Using Quantum Computers to Study Random Close Packing of Granular Discs

被引:0
|
作者
Gazzillo, Zachary [1 ]
Franklin, Scott [1 ]
Alarcon, Sonia Lopez [2 ]
机构
[1] Rochester Inst Technol, Sch Phys & Astron, Rochester, NY 14623 USA
[2] Rochester Inst Technol, Dept Comp Engn, Rochester, NY 14623 USA
关键词
D O I
10.1109/igsc48788.2019.8957200
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
We reformulate the problem of granular random close packing of 2D discs as a Quadratic Unconstrained Binary Optimization in order to utilize the D-Wave 2000Q quantum annealing computer. The solution is a set of ground states corresponding to jammed configurations in which no single particle can be moved without creating a non-zero potential. The problem is adapted to the quantum computer by discretizing space and mapping each point onto physical quantum-bits (qubits). An objective function is derived that defines the system energy for arbitrary particle locations, subject to constraints biasing solutions toward a pre-determined number of particles. Uniquely, the quantum computer samples and returns minimum values of this function finding low energy states, a subset of which are physically realizable solutions we seek. While quantum computing's technological infancy restricts our study to proof-of-concept, our work still shows promise for efficient analysis of complex granular problems.
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页数:6
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