Perish, Inc. p. 473. ISBN 978-0-914098-91-1.
  16. ^ Spivak (2008), p. 476.
  17. ^ Riddle, Douglas E. (1974). Calculus and Analytic Geometry (2nd ed.). Wadsworth Publishing. p. 556. ISBN 053400301-X.
  18. ^ Heiberg, J. L. (2007). Euclid's Elements of Geometry (PDF). Translated by Richard Fitzpatrick. Richard Fitzpatrick. p. 4. ISBN 978-0615179841. Archived (PDF) from the original on 2013-08-11.
  19. ^ a b c Swain, Gordon; Dence, Thomas (1998). "Archimedes' Quadrature of the Parabola Revisited". Mathematics Magazine. 71 (2): 123–130. doi:10.2307/2691014. ISSN 0025-570X. JSTOR 2691014.
  20. ^ Babb, J (2003). "Mathematical Concepts and Proofs from Nicole Oresme: Using the History of Calculus to Teach Mathematics" (PDF). Winnipeg: The Seventh International History, Philosophy and Science Teaching conference. pp. 11–12, 21. Archived (PDF) from the original on 2021-05-27.
  21. ^ Swain, Stuart G. (2018). "Proof Without Words: Gabriel's Staircase". Mathematics Magazine. 67 (3): 209. doi:10.1080/0025570X.1994.11996214. ISSN 0025-570X.
  22. ^ Khare, Apoorva; Lachowska, Anne (2015). Beautiful, Simple, Exact, Crazy: Mathematics in the Real World. Yale University Press. p. 181. ISBN 978-0-300-21642-4.
  23. ^ a b Robert, Alain M. (2000). A Course in p {\displaystyle p} {\displaystyle p}-adic Analysis. Graduate Texts in Mathematics. Vol. 198. New York, USA: Springer-Verlag. pp. 3–4, 12–17. ISBN 978-0387-98669-2.
  24. ^ Dummit, David S.; Foote, Richard M. (2004). Abstract Algebra (3rd ed.). Hoboken, New Jersey: John Wiley and Sons. p. 238. ISBN 978-0-471-43334-7.
  25. ^ Kuich, W. (1997). "9. Semirings and formal power series: Their relevance to formal languages and automata theory". In Rozenberg, G.; Salomaa, A. (eds.). Handbook of Formal Languages. Vol. 1. Berlin: Springer. pp. 609–677. ISBN 978-3642638633.
  • Andrews, George E. (1998). "The geometric series in calculus". The American Mathematical Monthly. 105 (1). Mathematical Association of America: 36–40. doi:10.2307/2589524. JSTOR 2589524.
  • Beyer, W. H. CRC Standard Mathematical Tables, 28th ed. Boca Raton, FL: CRC Press, p. 8, 1987.
  • Courant, R. and Robbins, H. "The Geometric Progression." §1.2.3 in What Is Mathematics?: An Elementary Approach to Ideas and Methods, 2nd ed. Oxford, England: Oxford University Press, pp. 13–14, 1996.
  • Hall, Brian C. (2015), Lie groups, Lie algebras, and representations: An elementary introduction, Graduate Texts in Mathematics, vol. 222 (2nd ed.), Springer, ISBN 978-3-319-13466-6
  • Horn, Roger A.; Johnson, Charles R. (1990). Matrix Analysis. Cambridge University Press. ISBN 978-0-521-38632-6..
  • James Stewart (2002). Calculus, 5th ed., Brooks Cole. ISBN 978-0-534-39339-7
  • Larson, Hostetler, and Edwards (2005). Calculus with Analytic Geometry, 8th ed., Houghton Mifflin Company. ISBN 978-0-618-50298-1
  • Pappas, T. "Perimeter, Area & the Infinite Series." The Joy of Mathematics. San Carlos, CA: Wide World Publ./Tetra, pp. 134–135, 1989.
  • Protter, Murray H.; Morrey, Charles B. Jr. (1970), College Calculus with Analytic Geometry (2nd ed.), Reading: Addison-Wesley, LCCN 76087042
  • Roger B. Nelsen (1997). Proofs without Words: Exercises in Visual Thinking, The Mathematical Association of America. ISBN 978-0-88385-700-7

History and philosophy

[edit]
  • C. H. Edwards Jr. (1994). The Historical Development of the Calculus, 3rd ed., Springer. ISBN 978-0-387-94313-8.
  • Eli Maor (1991). To Infinity and Beyond: A Cultural History of the Infinite, Princeton University Press. ISBN 978-0-691-02511-7
  • Morr Lazerowitz (2000). The Structure of Metaphysics (International Library of Philosophy), Routledge. ISBN 978-0-415-22526-7

Economics

[edit]
  • Carl P. Simon and Lawrence Blume (1994). Mathematics for Economists, W. W. Norton & Company. ISBN 978-0-393-95733-4
  • Mike Rosser (2003). Basic Mathematics for Economists, 2nd ed., Routledge. ISBN 978-0-415-26784-7

Biology

[edit]
  • Edward Batschelet (1992). Introduction to Mathematics for Life Scientists, 3rd ed., Springer. ISBN 978-0-387-09648-3
  • Richard F. Burton (1998). Biology by Numbers: An Encouragement to Quantitative Thinking, Cambridge University Press. ISBN 978-0-521-57698-7

External links

[edit]
  • "Geometric progression", Encyclopedia of Mathematics, EMS Press, 2001 [1994]
  • Weisstein, Eric W. "Geometric Series". MathWorld.
  • Geometric Series at PlanetMath.
  • Peppard, Kim. "College Algebra Tutorial on Geometric Sequences and Series". West Texas A&M University.
  • Casselman, Bill. "A Geometric Interpretation of the Geometric Series". Archived from the original (Applet) on 2007-09-29.
  • "Geometric Series" by Michael Schreiber, Wolfram Demonstrations Project, 2007.
  • v
  • t
  • e
Calculus
Precalculus
  • Binomial theorem
  • Concave function
  • Continuous function
  • Factorial
  • Finite difference
  • Free variables and bound variables
  • Graph of a function
  • Linear function
  • Radian
  • Rolle's theorem
  • Secant
  • Slope
  • Tangent
Limits
  • Indeterminate form
  • Limit of a function
    • One-sided limit
  • Limit of a sequence
  • Order of approximation
  • (ε, δ)-definition of limit
Differential calculus
  • Derivative
  • Second derivative
  • Partial derivative
  • Differential
  • Differential operator
  • Mean value theorem
  • Notation
    • Leibniz's notation
    • Newton's notation
  • Rules of differentiation
    • linearity
    • Power
    • Sum
    • Chain
    • L'Hôpital's
    • Product
      • General Leibniz's rule
    • Quotient
  • Other techniques
    • Implicit differentiation
    • Inverse function rule
    • Logarithmic derivative
    • Related rates
  • Stationary points
    • First derivative test
    • Second derivative test
    • Extreme value theorem
    • Maximum and minimum
  • Further applications
    • Newton's method
    • Taylor's theorem
  • Differential equation
    • Ordinary differential equation
    • Partial differential equation
    • Stochastic differential equation
Integral calculus
  • Antiderivative
  • Arc length
  • Riemann integral
  • Basic properties
  • Constant of integration
  • Fundamental theorem of calculus
    • Differentiating under the integral sign
  • Integration by parts
  • Integration by substitution
    • trigonometric
    • Euler
    • Tangent half-angle substitution
  • Partial fractions in integration
    • Quadratic integral
  • Trapezoidal rule
  • Volumes
    • Washer method
    • Shell method
  • Integral equation
  • Integro-differential equation
Vector calculus
  • Derivatives
    • Curl
    • Directional derivative
    • Divergence
    • Gradient
    • Laplacian
  • Basic theorems
    • Line integrals
    • Green's
    • Stokes'
    • Gauss'
Multivariable calculus
  • Divergence theorem
  • Geometric
  • Hessian matrix
  • Jacobian matrix and determinant
  • Lagrange multiplier
  • Line integral
  • Matrix
  • Multiple integral
  • Partial derivative
  • Surface integral
  • Volume integral
  • Advanced topics
    • Differential forms
    • Exterior derivative
    • Generalized Stokes' theorem
    • Tensor calculus
Sequences and series
  • Arithmetico-geometric sequence
  • Types of series
    • Alternating
    • Binomial
    • Fourier
    • Geometric
    • Harmonic
    • Infinite
    • Power
      • Maclaurin
      • Taylor
    • Telescoping
  • Tests of convergence
    • Abel's
    • Alternating series
    • Cauchy condensation
    • Direct comparison
    • Dirichlet's
    • Integral
    • Limit comparison
    • Ratio
    • Root
    • Term
Special functions
and numbers
  • Bernoulli numbers
  • e (mathematical constant)
  • Exponential function
  • Natural logarithm
  • Stirling's approximation
History of calculus
  • Adequality
  • Brook Taylor
  • Colin Maclaurin
  • Generality of algebra
  • Gottfried Wilhelm Leibniz
  • Infinitesimal
  • Infinitesimal calculus
  • Isaac Newton
  • Fluxion
  • Law of Continuity
  • Leonhard Euler
  • Method of Fluxions
  • The Method of Mechanical Theorems
Lists
Integrals
  • rational functions
  • irrational algebraic functions
  • exponential functions
  • logarithmic functions
  • hyperbolic functions
    • inverse
  • trigonometric functions
    • inverse
    • Secant
    • Secant cubed
  • List of limits
  • List of derivatives
Miscellaneous topics
  • Complex calculus
    • Contour integral
  • Differential geometry
    • Manifold
    • Curvature
    • of curves
    • of surfaces
    • Tensor
  • Euler–Maclaurin formula
  • Gabriel's horn
  • Integration Bee
  • Proof that 22/7 exceeds π
  • Regiomontanus' angle maximization problem
  • Steinmetz solid
Authority control databases Edit this at Wikidata
  • GND
Retrieved from "https://teknopedia.ac.id/w/index.php?title=Geometric_series&oldid=1340085274"
Categories:
  • Geometric series
  • Ratios
Hidden categories:
  • Articles with short description
  • Short description matches Wikidata
  • Pages using sidebar with the child parameter
  • Pages using multiple image with auto scaled images
  • All articles with unsourced statements
  • Articles with unsourced statements from November 2024
  • Articles containing proofs

  • indonesia
  • Polski
  • العربية
  • Deutsch
  • English
  • Español
  • Français
  • Italiano
  • مصرى
  • Nederlands
  • 日本語
  • Português
  • Sinugboanong Binisaya
  • Svenska
  • Українська
  • Tiếng Việt
  • Winaray
  • 中文
  • Русский
Sunting pranala
url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url url
Pusat Layanan

UNIVERSITAS TEKNOKRAT INDONESIA | ASEAN's Best Private University
Jl. ZA. Pagar Alam No.9 -11, Labuhan Ratu, Kec. Kedaton, Kota Bandar Lampung, Lampung 35132
Phone: (0721) 702022
Email: pmb@teknokrat.ac.id