High-speed low-power neuromorphic photonic information processing with chaotic cavities

Search results

• 2024

  Improving photonic Ising machines: a guide to reaching the ground state

  Lamers, J., Verschaffelt, G. & Van Der Sande, G., 2024, IEEE Photonics Benelux Annual Symposium 2023. IEEE, 4 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper

  Open Access

• 2023

  How photonic reservoirs improve the performance of deep neural networks

  Bauwens, I., Van Der Sande, G., Bienstman, P. & Verschaffelt, G., 24 Nov 2023, Proceedings of the 27th Annual Symposium of the IEEE Photonics Society Benelux Chapter. IEEE Photonics Benelux Chapter, p. 1-4 4 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper

  • Photonics 100%
  • Deep Neural Network 100%
  • Short Term Memory 100%
  • Preprocessor 42%
  • Time Series 16%

• Improving the performance of photonic delay-based reservoir computing by phase modulating the input signal

  Bauwens, I., Harkhoe, K. K., Bienstman, P., Verschaffelt, G. & Van Der Sande, G., 30 Jun 2023, Conference on Lasers and Electro-Optics/Europe – European Quantum Electronics Conference. IEEE, p. 5-5 1 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper

  • Photonics 100%
  • Reservoir Computing 100%
  • Semiconductor Laser 50%
  • Numerical Simulation 50%

• Photonic delay-based reservoir computers as deep neural network preprocessors

  Bauwens, I., Van Der Sande, G., Bienstman, P. & Verschaffelt, G., 30 Jun 2023, Conference on Lasers and Electro-Optics/Europe (CLEO/Europe 2023). p. 8-8 1 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper

  • Photonics 100%
  • Deep Neural Network 100%
  • Reservoir Computing 50%
  • Semiconductor Laser 25%
  • Numerical Simulation 25%

• Ultrafast Boltzmann Sampling using Photonic Ising Machines for Machine Learning

  Van Der Sande, G., Böhm, F., Alonso-Urquijo Iruarrizaga, D. & Verschaffelt, G., 2023, Conference on Lasers and Electro-Optics/Europe (CLEO/Europe 2023) and European Quantum Electronics Conference (EQEC 2023). Optica Publishing Group, 1 p. jsiii_1_2. (Technical Digest Series).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper

  • Machine Learning 100%
  • Photonics 100%
  • Optics 33%
  • Polariton 33%
  • Spin System 33%

• 2022

  Impact of phase modulation on the performance of photonic delay-based reservoir computing with semiconductor lasers

  Bauwens, I., Harkhoe, K. K., Bienstman, P., Verschaffelt, G. & Van Der Sande, G., 25 May 2022, Proceedings of SPIE. Broderick, N. G. R., Dudley, J. M. & Peacock, A. C. (eds.). SPIE, Vol. 12143. p. 144-151 7 p. 121430L. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 12143).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper

  • Photonics 100%
  • Semiconductor Laser 100%
  • Reservoir Computing 100%
  • Amplitude Modulation 75%
  • Optical Property 25%

• Phase modulation improves performance of delay-based reservoir computing with semiconductor lasers

  Bauwens, I., Harkhoe, K. K., Bienstman, P., Verschaffelt, G. & Van Der Sande, G., 25 Nov 2022, Proceedings of the 26th Annual Symposium of the IEEE Photonics Society Benelux Chapter. IEEE Photonics Benelux Chapter, p. 90-94 4 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper

  • Semiconductor Laser 100%
  • Reservoir Computing 100%
  • Photonics 33%
  • Amplitude Modulation 33%

• Phase modulation of the input signal improves performance of reservoir computing

  Bauwens, I., Harkhoe, K. K., Bienstman, P., Verschaffelt, G. & Van Der Sande, G., 18 Nov 2022, IEEE Photonics Conference 2022. Vancouver: IEEE, p. 1-2 2 p. WP16

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper

  • Input Signal 100%
  • Phase Modulation 100%
  • Reservoir Computing 100%
  • Input Data 50%
  • Intensity Modulation 50%

• Robust beam width estimation with sub-pixel resolution in uncontrolled imaging conditions

  Verhulst, P., Verschaffelt, G. & Paesen, R., 25 Nov 2022, Proceedings of IEEE Photonics Benelux Symposium 2022. IEEE/LEOS Benelux Chapter, p. 217-220 4 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper

  • Image Analysis 100%
  • Estimation Method 100%
  • Accident Prevention 100%
  • Laser Beam 100%

• 2021

  Compact and inexpensive photonic Ising machines based on optoelectronic oscillators

  Van Der Sande, G., Böhm, F., Van Vaerenbergh, T. & Verschaffelt, G., 2021, OSA Technical Digest (Optica Publishing Group, 2021). Optica Publishing Group, 3 p. paper M3B.4

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper

  • Optoelectronics 100%
  • Photonics 100%

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

  Van Der Sande, G., Böhm, F., Harkhoe, K. K., Pauwels, J., Bienstman, P., Van Vaerenbergh, T. & Verschaffelt, G., 2021, PROCEEDINGS OF THE SOCIETY OF PHOTO-OPTICAL INSTRUMENTATION ENGINEERS (SPIE). Volpe, G., Pereira, J. B., Brunner, D. & Ozcan, A. (eds.). SPIE, Vol. 11804. 9 p. 118041Q. (Emerging Topics in Artificial Intelligence (ETAI)).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper

  • Optical Network 100%
  • Reservoir Computing 100%
  • Calculation Time 50%
  • Solution Quality 50%
  • Multiplexing Technique 50%

• 2020

  Integrated Photonic Delay-lasers for reservoir computing

  Van Der Sande, G., Harkhoe, K. K., Katumba, A. & Bienstman, P., 2 Mar 2020, Proceedings SPIE 11274: Physics and Simulation of Optoelectronics Devices XXVIII. Witzigmann, B., Osinski, M. & Arakawa, Y. (eds.). 112740D ed. SPIE, Vol. 11274. 112740D

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper

  • Photonics 100%
  • Reservoir Computing 100%
  • Amplifier 100%
  • Multiplexing 50%
  • Semiconductor Laser 50%

  6 Citations (Scopus)

• Photonic coherent reservoir computer based on fiber-ring with distributed nonlinearity

  Pauwels, J., Verschaffelt, G., Massar, S. & Van Der Sande, G., 1 Jan 2020, Semiconductor Lasers and Laser Dynamics IX. Sciamanna, M., Michalzik, R., Panajotov, K. & Hofling, S. (eds.). Vol. 11356. 113560N. (Proceedings of SPIE, the International Society for Optical Engineering).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper

  • Photonics 100%
  • Reservoir Computing 80%
  • Nonlinear Effect 20%
  • Photodiode 20%
  • Single-Mode Optical Fiber 20%

• Time-multiplexed photonic reservoir computing

  Van Der Sande, G., Harkhoe, K. K., Pauwels, J. & Verschaffelt, G., 24 Feb 2020, Time-multiplexed photonic reservoir computing. Jalali, B. & Kitayama, K.-I. (eds.). SPIE, Vol. 11299. 8 p. 112990A. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 11299).

  Research output: Chapter in Book/Report/Conference proceeding › Conference paper

  • Photonics 100%
  • Reservoir Computing 100%
  • Semiconductor Laser 33%
  • Multiplexing 16%
  • Space Optics 16%