Experimental Demonstration of a Reconfigurable Coupled Oscillator Platform to Solve the Max-Cut Problem

作者: Siddharth Joshi , Benton H. Calhoun , Nikhil Shukla , Daniel S Truesdell , Antik Mallick

DOI:

关键词:

摘要: In this work, we experimentally demonstrate an integrated circuit (IC) of 30 relaxation oscillators with reconfigurable capacitive coupling to solve the NP-Hard Maximum Cut (Max-Cut) problem. We show that under influence external second-harmonic injection signal, oscillator phases exhibit a bi-partition which can be used calculate high quality approximate Max-Cut solution. Leveraging all-to-all architecture, evaluate computational properties using randomly generated graph instances varying size and edge density . Further, comparing solutions optimal values, (after simple post-processing) produce is within 99% value in 28 36 measured graphs; importantly, are particularly effective dense graphs being seven out nine 0.8. Our work marks step towards creating efficient, room-temperature-compatible non-Boolean hardware-based solver for hard combinatorial optimization problems.

参考文章(39)
Umesh Vazirani, Seung Woo Shin, John A. Smolin, Graeme Smith, How "Quantum" is the D-Wave Machine? arXiv: Quantum Physics. ,(2014)
Catherine C. McGeoch, Andrew D. King, Algorithm engineering for a quantum annealing platform arXiv: Data Structures and Algorithms. ,(2014)
J. J. Hopfield, D. W. Tank, Neural computation of decisions in optimization problems Biological Cybernetics. ,vol. 52, pp. 141- 152 ,(1985) , 10.1007/BF00339943
Vadim N. Smelyanskiy, Sergey I. Knysh, Kristen L. Pudenz, Colin P. Williams, William G. Macready, Mark W. Johnson, Murray C. Thom, Eleanor G. Rieffel, A Near-Term Quantum Computing Approach for Hard Computational Problems in Space Exploration arXiv: Quantum Physics. ,(2012)
S. N. Dorogovtsev, A. V. Goltsev, J. F. F. Mendes, Critical phenomena in complex networks Reviews of Modern Physics. ,vol. 80, pp. 1275- 1335 ,(2008) , 10.1103/REVMODPHYS.80.1275
Mark W Johnson, Mohammad HS Amin, Suzanne Gildert, Trevor Lanting, Firas Hamze, Neil Dickson, Richard Harris, Andrew J Berkley, Jan Johansson, Paul Bunyk, Erin M Chapple, Colin Enderud, Jeremy P Hilton, Kamran Karimi, Eric Ladizinsky, Nicolas Ladizinsky, Travis Oh, Ilya Perminov, Chris Rich, Murray C Thom, E Tolkacheva, Colin JS Truncik, Sergey Uchaikin, Jun Wang, B Wilson, Geordie Rose, Quantum annealing with manufactured spins Nature. ,vol. 473, pp. 194- 198 ,(2011) , 10.1038/NATURE10012
Franz Rendl, Giovanni Rinaldi, Angelika Wiegele, Solving Max-Cut to optimality by intersecting semidefinite and polyhedral relaxations Mathematical Programming. ,vol. 121, pp. 307- 335 ,(2009) , 10.1007/S10107-008-0235-8
Fabio Lorenzo Traversa, Massimiliano Di Ventra, Universal Memcomputing Machines IEEE Transactions on Neural Networks. ,vol. 26, pp. 2702- 2715 ,(2015) , 10.1109/TNNLS.2015.2391182
Andrew Lucas, Ising formulations of many NP problems Frontiers of Physics in China. ,vol. 2, pp. 5- ,(2014) , 10.3389/FPHY.2014.00005