Synthesis of Quantum Circuits with an Island Genetic Algorithm
- URL: http://arxiv.org/abs/2106.03115v2
- Date: Mon, 6 Nov 2023 06:49:23 GMT
- Title: Synthesis of Quantum Circuits with an Island Genetic Algorithm
- Authors: Fernando T. Miranda, Pedro Paulo Balbi and Pedro C.S. Costa
- Abstract summary: Given a unitary matrix that performs certain operation, obtaining the equivalent quantum circuit is a non-trivial task.
Three problems are explored: the coin for the quantum walker, the Toffoli gate and the Fredkin gate.
The algorithm proposed proved to be efficient in decomposition of quantum circuits, and as a generic approach, it is limited only by the available computational power.
- Score: 44.99833362998488
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: While advances in quantum hardware occur in modest steps, simulators running
on classical computers provide a valuable test bed for the construction of
quantum algorithms. Given a unitary matrix that performs certain operation,
obtaining the equivalent quantum circuit, even if as an approximation of the
input unitary, is a non-trivial task and can be modeled as a search problem.
This work presents an evolutionary search algorithm based on the island model
concept, for the decomposition of unitary matrices in their equivalent circuit.
Three problems are explored: the coin for the quantum walker, the Toffoli gate
and the Fredkin gate. The algorithm proposed proved to be efficient in
decomposition of quantum circuits, and as a generic approach, it is limited
only by the available computational power.
Related papers
- Tensor Quantum Programming [0.0]
We develop an algorithm that encodes Matrix Product Operators into quantum circuits with a depth that depends linearly on the number of qubits.
It demonstrates effectiveness on up to 50 qubits for several frequently encountered in differential equations, optimization problems, and quantum chemistry.
arXiv Detail & Related papers (2024-03-20T10:44:00Z) - Quantum Subroutine for Variance Estimation: Algorithmic Design and Applications [80.04533958880862]
Quantum computing sets the foundation for new ways of designing algorithms.
New challenges arise concerning which field quantum speedup can be achieved.
Looking for the design of quantum subroutines that are more efficient than their classical counterpart poses solid pillars to new powerful quantum algorithms.
arXiv Detail & Related papers (2024-02-26T09:32:07Z) - Adaptive Circuit Learning of Born Machine: Towards Realization of
Amplitude Embedding and Data Loading [7.88657961743755]
We present a novel algorithm "Adaptive Circuit Learning of Born Machine" (ACLBM)
Our algorithm is tailored to selectively integrate two-qubit entangled gates that best capture the complex entanglement present within the target state.
Empirical results underscore the proficiency of our approach in encoding real-world data through amplitude embedding.
arXiv Detail & Related papers (2023-11-29T16:47:31Z) - Quantum Clustering with k-Means: a Hybrid Approach [117.4705494502186]
We design, implement, and evaluate three hybrid quantum k-Means algorithms.
We exploit quantum phenomena to speed up the computation of distances.
We show that our hybrid quantum k-Means algorithms can be more efficient than the classical version.
arXiv Detail & Related papers (2022-12-13T16:04:16Z) - Parametric Synthesis of Computational Circuits for Complex Quantum
Algorithms [0.0]
The purpose of our quantum synthesizer is enabling users to implement quantum algorithms using higher-level commands.
The proposed approach for implementing quantum algorithms has a potential application in the field of machine learning.
arXiv Detail & Related papers (2022-09-20T06:25:47Z) - A Quantum Algorithm for Computing All Diagnoses of a Switching Circuit [73.70667578066775]
Faults are by nature while most man-made systems, and especially computers, work deterministically.
This paper provides such a connecting via quantum information theory which is an intuitive approach as quantum physics obeys probability laws.
arXiv Detail & Related papers (2022-09-08T17:55:30Z) - Quantum amplitude damping for solving homogeneous linear differential
equations: A noninterferometric algorithm [0.0]
This work proposes a novel approach by using the Quantum Amplitude Damping operation as a resource, in order to construct an efficient quantum algorithm for solving homogeneous LDEs.
We show that such an open quantum system-inspired circuitry allows for constructing the real exponential terms in the solution in a non-interferometric.
arXiv Detail & Related papers (2021-11-10T11:25:32Z) - Efficient realization of quantum algorithms with qudits [0.70224924046445]
We propose a technique for an efficient implementation of quantum algorithms with multilevel quantum systems (qudits)
Our method uses a transpilation of a circuit in the standard qubit form, which depends on the parameters of a qudit-based processor.
We provide an explicit scheme of transpiling qubit circuits into sequences of single-qudit and two-qudit gates taken from a particular universal set.
arXiv Detail & Related papers (2021-11-08T11:09:37Z) - An Algebraic Quantum Circuit Compression Algorithm for Hamiltonian
Simulation [55.41644538483948]
Current generation noisy intermediate-scale quantum (NISQ) computers are severely limited in chip size and error rates.
We derive localized circuit transformations to efficiently compress quantum circuits for simulation of certain spin Hamiltonians known as free fermions.
The proposed numerical circuit compression algorithm behaves backward stable and scales cubically in the number of spins enabling circuit synthesis beyond $mathcalO(103)$ spins.
arXiv Detail & Related papers (2021-08-06T19:38:03Z) - Electronic structure with direct diagonalization on a D-Wave quantum
annealer [62.997667081978825]
This work implements the general Quantum Annealer Eigensolver (QAE) algorithm to solve the molecular electronic Hamiltonian eigenvalue-eigenvector problem on a D-Wave 2000Q quantum annealer.
We demonstrate the use of D-Wave hardware for obtaining ground and electronically excited states across a variety of small molecular systems.
arXiv Detail & Related papers (2020-09-02T22:46:47Z)
This list is automatically generated from the titles and abstracts of the papers in this site.
This site does not guarantee the quality of this site (including all information) and is not responsible for any consequences.