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1

Neuromorphic Computing Based on Silicon Photonics and Reservoir Computing

Katumba, Andrew, Freiberger, Matthias, Laporte, Floris, Lugnan, Alessio, Sackesyn, Stijn, Ma, Chonghuai, Dambre, Joni, Bienstman, Peter

Journal:

IEEE Journal of Selected Topics in Quantum Electronics

Year:

2018

Language:

english

File:

PDF, 1.01 MB

english, 2018

2

Experimental demonstration of reservoir computing on a silicon photonics chip

Vandoorne, Kristof, Mechet, Pauline, Van Vaerenbergh, Thomas, Fiers, Martin, Morthier, Geert, Verstraeten, David, Schrauwen, Benjamin, Dambre, Joni, Bienstman, Peter

Journal:

Nature Communications

Year:

2014

Language:

english

File:

PDF, 660 KB

english, 2014

3

[IEEE 2013 IEEE International Symposium on Circuits and Systems (ISCAS) - Beijing (2013.5.19-2013.5.23)] 2013 IEEE International Symposium on Circuits and Systems (ISCAS2013) - Recent advances in optical Reservoir Computing

Duport, Francois, Smerieri, Anteo, Paquot, Yvan, Schneider, Bendix, Dambre, Joni, Schrauwen, Benjamin, Haeltermann, Marc, Massar, Serge

Year:

2013

Language:

english

File:

PDF, 514 KB

english, 2013

4

Towards improved design and evaluation of epileptic seizure predictors

Korshunova, Iryna, Kindermans, Pieter-Jan, Degrave, Jonas, Verhoeven, Thibault, Brinkmann, Benjamin H., Dambre, Joni

Journal:

IEEE Transactions on Biomedical Engineering

Year:

2017

Language:

english

File:

PDF, 481 KB

english, 2017

5

Leveraging Robotics Research for Children with Autism: A Review

Ismail, Luthffi Idzhar, Verhoeven, Thibault, Dambre, Joni, Wyffels, Francis

Journal:

International Journal of Social Robotics

Year:

2018

Language:

english

File:

PDF, 984 KB

english, 2018

6

[IEEE 2019 IEEE Photonics Society Summer Topical Meeting Series (SUM) - Ft. Lauderdale, FL, USA (2019.7.8-2019.7.10)] 2019 IEEE Photonics Society Summer Topical Meeting Series (SUM) - WE1.2 - Photontorch: Simulation and Optimization of Large Photonic Circuits Using the Deep Learning Framework PyTorch

Laporte, Floris, Dambre, Joni, Bienstman, Peter

Year:

2019

Language:

english

File:

PDF, 267 KB

english, 2019

7

Predicting the performance of reconfigurable optical interconnects in distributed shared-memory systems

Wim Heirman, Joni Dambre, Iñigo Artundo, Christof Debaes, Hugo Thienpont, Dirk Stroobandt, Jan Van Campenhout

Journal:

Photonic Network Communications

Year:

2008

Language:

english

File:

PDF, 873 KB

english, 2008

8

Simplified description of self-pulsation and excitability by thermal and free-carrier effects in semiconductor microcavities

Van Vaerenbergh, Thomas, Fiers, Martin, Dambre, Joni, Bienstman, Peter

Journal:

Physical Review A

Year:

2012

Language:

english

File:

PDF, 1.33 MB

english, 2012

9

Optimized Parameter Search for Large Datasets of the Regularization Parameter and Feature Selection for Ridge Regression

Pieter Buteneers, Ken Caluwaerts, Joni Dambre…

Journal:

Neural Processing Letters

Year:

2013

Language:

english

File:

PDF, 199 KB

english, 2013

10

Nanophotonic Reservoir Computing With Photonic Crystal Cavities to Generate Periodic Patterns

Fiers, Martin Andre Agnes, Van Vaerenbergh, Thomas, Wyffels, Francis, Verstraeten, David, Schrauwen, Benjamin, Dambre, Joni, Bienstman, Peter

Journal:

IEEE Transactions on Neural Networks and Learning Systems

Year:

2014

Language:

english

File:

PDF, 1.77 MB

english, 2014

11

Lumped Circuit Heat Model of Photonic Crystal Membrane Nanocavities

Van Vaerenbergh, Thomas, Dambre, Joni, Bienstman, Peter, Levenson, Juan Ariel, Yacomotti, Alejandro M.

Journal:

IEEE Journal of Quantum Electronics

Year:

2013

Language:

english

File:

PDF, 383 KB

english, 2013

12

[IEEE 2010 12th International Conference on Transparent Optical Networks (ICTON) - Munich, Germany (2010.06.27-2010.07.1)] 2010 12th International Conference on Transparent Optical Networks - Photonic reservoir computing: A new approach to optical information processing

Vandoorne, Kristof, Fiers, Martin, Verstraeten, David, Schrauwen, Benjamin, Dambre, Joni, Bienstman, Peter

Year:

2010

Language:

english

File:

PDF, 192 KB

english, 2010

13

[IEEE 2013 Sixth "Rio De La Plata" Workshop on Laser Dynamics and Nonlinear Photonics - Montevideo, Uruguay (2013.12.9-2013.12.12)] 2013 Sixth "Rio De La Plata" Workshop on Laser Dynamics and Nonlinear Photonics - Towards integrated optical spiking neural networks: Delaying spikes on chip

Van Vaerenbergh, Thomas, Fiers, Martin, Bienstman, Peter, Dambre, Joni

Year:

2013

Language:

english

File:

PDF, 581 KB

english, 2013

14

[IEEE 2006 First International Conference on Communications and Electronics - Hanoi, Vietnam (2006.10.10-2006.10.11)] 2006 First International Conference on Communications and Electronics - Reconfigurable interconnection networks in Distributed Shared Memory systems: a study on communication patterns

Khoi, Bui Viet, Tinh, Pham Doan, Quan, Nguyen Nam, Artudo, Inigo, Manjarres, Daniel, Heirman, Wim, Debaes, Christof, Dambre, Joni, Van Campenhout, Jan, Thienpont, Hugo

Year:

2006

Language:

english

File:

PDF, 5.81 MB

english, 2006

15

[IEEE 2011 13th International Conference on Transparent Optical Networks (ICTON) - Stockholm, Sweden (2011.06.26-2011.06.30)] 2011 13th International Conference on Transparent Optical Networks - Advances in photonic reservoir computing on an integrated platform

Vandoorne, Kristof, Fiers, Martin, Van Vaerenbergh, Thomas, Verstraeten, David, Schrauwen, Benjamin, Dambre, Joni, Bienstman, Peter

Year:

2011

Language:

english

File:

PDF, 363 KB

english, 2011

16

[IEEE 2011 Fifth "Rio De La Plata" Workshop on Laser Dynamics and Nonlinear Photonics - Colonia del Sacramento, Uruguay (2011.12.6-2011.12.9)] 2011 Fifth Rio De La Plata Workshop on Laser Dynamics and Nonlinear Photonics - Photonic reservoir computing and information processing with coupled semiconductor optical amplifiers

Vandoorne, Kristof, Van Vaerenbergh, Thomas, Fiers, Martin, Bienstman, Peter, Verstraeten, David, Schrauwen, Benjamin, Dambre, Joni

Year:

2011

Language:

english

File:

PDF, 1.37 MB

english, 2011

17

Guest Editorial System-Level Interconnect Prediction

Dambre, Joni, Hutton, Mike

Journal:

IEEE Transactions on Very Large Scale Integration (VLSI) Systems

Year:

2007

Language:

english

File:

PDF, 373 KB

english, 2007

18

[IEEE 2010 International Joint Conference on Neural Networks (IJCNN) - Barcelona, Spain (2010.07.18-2010.07.23)] The 2010 International Joint Conference on Neural Networks (IJCNN) - Memory versus non-linearity in reservoirs

Verstraeten, David, Dambre, Joni, Dutoit, Xavier, Schrauwen, Benjamin

Year:

2010

Language:

english

File:

PDF, 719 KB

english, 2010

19

Memristor Models for Machine Learning

Carbajal, Juan Pablo, Dambre, Joni, Hermans, Michiel, Schrauwen, Benjamin

Journal:

Neural Computation

Year:

2015

Language:

english

File:

PDF, 493 KB

english, 2015

20

Efficient simulation of optical nonlinear cavity circuits

Van Vaerenbergh, Thomas, Fiers, Martin, Dambre, Joni, Bienstman, Peter

Journal:

Optical and Quantum Electronics

Year:

2015

Language:

english

File:

PDF, 367 KB

english, 2015

21

Information Processing Capacity of Dynamical Systems

Dambre, Joni, Verstraeten, David, Schrauwen, Benjamin, Massar, Serge

Journal:

Scientific Reports

Year:

2012

Language:

english

File:

PDF, 366 KB

english, 2012

22

[IEEE 2015 IEEE International Conference on Robotics and Automation (ICRA) - Seattle, WA, USA (2015.5.26-2015.5.30)] 2015 IEEE International Conference on Robotics and Automation (ICRA) - Online unsupervised terrain classification for a compliant tensegrity robot using a mixture of echo state networks

Burms, Jeroen, Caluwaerts, Ken, Dambre, Joni

Year:

2015

Language:

english

File:

PDF, 1.58 MB

english, 2015

23

[ACM Press the 2007 international workshop - Austin, Texas, USA (2007.03.17-2007.03.18)] Proceedings of the 2007 international workshop on System level interconnect prediction - SLIP '07 - Synthetic traffic generation as a tool for dynamic interconnect evaluation

Heirman, Wim, Dambre, Joni, Van Campenhout, Jan

Year:

2007

Language:

english

File:

PDF, 355 KB

english, 2007

24

Trainable hardware for dynamical computing using error backpropagation through physical media

Hermans, Michiel, Burm, Michaël, Van Vaerenbergh, Thomas, Dambre, Joni, Bienstman, Peter

Journal:

Nature Communications

Year:

2015

Language:

english

File:

PDF, 810 KB

english, 2015

25

[ACM Press the tenth international workshop - Newcastle, United Kingdom (2008.04.05-2008.04.08)] Proceedings of the tenth international workshop on System level interconnect prediction - SLIP '08 - Rent's rule and parallel programs

Heirman, Wim, Dambre, Joni, Stroobandt, Dirk, Van Campenhout, Jan

Year:

2008

Language:

english

File:

PDF, 822 KB

english, 2008

26

Cascadable excitability in microrings

Van Vaerenbergh, Thomas, Fiers, Martin, Mechet, Pauline, Spuesens, Thijs, Kumar, Rajesh, Morthier, Geert, Schrauwen, Benjamin, Dambre, Joni, Bienstman, Peter

Journal:

Year:

2012

Language:

english

File:

PDF, 3.64 MB

english, 2012

27

Excitability in optically injected microdisk lasers with phase controlled excitatory and inhibitory response

Alexander, Koen, Van Vaerenbergh, Thomas, Fiers, Martin, Mechet, Pauline, Dambre, Joni, Bienstman, Peter

Journal:

Year:

2013

Language:

english

File:

PDF, 1.33 MB

english, 2013

28

Excitation transfer between optically injected microdisk lasers

Van Vaerenbergh, Thomas, Alexander, Koen, Dambre, Joni, Bienstman, Peter

Journal:

Year:

2013

Language:

english

File:

PDF, 1.25 MB

english, 2013

29

Time-domain and frequency-domain modeling of nonlinear optical components at the circuit-level using a node-based approach

Fiers, Martin, Van Vaerenbergh, Thomas, Caluwaerts, Ken, Vande Ginste, Dries, Schrauwen, Benjamin, Dambre, Joni, Bienstman, Peter

Journal:

Journal of the Optical Society of America B

Year:

2012

Language:

english

File:

PDF, 482 KB

english, 2012

30

Optoelectronic Systems Trained With Backpropagation Through Time

Hermans, Michiel, Dambre, Joni, Bienstman, Peter

Journal:

IEEE Transactions on Neural Networks and Learning Systems

Year:

2015

Language:

english

File:

PDF, 692 KB

english, 2015

31

SPIE Proceedings [SPIE SPIE Photonics Europe - Brussels, Belgium (Monday 12 April 2010)] Nonlinear Optics and Applications IV - Reservoir computing: a photonic neural network for information processing

Paquot, Yvan, Dambre, Joni, Schrauwen, Benjamin, Haelterman, Marc, Massar, Serge, Eggleton, Benjamin J., Gaeta, Alexander L., Broderick, Neil G. R.

Year:

2010

Language:

english

File:

PDF, 3.51 MB

english, 2010

32

Deep Dynamic Neural Networks for Multimodal Gesture Segmentation and Recognition

Wu, Di, Pigou, Lionel, Kindermans, Pieter-Jan, LE, Nam, Shao, Ling, Dambre, Joni, Odobez, Jean-Marc

Journal:

IEEE Transactions on Pattern Analysis and Machine Intelligence

Year:

2016

Language:

english

File:

PDF, 11.14 MB

english, 2016

33

Using Digital Masks to Enhance the Bandwidth Tolerance and Improve the Performance of On-Chip Reservoir Computing Systems

Schneider, Bendix, Dambre, Joni, Bienstman, Peter

Journal:

IEEE Transactions on Neural Networks and Learning Systems

Year:

2015

Language:

english

File:

PDF, 1.75 MB

english, 2015

34

[IEEE 2015 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) - Hamburg, Germany (2015.9.28-2015.10.2)] 2015 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) - Developing an embodied gait on a compliant quadrupedal robot

Degrave, Jonas, Caluwaerts, Ken, Dambre, Joni, Wyffels, Francis

Year:

2015

Language:

english

File:

PDF, 995 KB

english, 2015

35

[IEEE 2014 IEEE Photonics Conference (IPC) - San Diego, CA (2014.10.12-2014.10.16)] 2014 IEEE Photonics Conference - An optical delayline based on excitable microrings

Van Vaerenbergh, Thomas, Fiers, Martin, Dambre, Joni, Bienstman, Peter

Year:

2014

Language:

english

File:

PDF, 461 KB

english, 2014

36

SPIE Proceedings [SPIE Photonics North 2010 - Niagara Falls, Canada (Tuesday 1 June 2010)] Photonics North 2010 - Photonic reservoir computing: a new approach to optical information processing

Vandoorne, Kristof, Schriemer, Henry P., Kleiman, Rafael N., Fiers, Martin, Verstraeten, David, Schrauwen, Benjamin, Dambre, Joni, Bienstman, Peter

Year:

2010

Language:

english

File:

PDF, 841 KB

english, 2010

37

SPIE Proceedings [SPIE SPIE Photonics Europe - Brussels, Belgium (Monday 14 April 2014)] Semiconductor Lasers and Laser Dynamics VI - Cascadable excitability in optically injected microdisks

Panajotov, Krassimir, Sciamanna, Marc, Valle, Angel, Michalzik, Rainer, Van Vaerenbergh, Thomas, Alexander, Koen, Fiers, Martin, Mechet, Pauline, Dambre, Joni, Bienstman, Peter

Year:

2014

Language:

english

File:

PDF, 702 KB

english, 2014

38

SPIE Proceedings [SPIE International Symposium on Optical Science and Technology - San Diego, CA (Sunday 29 July 2001)] Micro- and Nano-optics for Optical Interconnection and Information Processing - Sense and nonsense of logic-level optical interconnect: reflections on an experiment

Van Campenhout, Jan M., Brunfaut, Marnik, Meeus, Wim, Dambre, Joni, De Wilde, Michiel, Taghizadeh, Mohammad R., Thienpont, Hugo, Jabbour, Ghassan E.

Year:

2001

Language:

english

File:

PDF, 252 KB

english, 2001

39

SPIE Proceedings [SPIE Photonics Fabrication Europe - Brugge, Belgium (Monday 28 October 2002)] VCSELs and Optical Interconnects - Reconfigurable optical interconnects for parallel computer systems: design space issues

Bui Viet, Khoi, Desmet, Lieven, Dambre, Joni, Stroobandt, Dirk, Beyls, Kristof, Van Campenhout, Jan M., Thienpont, Hugo, Thienpont, Hugo, Danckaert, Jan

Year:

2003

Language:

english

File:

PDF, 409 KB

english, 2003

40

SPIE Proceedings [SPIE SPIE OPTO - San Francisco, California (Saturday 22 January 2011)] Optoelectronic Integrated Circuits XIII - Optical signal processing with a network of semiconductor optical amplifiers in the context of photonic reservoir computing

Vandoorne, Kristof, Eldada, Louay A., Lee, El-Hang, Fiers, Martin, Verstraeten, David, Schrauwen, Benjamin, Dambre, Joni, Bienstman, Peter

Year:

2011

Language:

english

File:

PDF, 840 KB

english, 2011

41

SPIE Proceedings [SPIE Photonics Europe - Strasbourg, France (Monday 3 April 2006)] Micro-Optics, VCSELs, and Photonic Interconnects II: Fabrication, Packaging, and Integration - Selective optical broadcasting in reconfigurable multiprocessor interconnects

Artundo, Iñigo, Thienpont, Hugo, Taghizadeh, Mohammad R., Desmet, Lieven, Heirman, Wim, Van Daele, Peter, Mohr, Jürgen, Debaes, Christof, Dambre, Joni, Van Campenhout, Jan, Thienpont, Hugo

Year:

2006

Language:

english

File:

PDF, 474 KB

english, 2006

42

SPIE Proceedings [SPIE Photonics Fabrication Europe - Brugge, Belgium (Monday 28 October 2002)] VCSELs and Optical Interconnects - Synchronization solutions for parallel short-range optical interconnect in mesochronous systems

Devos, Harald, Dambre, Joni, Meeus, Wim, Stroobandt, Dirk, Van Campenhout, Jan M., Thienpont, Hugo, Danckaert, Jan

Year:

2003

Language:

english

File:

PDF, 279 KB

english, 2003

43

Beyond Temporal Pooling: Recurrence and Temporal Convolutions for Gesture Recognition in Video

Pigou, Lionel, van den Oord, Aäron, Dieleman, Sander, Van Herreweghe, Mieke, Dambre, Joni

Journal:

International Journal of Computer Vision

Year:

2016

Language:

english

File:

PDF, 1.25 MB

english, 2016

44

[ACM Press the Second Annual International Conference - Boston, MA, USA (2015.09.21-2015.09.22)] Proceedings of the Second Annual International Conference on Nanoscale Computing and Communication - NANOCOM' 15 - Photonic reservoir computing approaches to nanoscale computation

Katumba, Andrew, Bienstman, Peter, Dambre, Joni

Year:

2015

Language:

english

File:

PDF, 258 KB

english, 2015

45

A Multiple-Input Strategy to Efficient Integrated Photonic Reservoir Computing

Katumba, Andrew, Freiberger, Matthias, Bienstman, Peter, Dambre, Joni

Journal:

Cognitive Computation

Year:

2017

File:

PDF, 2 KB

2017

46

[IEEE 2017 19th International Conference on Transparent Optical Networks (ICTON) - Girona, Spain (2017.7.2-2017.7.6)] 2017 19th International Conference on Transparent Optical Networks (ICTON) - Reservoir computing with signal-mixing cavities

Laporte, Floris, Dambre, Joni, Bienstman, Peter

Year:

2017

Language:

english

File:

PDF, 389 KB

english, 2017

47

Automated diagnosis of temporal lobe epilepsy in the absence of interictal spikes

Verhoeven, Thibault, Coito, Ana, Plomp, Gijs, Thomschewski, Aljoscha, Pittau, Francesca, Trinka, Eugen, Wiest, Roland, Schaller, Karl, Michel, Christoph, Seeck, Margitta, Dambre, Joni, Vulliemoz, Serg

Journal:

NeuroImage: Clinical

Year:

2018

Language:

english

File:

PDF, 281 KB

english, 2018

48

[IEEE 2017 IEEE International Conference on Rebooting Computing (ICRC) - Washington, DC, USA (2017.11.8-2017.11.9)] 2017 IEEE International Conference on Rebooting Computing (ICRC) - On-Chip Passive Photonic Reservoir Computing with Integrated Optical Readout

Freiberger, Matthias, Katumba, Andrew, Bienstman, Peter, Dambre, Joni

Year:

2017

Language:

english

File:

PDF, 303 KB

english, 2017

49

[IEEE 2017 IEEE International Conference on Computer Vision Workshop (ICCVW) - Venice, Italy (2017.10.22-2017.10.29)] 2017 IEEE International Conference on Computer Vision Workshops (ICCVW) - Gesture and Sign Language Recognition with Temporal Residual Networks

Pigou, Lionel, Herreweghe, Mieke Van, Dambre, Joni

Year:

2017

Language:

english

File:

PDF, 610 KB

english, 2017

50

Low-Loss Photonic Reservoir Computing with Multimode Photonic Integrated Circuits

Katumba, Andrew, Heyvaert, Jelle, Schneider, Bendix, Uvin, Sarah, Dambre, Joni, Bienstman, Peter

Journal:

Scientific Reports

Year:

2018

Language:

english

File:

PDF, 1.31 MB

english, 2018