Bogdan Penkovskyi

ORCID: 0000-0003-1851-0415
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About
Contact & Profiles
Research Areas
  • Neural Networks and Reservoir Computing
  • Advanced Memory and Neural Computing
  • Neural Networks and Applications
  • Nonlinear Dynamics and Pattern Formation
  • Chaos control and synchronization
  • Slime Mold and Myxomycetes Research
  • Neural dynamics and brain function
  • Teleoperation and Haptic Systems
  • Laser-Matter Interactions and Applications
  • Cellular Automata and Applications
  • Advanced Scientific Research Methods
  • Quantum optics and atomic interactions
  • Adaptive Control of Nonlinear Systems

Université Paris-Saclay
2019

Franche-Comté Électronique Mécanique Thermique et Optique - Sciences et Technologies
2014-2018

National University of Kyiv Mohyla Academy
2013

Neural networks are currently transforming the field of computer algorithms, yet their emulation on current computing substrates is highly inefficient. Reservoir was successfully implemented a large variety and gave new insight in overcoming this implementation bottleneck. Despite its success, approach lags behind state art deep learning. We therefore extend time-delay reservoirs to demonstrate that these conceptually correspond convolutional neural networks. Convolution intrinsically...

10.1103/physrevlett.123.054101 article EN Physical Review Letters 2019-08-01
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