17 research outputs found
Entropic property of randomized QAOA circuits
Quantum approximate optimization algorithm (QAOA) aims to minimize some
binary objective function by sampling bitstrings using a parameterized quantum
circuit. In contrast to common optimization-based methods for searching circuit
parameters (angles), here we consider choosing them at random. Despite the fact
that this approach does not outperform classical algorithms for quadratic
unconstrained spin optimization (QUSO) problems, including Max-Cut, it
surprisingly provides an advantage over the classical random search.
Investigation of this effect has led us to the following conjecture: given the
probability distribution of obtaining distinct objective values, random
parameters QAOA for QUSO problems always gives a higher entropy of this
distribution than the classical random search. We also provide an analytical
expressions for the distribution
The study of amplitude and phase relaxation impact on the quality of quantum information technologies
The influence of amplitude and phase relaxation on evolution of quantum
states within the formalism of quantum operations is considered. The model of
polarizing qubits where noises are determined by the existence of spectral
degree of freedom that shows up during the light propagation inside anisotropic
mediums with dispersion is studied. Approximate analytic model for calculation
of phase plate impact on polarizing state with dispersion influence taken into
consideration is suggested.Comment: 7 pages, 4 figures, report for the International Symposium "Quantum
Informatics-2014" (QI-2014), Zvenigorod, Moscow region, October 06-10, 201
Fast reconstruction of programmable interferometers with intensity-only measurements
Programmable linear optical interferometers are promising for classical and
quantum applications. Their integrated design makes it possible to create more
scalable and stable devices. To use them in practice, one has to reconstruct
the whole device model taking the manufacturing errors into account. The
inability to address individual interferometer elements complicates the
reconstruction problem. A naive approach is to train the model via some complex
optimization procedure. A faster optimization-free algorithm has been recently
proposed [Opt. Express 31, 16729 (2023)]. However, it requires the full
transfer matrix tomography while a more practical setup measures only the
fields intensities at the interferometer output. In this paper, we propose the
modification of the fast algorithm, which uses additional set of interferometer
configurations in order to reconstruct the model in the case of intensity-only
measurements. We show that it performs slightly worse than the original fast
algorithm but it is more practical and still does not require intensive
numerical optimization
Fast reconstruction of programmable integrated interferometers
Programmable linear optical interferometers are important for classical and
quantum information technologies, as well as for building hardware-accelerated
artificial neural networks. Recent results showed the possibility of
constructing optical interferometers that could implement arbitrary
transformations of input fields even in the case of high manufacturing errors.
The building of detailed models of such devices drastically increases the
efficiency of their practical use. The integral design of interferometers
complicates its reconstruction since the internal elements are hard to address.
This problem can be approached by using optimization algorithms [Opt. Express
29, 38429 (2021)]. In this paper, we present a novel efficient algorithm based
on linear algebra only, which does not use computationally expensive
optimization procedures. We show that this approach makes it possible to
perform fast and accurate characterization of high-dimensional programmable
integrated interferometers. Moreover, the method provides access to the
physical characteristics of individual interferometer layers
Numerical and analytical research of the impact of decoherence on quantum circuits
Three different levels of noisy quantum schemes modeling are considered:
vectors, density matrices and Choi-Jamiolkowski related states. The
implementations for personal computers and supercomputers are described, and
the corresponding results are shown. For the level of density matrices, we
present the technique of the fixed rank approximation and show some analytical
estimates of the fidelity level.Comment: 11 pages, 9 figures, report for the International Symposium "Quantum
Informatics-2014" (QI-2014), Zvenigorod, Moscow region, October 06-10, 201
High-precision tomography of ion qubits based on registration of fluorescent photons
We develop a new method for high-precision tomography of ion qubit registers
under conditions of limited distinguishability of its logical states. It is not
always possible to achieve low error rates during the readout of the quantum
states of ion qubits due to the finite lifetime of excited levels, photon
scattering, dark noise, low numerical aperture, etc. However, the model of
fuzzy quantum measurements makes it possible to ensure precise tomography of
quantum states. To do this, we developed a fuzzy measurement model based on
counting the number of fluorescent photons. A statistically adequate algorithm
for the reconstruction of quantum states of ion qubit registers based on fuzzy
measurement operators is proposed. The algorithm uses the complete information
available in the experiment and makes it possible to account for systematic
measurement errors associated with the limited distinguishability of the
logical states of ion qubits. We show that the developed model, although
computationally more complex, contains significantly more information about the
state of the qubit and provides a higher accuracy of state reconstruction
compared to the model based on the threshold algorithm.Comment: 9 pages, 4 figure
Quantum tomography based on principles of completeness, adequacy and fidelity
In this report we present a general approach for estimating quantum circuits
by means of measurements. We apply the developed general approach for
estimating the quality of superconducting and optical quantum chips. Using the
methods of quantum states and processes tomography developed in our previous
works, we have defined the adequate models of the states and processes under
consideration.Comment: 9 pages, 7 figure