Investigating techniques to optimise the layout of turbines in a windfarm using a quantum computer

Autor: Hancock, James, Craven, Matthew J., McNeile, Craig, Vadacchino, Davide
Rok vydání: 2023
Předmět:
Druh dokumentu: Working Paper
Popis: We study the optimal placement of wind turbines within a windfarm to maximize the power produced by mapping the system to a Quadratic Unconstrained Binary Optimisation (QUBO) problem. We investigate solving the resulting QUBO problem using the Variational Quantum Eigensolver (VQE) on a quantum computer simulator and compare the results to those from two classical optimisation methods: simulated annealing and the Gurobi solver. The maximum grid size we study is 4 $\times$ 4, which requires 16 qubits.
Comment: Fixed several typos throughout the text. Added a few extra references to Section 7.5
Databáze: arXiv