Ramanujan’s legacy used in signal processing, black hole physics

Note4Students

From UPSC perspective, the following things are important :

Prelims level : Ramanujan and his theories

Mains level : Application of Ramanujan's theories

 

 

 

 

 

Due to the remarkable originality and power of Ramanujan’s genius, the ideas he created a century ago are now finding applications in diverse contexts. Two among these are signal processing and Black Hole physics.

Signal processing

  • Examples of signals that are processed digitally include obvious ones like speech and music and more research-oriented ones such as DNA and protein sequences.
  • All these have certain patterns that repeat over and over again and are called periodic patterns.
  • For example, a DNA molecule is made up of 4 bases (Adenine Guanine, Thymine and Cytosine).
  • Sometimes, a sequence, say AGT, keeps repeating several times in a region of the DNA.
  • In real life, more complex repeating patterns may need to be identified as they bear significance to health conditions.
  • So, in signal processing, one thing we are interested in is extracting and identifying such periodic information.

How is Ramanujan referred in signal processing?

  • Identifying and separating the periodic portion is much like using a sieve to separate particles of different sizes.
  • A mathematical operation akin to a sieve is used to separate out the periodic regions in the signal.
  • Some of the best-known methods to extract periodic components in signals involve Fourier analysis.
  • Using Ramanujan Sums for this process is much less known. “A Ramanujan Sum is a sequence like c(1), c(2), c(3) … This sequence itself repeats periodically…
  • It was thought, by a number of authors before me, to be useful in identifying periodic components in signals, much the same as sines and cosines (trigonometry) are used in Fourier analysis.

Black Hole Physics

  • Ramanujan’s interest in the number of ways one can partition an integer (a whole number) is famous.
  • For instance, the integer 3 can be written as 1+1+1 or 2+1. Thus, there are two ways of partitioning the integer 3.
  • As the integer to be partitioned gets larger and larger, it becomes difficult to compute the number of ways to partition it.
  • The seemingly simple mathematical calculation is related to a very sophisticated method to reveal the properties of black holes.

Partition of integers

  • Ramanujan related this counting problem to some special functions called “modular forms”.
  • A modular form is symmetric, in the sense that it does not change, under a set of mathematical operations called “modular symmetry”.
  • A geometric analogy for such a function would be a circle which does not change its shape under rotations [circular symmetry].
  • Using this symmetry, Ramanujan and G.H. Hardy found a beautiful formula to compute the number of partitions of any integer.

Black Hole entropy

  • A separate concept in physics, entropy, explains why heat flows from a hot body to a cold body and not the other way around.
  • The mock theta functions of Ramanujan have come to play an important role in understanding the very quantum structure of space-time – in particular the quantum entropy of a type of Black Hole in string theory.
  • Stephen Hawking showed that when we take into account quantum effects, a Black Hole is not quite black, it is rather like a hot piece of metal that is slowly emitting Hawking radiation.
  • Thus, one can associate thermodynamic quantities like temperature and entropy to a Black Hole.
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