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Time-multiplexed optical systems for reservoir computing and coherent Ising machines

G. Van der Sande, F. Bohm, K. Harkhoe, J. Pauwels, Peter Bienstman (UGent) , T. Van Vaerenbergh and G. Verschaffelt
(2021) PROCEEDINGS OF THE SOCIETY OF PHOTO-OPTICAL INSTRUMENTATION ENGINEERS (SPIE). In Emerging Topics in Artificial Intelligence (ETAI) 11804.
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Abstract
Multiple photonic systems show great promise for providing practical yet powerful hardware substrates for neuromorphic computing. Among those, delay-based systems offer -through a time-multiplexing technique - a simple technological implementation route. We discuss our advances in the development of passive coherent fibre-ring cavities and semiconductor lasers with integrated delay for reservoir computing. Time-multiplexed systems are also highly suitable for coherent Ising machines as they allow to implement a fully interconnected large scale system with few components. We have recently proposed a system based on opto-electronic oscillators subjected to self-feedback with improved calculation time and solution quality.
Keywords
neuromorphic computing, reservoir computing, delayed feedback, semiconductor laser, photonic integration, Ising machines, combinatorial optimization

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MLA
Van der Sande, G., et al. “Time-Multiplexed Optical Systems for Reservoir Computing and Coherent Ising Machines.” PROCEEDINGS OF THE SOCIETY OF PHOTO-OPTICAL INSTRUMENTATION ENGINEERS (SPIE), edited by Giovanni Volpe et al., vol. 11804, 2021, doi:10.1117/12.2594700.
APA
Van der Sande, G., Bohm, F., Harkhoe, K., Pauwels, J., Bienstman, P., Van Vaerenbergh, T., & Verschaffelt, G. (2021). Time-multiplexed optical systems for reservoir computing and coherent Ising machines. In G. Volpe, J. B. Pereira, D. Brunner, & A. Ozcan (Eds.), PROCEEDINGS OF THE SOCIETY OF PHOTO-OPTICAL INSTRUMENTATION ENGINEERS (SPIE) (Vol. 11804). https://doi.org/10.1117/12.2594700
Chicago author-date
Van der Sande, G., F. Bohm, K. Harkhoe, J. Pauwels, Peter Bienstman, T. Van Vaerenbergh, and G. Verschaffelt. 2021. “Time-Multiplexed Optical Systems for Reservoir Computing and Coherent Ising Machines.” In PROCEEDINGS OF THE SOCIETY OF PHOTO-OPTICAL INSTRUMENTATION ENGINEERS (SPIE), edited by Giovanni Volpe, Joana B. Pereira, Daniel Brunner, and Aydogan Ozcan. Vol. 11804. https://doi.org/10.1117/12.2594700.
Chicago author-date (all authors)
Van der Sande, G., F. Bohm, K. Harkhoe, J. Pauwels, Peter Bienstman, T. Van Vaerenbergh, and G. Verschaffelt. 2021. “Time-Multiplexed Optical Systems for Reservoir Computing and Coherent Ising Machines.” In PROCEEDINGS OF THE SOCIETY OF PHOTO-OPTICAL INSTRUMENTATION ENGINEERS (SPIE), ed by. Giovanni Volpe, Joana B. Pereira, Daniel Brunner, and Aydogan Ozcan. Vol. 11804. doi:10.1117/12.2594700.
Vancouver
1.
Van der Sande G, Bohm F, Harkhoe K, Pauwels J, Bienstman P, Van Vaerenbergh T, et al. Time-multiplexed optical systems for reservoir computing and coherent Ising machines. In: Volpe G, Pereira JB, Brunner D, Ozcan A, editors. PROCEEDINGS OF THE SOCIETY OF PHOTO-OPTICAL INSTRUMENTATION ENGINEERS (SPIE). 2021.
IEEE
[1]
G. Van der Sande et al., “Time-multiplexed optical systems for reservoir computing and coherent Ising machines,” in PROCEEDINGS OF THE SOCIETY OF PHOTO-OPTICAL INSTRUMENTATION ENGINEERS (SPIE), San Diego, USA, 2021, vol. 11804.
@inproceedings{8738627,
  abstract     = {{Multiple photonic systems show great promise for providing practical yet powerful hardware substrates for
neuromorphic computing. Among those, delay-based systems offer -through a time-multiplexing technique - a
simple technological implementation route. We discuss our advances in the development of passive coherent
fibre-ring cavities and semiconductor lasers with integrated delay for reservoir computing. Time-multiplexed
systems are also highly suitable for coherent Ising machines as they allow to implement a fully interconnected
large scale system with few components. We have recently proposed a system based on opto-electronic oscillators
subjected to self-feedback with improved calculation time and solution quality.}},
  articleno    = {{118041Q}},
  author       = {{Van der Sande, G. and Bohm, F. and Harkhoe, K. and Pauwels, J. and Bienstman, Peter and Van Vaerenbergh, T. and Verschaffelt, G.}},
  booktitle    = {{PROCEEDINGS OF THE SOCIETY OF PHOTO-OPTICAL INSTRUMENTATION ENGINEERS (SPIE)}},
  editor       = {{Volpe, Giovanni and Pereira, Joana B. and Brunner, Daniel and Ozcan, Aydogan}},
  keywords     = {{neuromorphic computing,reservoir computing,delayed feedback,semiconductor laser,photonic integration,Ising machines,combinatorial optimization}},
  language     = {{eng}},
  location     = {{San Diego, USA}},
  pages        = {{9}},
  title        = {{Time-multiplexed optical systems for reservoir computing and coherent Ising machines}},
  url          = {{http://doi.org/10.1117/12.2594700}},
  volume       = {{11804}},
  year         = {{2021}},
}
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