Translate

Sunday, 28 December 2025

what is Grover’s Algorithm in quantum computing. explain with examples

 Grover's Algorithm is one of the most famous quantum algorithms, designed to solve the unstructured search problem. If you have an unsorted database of $N$ items and you're looking for one specific "marked" item, a classical computer would need to check $N/2$ items on average and $N$ items in the worst case.

Grover's Algorithm allows a quantum computer to find that item in approximately $\sqrt{N}$ steps. This is known as quadratic speedup.

How it Works: The Concept

The algorithm doesn't "look" at the data like we do. Instead, it uses amplitude amplification. Imagine all possible entries in the database as waves. Initially, all waves have the same height (probability). Grover’s algorithm mathematically "flips" the height of the correct answer and then "pushes" it up while shrinking all the others.


The 4 Main Steps

To find an item in a space of $N = 2^n$ possibilities (where $n$ is the number of qubits):

  1. Initialization: Use Hadamard gates ($H$) on all qubits to put them into a uniform superposition. Every possible answer now has an equal probability amplitude.

  2. The Oracle (Marking): The "Oracle" is a black-box function that recognizes the correct answer. It flips the phase (the sign) of the target state's amplitude. If the state is $|w\rangle$, it becomes $-|w\rangle$.

  3. The Diffusion Operator (Amplification): This step performs an "inversion about the mean." It calculates the average amplitude of all states and reflects each amplitude across that average. Because the target state was flipped to negative, it is now far below the average, so reflecting it makes its amplitude much larger than the others.

  4. Iteration: Repeat steps 2 and 3 approximately $\frac{\pi}{4}\sqrt{N}$ times. Each iteration increases the probability of measuring the correct state.


A Simple 2-Qubit Example

Imagine a tiny database with 4 items: 00, 01, 10, and 11. We want to find the item 11.

StepState Visualization
1. SuperpositionAll four states have an amplitude of $+1/2$. Probability for each is $1/4 = 25\%$.
2. The OracleThe Oracle flips the sign of 11. Amplitudes: 00: $1/2$, 01: $1/2$, 10: $1/2$, 11: $-1/2$.
3. DiffusionThe average amplitude is $(1/2 + 1/2 + 1/2 - 1/2) / 4 = 1/4$. Inverting about $1/4$ makes the 11 state's amplitude $1$ and the others $0$.
4. MeasurementWhen you measure, you find 11 with 100% certainty in just one step!

Note: For larger $N$, you won't get 100% probability in one step, but the "correct" amplitude grows significantly with each iteration.


Real-World Applications

While often called a "database search," Grover's is more about finding the input to a function that gives a specific output.

  • Cracking Passwords/Cryptography: Finding a key that matches a hash.

  • Optimization: Solving the "Traveling Salesman" problem or Sudoku puzzles.

  • Scientific Research: Searching through massive biological or chemical data structures where no pre-sorted index exists.

No comments:

Post a Comment

Note: only a member of this blog may post a comment.