Zobrazeno 1 - 10
of 15
pro vyhledávání: '"Chonghuai Ma"'
Publikováno v:
Scientific Reports, Vol 11, Iss 1, Pp 1-8 (2021)
Abstract Nonlinear activation is a crucial building block of most machine-learning systems. However, unlike in the digital electrical domain, applying a saturating nonlinear function in a neural network in the analog optical domain is not as easy, es
Externí odkaz:
https://doaj.org/article/d92a385b625b4cbab5f599ed38e7565d
Publikováno v:
Scientific Reports, Vol 11, Iss 1, Pp 1-9 (2021)
Abstract Using optical hardware for neuromorphic computing has become more and more popular recently, due to its efficient high-speed data processing capabilities and low power consumption. However, there are still some remaining obstacles to realizi
Externí odkaz:
https://doaj.org/article/4f5d98d609b64eea817642000c98823e
Publikováno v:
ECOC
2021 European Conference on Optical Communication (ECOC)
2021 European Conference on Optical Communication (ECOC)
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::497990390abd24bc1aeb9568ffc1b8cf
https://doi.org/10.1109/ecoc52684.2021.9606162
https://doi.org/10.1109/ecoc52684.2021.9606162
Publikováno v:
SCIENTIFIC REPORTS
Scientific Reports, Vol 11, Iss 1, Pp 1-9 (2021)
Scientific Reports
Scientific Reports, Vol 11, Iss 1, Pp 1-9 (2021)
Scientific Reports
Using optical hardware for neuromorphic computing has become more and more popular recently due to its efficient high-speed data processing capabilities and low power consumption. However, there are still some remaining obstacles to realizing the vis
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::6ca5bd724d6efdebc0c6a4d8531e7714
https://hdl.handle.net/1854/LU-8716289
https://hdl.handle.net/1854/LU-8716289
Autor:
Matthias Freiberger, Andrew Katumba, Chonghuai Ma, Stijn Sackesyn, Floris Laporte, Peter Bienstman, Joni Dambre
Publikováno v:
Natural Computing Series ISBN: 9789811316869
The idea of using photonic systems as reservoirs to perform general-purpose computing was first introduced in 2008. Since then, a wide range of systems using either discrete or integrated optical components has been explored. In this chapter, we summ
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_________::272bdbc56680148b411fe726a8d17ac3
https://doi.org/10.1007/978-981-13-1687-6_17
https://doi.org/10.1007/978-981-13-1687-6_17
Autor:
Joni Dambre, Peter Bienstman, Chonghuai Ma, Floris Laporte, Stijn Sackesyn, Andrew Katumba, Matthias Freiberger, Alessio Lugnan
Publikováno v:
IEEE Journal of Selected Topics in Quantum Electronics
IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS
IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS
We present our latest progress using new neuromorphic paradigms for optical information processing in silicon photonics. We show how passive reservoir computing chips can be used to perform a variety of tasks (bit level tasks, nonlinear dispersion co
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::0d9058374554ae217a1caaa8d41821a8
https://doi.org/10.1109/jstqe.2018.2821843
https://doi.org/10.1109/jstqe.2018.2821843
Publikováno v:
Optics Express
OPTICS EXPRESS
OPTICS EXPRESS
Nonlinearity mitigation in optical fiber networks is typically handled by electronic Digital Signal Processing (DSP) chips. Such DSP chips are costly, power-hungry and can introduce high latencies. Therefore, optical techniques are investigated which
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::2cf762468b54610adc2e6438a690116f
https://doi.org/10.1364/oe.435013
https://doi.org/10.1364/oe.435013
Autor:
Matthias Freiberger, Andrew Katumba, Alessio Lugnan, Floris Laporte, Chonghuai Ma, Stijn Sackesyn, Joni Dambre, Emmanuel Gooskens, Peter Bienstman
Publikováno v:
APL Photonics
APL PHOTONICS
APL PHOTONICS
Photonic neuromorphic computing is attracting tremendous research interest now, catalyzed in no small part by the rise of deep learning in many applications. In this paper, we will review some of the exciting work that has been going in this area and
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::42d348f1ac39f68c041c67911ea13754
Autor:
Andrew Katumba, Peter Bienstman, Matthias Freiberger, Stijn Sackesyn, Joni Dambre, Chonghuai Ma
Publikováno v:
IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS
As the performance increase of traditional Von-Neumann computing attenuates, new approaches to computing need to be found. A promising approach for low-power computing at high bitrates is integrated photonic reservoir computing. In the past though, t
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::546e5a5109a6173b040df0d4e39de4d0
https://hdl.handle.net/1854/LU-8638399
https://hdl.handle.net/1854/LU-8638399
Autor:
Matthias Freiberger, Alessio Lugnan, Andrew Katumba, Stijn Sackesyn, Chonghuai Ma, Joni Dambre, Peter Bienstman, Floris Laporte
Publikováno v:
Photonic Reservoir Computing
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_________::852d7bd8d9f037936e95d1b0531cbabf
https://doi.org/10.1515/9783110583496-003
https://doi.org/10.1515/9783110583496-003