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Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




               On Finite Differences, Interpolation Methods
                 and Power Series Expansions in Indian
                              Mathematics

                                    V. N. Krishnachandran
                            Vidya Academy of Science & Technology
                                   Thrissur 680 501, Kerala




V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Outline

       1 Introduction

       2 Aryabhata’s difference table

       3 Brahmagupta’s interpolation formula

       4 Bhaskara I’s approximation formula

       5 Madhava’s power series expansions

       6 References



V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Introduction




       Introduction



V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Objectives




               To present some of the greatest achievements of
               pre-modern Indian mathematicians as
               contributions to the development of numerical
               analysis.




V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Main themes



       We present four themes:
           1   Difference tables
           2   Interpolation formulas
           3   Rational polynomial approximations
           4   Power series expansions




V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Aryabhata’s difference table




       Aryabhata’s difference table



V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Aryabhata’s sine table



               Aryabhata I’s (476 - 550 CE) celebrated work Aryabhatiyam
               contains a sine table.
               Aryabhata’s table was the first sine table ever constructed in
               the history of mathematics.
               The tables of Hipparchus (c.190 BC - c.120 BC), Menelaus
               (c.70 - 140 CE) and Ptolemy (c.AD 90 - c.168) were all tables
               of chords and not of half-chords.




V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




What Aryabhata tabulated




            Aryabhata tabulated the values of jya (measured in minutes)
           for arc equal to 225 minutes, 450 minutes, ... , 5400 minutes.
                                (Twenty-four values.)

V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




What others tabulated




                               Pre-Aryabhata astronomers tabulated
                                 values of chords for various arcs.

V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Aryabhata’s table




       The stanza specifying Aryabhata’s table is the tenth one (excluding
       two preliminary stanzas) in the first section of Aryabhatiya titled
       Dasagitikasutra.




V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Aryabhata’s table in his notation




       (Table values are encoded in a scheme invented by Aryabhata.)

V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Aryabhata’s table in modern notation



                               225               224               222               219
                               215               210               205               199
                               191               183               174               164
                               154               143               131               119
                               106                93                79                65
                                51                37                22                 7

                                        (Read numbers row-wise.)




V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Interpretation of Aryabhata’s table




               Aryabhata’s table is not a table of the values of jyas.
               Aryabhata’s table is a table of the first differences of the
               values of jyas.




V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Aryabahata’s table as a table of first differences

            Angle (A)                    Value in             A’bhata’s value              Modern value
         (in minutes)              A’bhata’s table                 of jya (A)                of jya (A)
                  225                         225                         225                 224.8560
                  450                         224                         449                 448.7490
                  675                         222                         671                 670.7205
                  900                         219                         890                 889.8199
                1125                          215                        1105                1105.1089
                1350                          210                        1315                1315.6656
                1575                          205                        1520                1520.5885
                1800                          199                        1719                1719.0000
                    .
                    .                            .
                                                 .                          .
                                                                            .                         .
                                                                                                      .
                    .                            .                          .                         .
        Values in second column are differences of values in third column.

V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Brahmagupata’s interpolation formula




       Brahmagupata’s interpolation
       formula



V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Brahmagupta



               Brahmagupta’s (598 - 668 CE) works contain Sanskrit verses
               describing a second order interpolation formula.
               The earliest such work is Dhyana-graha-adhikara, a treatise
               completed in early seventh century CE.
               Brahmagupta was the first to invent and use an interpolation
               formula of the second order in the history of mathematics.




V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Brahmagupta’s verse




       (Earliest appearance: Dhyana-graha-adhikara, sloka 17)




V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Translation of Brahmagupta’s verse


               Multiply half the difference of the tabular differences crossed
               over and to be crossed over by the residual arc and divide by
               900 minutes (= h). By the result (so obtained) increase or
               decrease half the sum of the same (two) differences, according
               as this (semi-sum) is less than or greater than the difference
               to be crossed over. We get the true functional differences to
               be crossed over.

       (Gupta, R.C.. “Second order interpolation in Indian mathematics
       upto the fifteenth century”. Indian Journal of History of Science 4
       (1 & 2): pp.86 - 98.)


V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Brahamagupta’s verse : Interpretation (notations)



               Consider a set of values of f (x) tabulated at equally spaced
               values of x:
                  x    x1 · · · xr xr +1 · · · xn
                f (x) f1 · · · fr fr +1 · · · fn
               Let Dj = fj − fj−1 .
               Let it be required to find f (a) where xr < a < xr +1 .
               Let t = a − xr and h = xj − xj−1 .




V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Brahamagupta’s verse : Interpretation


               True functional difference =
                                          Dr + Dr +1   t |Dr − Dr +1 |
                                                     ±
                                              2        h      2
                            Dr + Dr +1
               according as             is less than or greater than Dr +1 .
                                 2
               True functional difference =
                                           Dr + Dr +1   t Dr +1 − Dr
                                                      +
                                               2        h      2



V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Brahamagupta’s verse : Interpretation



               The functional difference Dr +1 in the approximation formula
                                                                t
                                               f (a) = f (xr ) + Dr +1
                                                                h
               is replaced by this true functional difference.
               The resulting approximation fromula is Brahmagupta’s
               interpolation formula.




V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Brahmagupta’s interpolation formula



               Brahmagupta’s interpolation formula:

                                                    t Dr + Dr +1   t Dr +1 − Dr
                           f (a) = f (xr ) +                     +
                                                    h     2        h      2

               This is the Stirlings interpolation formula truncated at the
               second order.




V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Bhaskara I’s approximation formula




       Bhaskara I’s approximation
       formula



V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Bhaskara I




               Bhaskara I (c.600 - c.680), a seventh century Indian
               mathematician (not the author of Lilavati).
               Mahabhaskariya, a treatise by Bhaskara I, contains a verse
               describing a rational polynomial approximation to sin x.




V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Bhaskara’s verse




       (Mahabhaskariya, VII, 17 - 19)


V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Bhaskara’s verse: Translation
       (Now) I briefly state the rule (for finding the bhujaphala and the
       kotiphala, etc.) without making use of the Rsine-differences 225,
       etc. Subtract the degrees of a bhuja (or koti) from the degrees of
       a half circle (that is, 180 degrees). Then multiply the remainder by
       the degrees of the bhuja or koti and put down the result at two
       places. At one place subtract the result from 40500. By one-fourth
       of the remainder (thus obtained), divide the result at the other
       place as multiplied by the anthyaphala (that is, the epicyclic
       radius). Thus is obtained the entire bahuphala (or, kotiphala) for
       the sun, moon or the star-planets. So also are obtained the direct
       and inverse Rsines.
       (R.C. Gupta (1967). Bhaskara I’ approximation to sine. Indian
       Journal of HIstory of Science 2 (2)
V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Bhaskara I’s approximation formula




       Let x be an angle measured in degrees.

                                                      4x(180 − x)
                                      sin x =
                                                   40500 − x(180 − x)




V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Bhaskara I’s approximation formula




               This is a rational polynomial approximation to sin x when
               angle x is expressed in degrees.
               It is not known how Bhaskara arrived at this formula.




V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Accuracy of Bhaskara’s approximation formula




       The maximum absolute error in using the formula is around 0.0016.

V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Madhava’s power series expansions




       Madhava’s power series
       expansions



V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Sangamagrama Madhava



               Madhava flourished during c.1350 - c.1425.
               Madhava founded the so called Kerala School of Astronomy
               and Mathematics.
               Only a few minor works of Madhava have survived.
               There are copious references and tributes to Madhava in the
               works of his followers.




V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Madhava’s power series for sine in Madhava’s words




V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Madhava’s power series for sine in English

               Multiply the arc by the square of itself (multiplication being
               repeated any number of times) and divide the result by the
               product of the squares of even numbers increased by that
               number and the square of the radius (the multiplication being
               repeated the same number of times). The arc and the results
               obtained from above are placed one above the other and are
               subtracted systematically one from its above. These together
               give jiva collected here as found in the expression beginning
               with vidwan etc.

       (A.K. Bag (1975). Madhava’s sine and cosine series. Indian
       Journal of History of Science 11 (1): pp.54-57.)

V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Madhava’s power series for sine in modern notations

       Let θ be the angle subtended at the center of a circle of radius r
       by an arc of length s. Then jiva ( = jya) of s is r sin θ.

               jiva = s
                                 s2
                         − s·
                             (22 + 2)r 2
                                 s2                        s2
                         − s· 2                       ·
                             (2 + 2)r 2                (42 + 4)r 2
                                 s2                        s2          s2
                         − s· 2                       · 2          · 2       − ···
                             (2 + 2)r 2                (4 + 4)r 2 (6 + 6)r 2



V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Madhava’s power series for sine : reformulation for
computations

               Chose a circle the length of a quarter of which is C = 5400
               minutes.
               Let R be the radius of such a circle.
               Choose Madhava’s value for π: π = 3.1415926536.
               The radius R can be computed as follows:

                   R = 2 × 5400/π
                       = 3437 minutes, 44 seconds, 48 sixtieths of a second.



V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta                Bhaskara I          Madhava            References




Madhava’s power series for sine : reformulation for
computations


               For an arc s of a circle of radius R:
                                                  π 3                           π 5                      π 7
                         s              3   R     2       s         2     R     2       s       2    R   2
               jiva = s−                                −                             −                        −· · ·
                         C                      3!        C                    5!       C                7!
                                                           3               5                    11
                                   R π2     R π2           R π
                                                             2
               The five coefficients         ,        , ... ,                                           were
                                     3!       5!            11!
               pre-computed to the desired degree of accuracy.




V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Madhava’s power series for sine : Computational scheme


                                   jiva = s−
                                           s           3
                                                           (2220 39 40 )−
                                           C
                                           s           2
                                                           (273 57 47 )−
                                           C
                                           s           2
                                                           (16 05 41 )−
                                           C
                                           s           2
                                                           (33 06 )−
                                           C
                                           s           2
                                                           (44 ) −
                                           C


V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Madhava’s sine table




V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Madhava’s sine table



               The table is a set of numbers encoded in the katapayadi
               scheme.
               The table contains the values of jya (or, jiva) for arcs equal to
               225 minutes, ... , 5400 minutes (twenty-four values).
               The values are correct up to seven decimal places.
               Madhava computed these values using the power series
               expansion of the sine function.




V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Madhava’s method vs. modern algorithm




       Madhava formulated his result on the power series expansion as a
       computational algorithm. This algorithm anticipates many ideas
       used in the modern algorithm for computation of sine function.
       Details in next slide ...




V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Madhava’s method vs. modern algorithm


               The first point is that Madhava’s method was indeed an
               algorithm!
               Madhava used an eleventh degree polynomial to compute
               sine. Madhava used Taylor series approximation. Modern
               algorithms use minmax polynomial of the same degree.
               Madhava pre-computed the coefficients to the desired
               accuracy. Modern algorithms also do the same.
               Madhava essentially used Horner’s method for the efficient
               computation of polynomials. Modern algorithms also use the
               same method.


V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Madhava’s power series for cosine and arctangent functions




       Madhava had developed similar results for the computation of the
       cosine function and also the arctangent function. See references
       for details.




V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




References




       References



V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




References

               Walter Eugene Clark (1930). The Aryabhatiya of Aryabhata:
               An ancient Indian work on mathematics and astronomy.
               Chicago: The University of Chicago Press (p.19).
               Meijering, Erik (March 2002). “A Chronology of Interpolation
               From Ancient Astronomy to Modern Signal and Image
               Processing”. Proceedings of the IEEE 90 (3): 319 - 342.
               Gupta, R.C.. “Second order interpolation in Indian
               mathematics upto the fifteenth century”. Indian Journal of
               History of Science 4 (1 & 2): 86 - 98.
               R.C. Gupta (1967). “Bhaskara I’ approximation to sine”.
               Indian Journal of HIstory of Science 2 (2)

V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




References (continued)
               Bag, A.K. (1976). “Madhava’s sine and cosine series”. Indian
               Journal of History of Science (Indian National Academy of
               Science) 11 (1): 54 - 57.
               C.K. Raju (2007). Cultural foundations of mathematics: The
               nature of mathematical proof and the transmission of calculus
               from India to Europe in the 16 thc. CE. History of Philosophy,
               Science and Culture in Indian Civilization. X Part 4. Delhi:
               Centre for Studies in Civilizations. pp. 114 - 123.
               Kim Plofker (2009). Mathematics in India. Princeton:
               Princeton University Press. pp. 217 - 254.
               Joseph, George Gheverghese (2009). A Passage to Infinity :
               Medieval Indian Mathematics from Kerala and Its Impact.
               Delhi: Sage Publications (Inda) Pvt. Ltd.
V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
Introduction           Aryabhata             Brahmagupta              Bhaskara I            Madhava   References




Thanks


       Thanks ...




V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala
On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics

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On finite differences, interpolation methods and power series expansions in indian mathematics

  • 1. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 2. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Outline 1 Introduction 2 Aryabhata’s difference table 3 Brahmagupta’s interpolation formula 4 Bhaskara I’s approximation formula 5 Madhava’s power series expansions 6 References V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 3. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Introduction Introduction V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 4. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Objectives To present some of the greatest achievements of pre-modern Indian mathematicians as contributions to the development of numerical analysis. V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 5. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Main themes We present four themes: 1 Difference tables 2 Interpolation formulas 3 Rational polynomial approximations 4 Power series expansions V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 6. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Aryabhata’s difference table Aryabhata’s difference table V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 7. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Aryabhata’s sine table Aryabhata I’s (476 - 550 CE) celebrated work Aryabhatiyam contains a sine table. Aryabhata’s table was the first sine table ever constructed in the history of mathematics. The tables of Hipparchus (c.190 BC - c.120 BC), Menelaus (c.70 - 140 CE) and Ptolemy (c.AD 90 - c.168) were all tables of chords and not of half-chords. V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 8. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References What Aryabhata tabulated Aryabhata tabulated the values of jya (measured in minutes) for arc equal to 225 minutes, 450 minutes, ... , 5400 minutes. (Twenty-four values.) V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 9. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References What others tabulated Pre-Aryabhata astronomers tabulated values of chords for various arcs. V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 10. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Aryabhata’s table The stanza specifying Aryabhata’s table is the tenth one (excluding two preliminary stanzas) in the first section of Aryabhatiya titled Dasagitikasutra. V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 11. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Aryabhata’s table in his notation (Table values are encoded in a scheme invented by Aryabhata.) V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 12. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Aryabhata’s table in modern notation 225 224 222 219 215 210 205 199 191 183 174 164 154 143 131 119 106 93 79 65 51 37 22 7 (Read numbers row-wise.) V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 13. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Interpretation of Aryabhata’s table Aryabhata’s table is not a table of the values of jyas. Aryabhata’s table is a table of the first differences of the values of jyas. V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 14. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Aryabahata’s table as a table of first differences Angle (A) Value in A’bhata’s value Modern value (in minutes) A’bhata’s table of jya (A) of jya (A) 225 225 225 224.8560 450 224 449 448.7490 675 222 671 670.7205 900 219 890 889.8199 1125 215 1105 1105.1089 1350 210 1315 1315.6656 1575 205 1520 1520.5885 1800 199 1719 1719.0000 . . . . . . . . . . . . Values in second column are differences of values in third column. V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 15. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Brahmagupata’s interpolation formula Brahmagupata’s interpolation formula V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 16. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Brahmagupta Brahmagupta’s (598 - 668 CE) works contain Sanskrit verses describing a second order interpolation formula. The earliest such work is Dhyana-graha-adhikara, a treatise completed in early seventh century CE. Brahmagupta was the first to invent and use an interpolation formula of the second order in the history of mathematics. V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 17. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Brahmagupta’s verse (Earliest appearance: Dhyana-graha-adhikara, sloka 17) V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 18. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Translation of Brahmagupta’s verse Multiply half the difference of the tabular differences crossed over and to be crossed over by the residual arc and divide by 900 minutes (= h). By the result (so obtained) increase or decrease half the sum of the same (two) differences, according as this (semi-sum) is less than or greater than the difference to be crossed over. We get the true functional differences to be crossed over. (Gupta, R.C.. “Second order interpolation in Indian mathematics upto the fifteenth century”. Indian Journal of History of Science 4 (1 & 2): pp.86 - 98.) V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 19. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Brahamagupta’s verse : Interpretation (notations) Consider a set of values of f (x) tabulated at equally spaced values of x: x x1 · · · xr xr +1 · · · xn f (x) f1 · · · fr fr +1 · · · fn Let Dj = fj − fj−1 . Let it be required to find f (a) where xr < a < xr +1 . Let t = a − xr and h = xj − xj−1 . V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 20. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Brahamagupta’s verse : Interpretation True functional difference = Dr + Dr +1 t |Dr − Dr +1 | ± 2 h 2 Dr + Dr +1 according as is less than or greater than Dr +1 . 2 True functional difference = Dr + Dr +1 t Dr +1 − Dr + 2 h 2 V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 21. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Brahamagupta’s verse : Interpretation The functional difference Dr +1 in the approximation formula t f (a) = f (xr ) + Dr +1 h is replaced by this true functional difference. The resulting approximation fromula is Brahmagupta’s interpolation formula. V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 22. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Brahmagupta’s interpolation formula Brahmagupta’s interpolation formula: t Dr + Dr +1 t Dr +1 − Dr f (a) = f (xr ) + + h 2 h 2 This is the Stirlings interpolation formula truncated at the second order. V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 23. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Bhaskara I’s approximation formula Bhaskara I’s approximation formula V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 24. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Bhaskara I Bhaskara I (c.600 - c.680), a seventh century Indian mathematician (not the author of Lilavati). Mahabhaskariya, a treatise by Bhaskara I, contains a verse describing a rational polynomial approximation to sin x. V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 25. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Bhaskara’s verse (Mahabhaskariya, VII, 17 - 19) V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 26. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Bhaskara’s verse: Translation (Now) I briefly state the rule (for finding the bhujaphala and the kotiphala, etc.) without making use of the Rsine-differences 225, etc. Subtract the degrees of a bhuja (or koti) from the degrees of a half circle (that is, 180 degrees). Then multiply the remainder by the degrees of the bhuja or koti and put down the result at two places. At one place subtract the result from 40500. By one-fourth of the remainder (thus obtained), divide the result at the other place as multiplied by the anthyaphala (that is, the epicyclic radius). Thus is obtained the entire bahuphala (or, kotiphala) for the sun, moon or the star-planets. So also are obtained the direct and inverse Rsines. (R.C. Gupta (1967). Bhaskara I’ approximation to sine. Indian Journal of HIstory of Science 2 (2) V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 27. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Bhaskara I’s approximation formula Let x be an angle measured in degrees. 4x(180 − x) sin x = 40500 − x(180 − x) V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 28. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Bhaskara I’s approximation formula This is a rational polynomial approximation to sin x when angle x is expressed in degrees. It is not known how Bhaskara arrived at this formula. V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 29. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Accuracy of Bhaskara’s approximation formula The maximum absolute error in using the formula is around 0.0016. V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 30. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Madhava’s power series expansions Madhava’s power series expansions V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 31. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Sangamagrama Madhava Madhava flourished during c.1350 - c.1425. Madhava founded the so called Kerala School of Astronomy and Mathematics. Only a few minor works of Madhava have survived. There are copious references and tributes to Madhava in the works of his followers. V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 32. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Madhava’s power series for sine in Madhava’s words V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 33. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Madhava’s power series for sine in English Multiply the arc by the square of itself (multiplication being repeated any number of times) and divide the result by the product of the squares of even numbers increased by that number and the square of the radius (the multiplication being repeated the same number of times). The arc and the results obtained from above are placed one above the other and are subtracted systematically one from its above. These together give jiva collected here as found in the expression beginning with vidwan etc. (A.K. Bag (1975). Madhava’s sine and cosine series. Indian Journal of History of Science 11 (1): pp.54-57.) V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 34. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Madhava’s power series for sine in modern notations Let θ be the angle subtended at the center of a circle of radius r by an arc of length s. Then jiva ( = jya) of s is r sin θ. jiva = s s2 − s· (22 + 2)r 2 s2 s2 − s· 2 · (2 + 2)r 2 (42 + 4)r 2 s2 s2 s2 − s· 2 · 2 · 2 − ··· (2 + 2)r 2 (4 + 4)r 2 (6 + 6)r 2 V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 35. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Madhava’s power series for sine : reformulation for computations Chose a circle the length of a quarter of which is C = 5400 minutes. Let R be the radius of such a circle. Choose Madhava’s value for π: π = 3.1415926536. The radius R can be computed as follows: R = 2 × 5400/π = 3437 minutes, 44 seconds, 48 sixtieths of a second. V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 36. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Madhava’s power series for sine : reformulation for computations For an arc s of a circle of radius R: π 3 π 5 π 7 s 3 R 2 s 2 R 2 s 2 R 2 jiva = s− − − −· · · C 3! C 5! C 7! 3 5 11 R π2 R π2 R π 2 The five coefficients , , ... , were 3! 5! 11! pre-computed to the desired degree of accuracy. V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 37. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Madhava’s power series for sine : Computational scheme jiva = s− s 3 (2220 39 40 )− C s 2 (273 57 47 )− C s 2 (16 05 41 )− C s 2 (33 06 )− C s 2 (44 ) − C V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 38. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Madhava’s sine table V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 39. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Madhava’s sine table The table is a set of numbers encoded in the katapayadi scheme. The table contains the values of jya (or, jiva) for arcs equal to 225 minutes, ... , 5400 minutes (twenty-four values). The values are correct up to seven decimal places. Madhava computed these values using the power series expansion of the sine function. V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 40. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Madhava’s method vs. modern algorithm Madhava formulated his result on the power series expansion as a computational algorithm. This algorithm anticipates many ideas used in the modern algorithm for computation of sine function. Details in next slide ... V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 41. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Madhava’s method vs. modern algorithm The first point is that Madhava’s method was indeed an algorithm! Madhava used an eleventh degree polynomial to compute sine. Madhava used Taylor series approximation. Modern algorithms use minmax polynomial of the same degree. Madhava pre-computed the coefficients to the desired accuracy. Modern algorithms also do the same. Madhava essentially used Horner’s method for the efficient computation of polynomials. Modern algorithms also use the same method. V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 42. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Madhava’s power series for cosine and arctangent functions Madhava had developed similar results for the computation of the cosine function and also the arctangent function. See references for details. V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 43. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References References References V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 44. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References References Walter Eugene Clark (1930). The Aryabhatiya of Aryabhata: An ancient Indian work on mathematics and astronomy. Chicago: The University of Chicago Press (p.19). Meijering, Erik (March 2002). “A Chronology of Interpolation From Ancient Astronomy to Modern Signal and Image Processing”. Proceedings of the IEEE 90 (3): 319 - 342. Gupta, R.C.. “Second order interpolation in Indian mathematics upto the fifteenth century”. Indian Journal of History of Science 4 (1 & 2): 86 - 98. R.C. Gupta (1967). “Bhaskara I’ approximation to sine”. Indian Journal of HIstory of Science 2 (2) V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 45. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References References (continued) Bag, A.K. (1976). “Madhava’s sine and cosine series”. Indian Journal of History of Science (Indian National Academy of Science) 11 (1): 54 - 57. C.K. Raju (2007). Cultural foundations of mathematics: The nature of mathematical proof and the transmission of calculus from India to Europe in the 16 thc. CE. History of Philosophy, Science and Culture in Indian Civilization. X Part 4. Delhi: Centre for Studies in Civilizations. pp. 114 - 123. Kim Plofker (2009). Mathematics in India. Princeton: Princeton University Press. pp. 217 - 254. Joseph, George Gheverghese (2009). A Passage to Infinity : Medieval Indian Mathematics from Kerala and Its Impact. Delhi: Sage Publications (Inda) Pvt. Ltd. V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics
  • 46. Introduction Aryabhata Brahmagupta Bhaskara I Madhava References Thanks Thanks ... V. N. Krishnachandran Vidya Academy of Science & Technology Thrissur 680 501, Kerala On Finite Differences, Interpolation Methods and Power Series Expansions in Indian Mathematics