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How is the QFT applied to a quantum state and what is the result of this application?

by EITCA Academy / Sunday, 06 August 2023 / Published in Quantum Information, EITC/QI/QIF Quantum Information Fundamentals, Quantum Fourier Transform, Discrete Fourier Transform, Examination review

The Quantum Fourier Transform (QFT) is a fundamental operation in quantum information theory that plays a important role in various quantum algorithms and protocols. It is a quantum analogue of the classical discrete Fourier transform (DFT) and is used to manipulate and analyze quantum states in the frequency domain. In this answer, we will discuss how the QFT is applied to a quantum state and explore the result of this application.

To understand the application of the QFT, let's first review the concept of the DFT. The DFT is a mathematical transformation that converts a discrete sequence of complex numbers into another discrete sequence of complex numbers. It decomposes the original sequence into its constituent sinusoidal components, revealing the frequency content of the signal. The DFT is widely used in signal processing, image compression, and many other fields.

In quantum information theory, the QFT generalizes the DFT to quantum states. It operates on a quantum state represented as a superposition of basis states, typically in the computational basis. The QFT maps a quantum state from the computational basis to the Fourier basis, revealing the amplitudes of different frequency components in the quantum state.

Mathematically, the QFT can be defined as follows. Given an n-qubit quantum state |x⟩ = |x1x2…xn⟩, where xi is the ith qubit, the QFT transforms this state to |y⟩ = QFT(|x⟩), where |y⟩ = ∑k=0^(2^n-1) yk|k⟩ and yk is the kth coefficient of the transformed state. The QFT can be expressed as:

QFT(|x⟩) = (1/√(2^n)) ∑x=0^(2^n-1) ∑y=0^(2^n-1) exp(2πi(x·y)/(2^n)) |y⟩,

where x·y denotes the bitwise dot product of x and y.

The result of applying the QFT to a quantum state is a superposition of basis states in the Fourier basis. Each coefficient yk corresponds to a frequency component in the quantum state. The magnitude of yk represents the amplitude of the corresponding frequency component, while the phase of yk encodes the phase information.

To illustrate this, consider a simple example. Let's apply the QFT to a 2-qubit quantum state |x⟩ = |01⟩. The QFT transforms this state as follows:

QFT(|01⟩) = (1/√2) (|00⟩ + i|01⟩ – |10⟩ – i|11⟩).

In this transformed state, the coefficient y0 corresponds to the frequency component with frequency 0, y1 corresponds to the frequency component with frequency 1/2, y2 corresponds to the frequency component with frequency 1/4, and y3 corresponds to the frequency component with frequency 3/4. The magnitudes and phases of these coefficients provide information about the frequency content of the original state.

The QFT has numerous applications in quantum algorithms and protocols. For example, in Shor's algorithm for factoring large numbers, the QFT is a important step for finding the period of a function. In quantum phase estimation, the QFT is used to estimate the phase of a quantum state. The QFT also plays a role in quantum error correction, quantum state tomography, and other areas of quantum information science.

The QFT is a powerful tool in quantum information theory that allows us to analyze and manipulate quantum states in the frequency domain. It provides a way to reveal the frequency content of a quantum state, enabling us to extract valuable information. The QFT has a wide range of applications in quantum algorithms and protocols, making it an essential concept in the field of quantum information.

Other recent questions and answers regarding Discrete Fourier Transform:

  • What is the role of the QFT in quantum algorithms and how is it implemented using quantum gates?
  • What is the importance of modular arithmetic in the calculations of the QFT?
  • How can the QFT be visualized as a matrix and how are the entries of this matrix calculated?
  • What is the Quantum Fourier Transform (QFT) and how is it related to the Discrete Fourier Transform (DFT)?

More questions and answers:

  • Field: Quantum Information
  • Programme: EITC/QI/QIF Quantum Information Fundamentals (go to the certification programme)
  • Lesson: Quantum Fourier Transform (go to related lesson)
  • Topic: Discrete Fourier Transform (go to related topic)
  • Examination review
Tagged under: Fourier Transform, Quantum Algorithms, Quantum Computing, Quantum Information, Quantum Information Theory, Quantum State Manipulation
Home » Discrete Fourier Transform / EITC/QI/QIF Quantum Information Fundamentals / Examination review / Quantum Fourier Transform / Quantum Information » How is the QFT applied to a quantum state and what is the result of this application?

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