Zapraszamy na Krakow Quantum Informatics Seminar organizowane wspólnie przez Katedrę Informatyki AGH i IBM Software Lab Kraków. Spotkanie odbędzie się we wtorek 1.12.2020 w godzinach 9:30-11:00 via Internet, Webex https://ibm.webex.com/meet/tomasz.stopa

W programie: 

Katarzyna Rycerz - Department of Computer Science, AGH University of Science and Technology, Krakow, PL

Temat: Solving Optimization problems using Qiskit Aqua

Prezentacja

Abstract:

This work focuses on exploring the possibility of solving a popular optimization problem, workflow scheduling [1], using a quantum computer provided by IBM with the Qiskit quantum framework. The problem of assigning workflow tasks to machines in a cloud environment is solved with the use of a hybrid Variational Quantum Eigensolver (VGE) algorithm [2]. The solution was first tested on a simulator from the Qiskit framework and then run on a real quantum device with 15 qubits, provided by IBM Q. This talk will present a problem description, its transformation into Hamiltonian for VQE algorithm and discussion of experimental results [3]. We will also discuss limitations of such an approach, the existing solutions and point possible future work.

References:

[1] Deelman, E., Gannon, D., Shields, M., Taylor, I.: Workflows and e-science: An overview of workflow system features and capabilities. Future Generation Computer Systems 25(5), 528–540 (2009)
[2] Alberto Peruzzo, Jarrod McClean et al.: A variational eigenvalue solver on a photonic quantum processor. Nature Communications 5, 4213 (2014)
[3] Małgorzata Stachoń: Solving optimisation problems using Qiskit Aqua, Master of Science Thesis supervised by Katarzyna Rycerz, AGH University of Science and Technology, Department of Computer Science, Krakow, Poland (2020)

  • 3 lata, 7 miesięcy temu