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How does the dimensionality of the complex vector space representing an N-qubit system increase exponentially with the number of qubits, and what implications does this have for computing power?

by EITCA Academy / Sunday, 06 August 2023 / Published in Quantum Information, EITC/QI/QIF Quantum Information Fundamentals, Introduction to Quantum Computation, N-qubit systems, Examination review

In the field of quantum information, the dimensionality of a complex vector space representing an N-qubit system increases exponentially with the number of qubits. This exponential growth arises from the fundamental principles of quantum mechanics and has profound implications for computing power.

To understand this concept, let's start by discussing the basic building block of quantum information processing, the qubit. A qubit is the quantum analogue of the classical bit and can be represented as a two-dimensional complex vector. Mathematically, we can express a qubit as a linear combination of two basis states, usually denoted as |0⟩ and |1⟩. These basis states form an orthonormal basis for the qubit's vector space.

Now, consider an N-qubit system. The state space of this system is given by the tensor product of the individual qubit spaces. For example, a two-qubit system has a state space that is the tensor product of two two-dimensional spaces, resulting in a four-dimensional complex vector space. The basis states of this space can be written as |00⟩, |01⟩, |10⟩, and |11⟩.

As we increase the number of qubits, the dimensionality of the state space grows exponentially. Specifically, for an N-qubit system, the dimensionality is given by 2^N. For instance, a three-qubit system has a state space of dimension 2^3 = 8, while a four-qubit system has a state space of dimension 2^4 = 16. This exponential growth is a fundamental characteristic of quantum systems and is referred to as the "curse of dimensionality."

The exponential increase in dimensionality has significant implications for computing power. One of the most prominent applications of quantum computing is in solving problems that are computationally intractable for classical computers. The exponential growth of the state space allows quantum computers to perform certain calculations much faster than their classical counterparts.

For example, consider the problem of factoring large numbers, which is important in cryptography. Classical algorithms for factoring, such as the best-known one called the General Number Field Sieve, have a time complexity that grows exponentially with the number of digits in the number to be factored. In contrast, Shor's algorithm, a quantum algorithm, can factor large numbers efficiently by exploiting the parallelism inherent in the exponential dimensionality of the quantum state space.

Another significant implication of the exponential dimensionality is the ability of quantum systems to represent and manipulate large amounts of information. This property is important for quantum simulations, where quantum computers can simulate the behavior of complex quantum systems, such as molecules or materials, with exponential efficiency compared to classical methods.

However, it is important to note that the exponential growth in dimensionality also poses challenges for quantum information processing. As the number of qubits increases, so does the complexity of controlling and manipulating the quantum states. Furthermore, the increased dimensionality leads to an exponential increase in the resources required to store and process quantum information accurately.

The dimensionality of the complex vector space representing an N-qubit system increases exponentially with the number of qubits. This exponential growth is a fundamental property of quantum systems and has profound implications for computing power, enabling faster solutions to certain problems and efficient representation of large amounts of information. However, it also presents challenges in terms of control, manipulation, and resource requirements.

Other recent questions and answers regarding EITC/QI/QIF Quantum Information Fundamentals:

  • Are amplitudes of quantum states always real numbers?
  • How the quantum negation gate (quantum NOT or Pauli-X gate) operates?
  • Why is the Hadamard gate self-reversible?
  • If measure the 1st qubit of the Bell state in a certain basis and then measure the 2nd qubit in a basis rotated by a certain angle theta, the probability that you will obtain projection to the corresponding vector is equal to the square of sine of theta?
  • How many bits of classical information would be required to describe the state of an arbitrary qubit superposition?
  • How many dimensions has a space of 3 qubits?
  • Will the measurement of a qubit destroy its quantum superposition?
  • Can quantum gates have more inputs than outputs similarily as classical gates?
  • Does the universal family of quantum gates include the CNOT gate and the Hadamard gate?
  • What is a double-slit experiment?

View more questions and answers in EITC/QI/QIF Quantum Information Fundamentals

More questions and answers:

  • Field: Quantum Information
  • Programme: EITC/QI/QIF Quantum Information Fundamentals (go to the certification programme)
  • Lesson: Introduction to Quantum Computation (go to related lesson)
  • Topic: N-qubit systems (go to related topic)
  • Examination review
Tagged under: Computing Power, Exponential Dimensionality, Quantum Computing, Quantum Information, Quantum Information Processing, Qubits
Home » EITC/QI/QIF Quantum Information Fundamentals / Examination review / Introduction to Quantum Computation / N-qubit systems / Quantum Information » How does the dimensionality of the complex vector space representing an N-qubit system increase exponentially with the number of qubits, and what implications does this have for computing power?

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