A CQM-based approach to solving a combinatorial problem with applications in drug design

Autor:	Benson, B. Maurice, Ingman, Victoria M., Agarwal, Abhay, Keinan, Shahar
Rok vydání:	2023
Předmět:	Quantum Physics
Druh dokumentu:	Working Paper
Popis:	The use of D-Wave's Leap Hybrid solver is demonstrated here in solving a Knapsack optimization problem: finding meal combinations from a fixed menu that fit a diner's constraints. This is done by first formulating the optimization problem as a Constrained Quadratic Model (CQM) and then submitting it to a quantum annealer. We highlight here the steps needed, as well as the implemented code, and provide solutions from a Chicken and Waffle restaurant menu. Additionally, we discuss how this model may be generalized to find optimal drug molecules within a large search space with many complex, and often contradictory, structures and property constraints. Comment: 10 pages, 2 tables
Databáze:	arXiv
Externí odkaz:	http://arxiv.org/abs/2303.15419 Zobrazit plný text záznamu View this record from Arxiv