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2022 Roadmap on Neuromorphic Computing and Engineering [article]

Dennis V. Christensen, Regina Dittmann, Bernabé Linares-Barranco, Abu Sebastian, Manuel Le Gallo, Andrea Redaelli, Stefan Slesazeck, Thomas Mikolajick, Sabina Spiga, Stephan Menzel, Ilia Valov, Gianluca Milano (+47 others)
2022 arXiv   pre-print
These needs can be addressed by neuromorphic computing systems which are inspired by the biological concepts of the human brain.  ...  Even though these future computers will be incredibly powerful, if they are based on von Neumann type architectures, they will consume between 20 and 30 megawatts of power and will not have intrinsic physically  ...  Concluding Remarks Integrating event-based vision sensing and processing with neuromorphic computation techniques is expected to yield solutions that will be able to penetrate the artificial vision market  ... 
arXiv:2105.05956v3 fatcat:pqir5infojfpvdzdwgmwdhsdi4

Embodied neuromorphic intelligence

Chiara Bartolozzi, Giacomo Indiveri, Elisa Donati
2022
We define intelligence as the ability to efficiently interact with the environment, to plan adequate behaviour based on the correct interpretation of sensory signals and internal states, for accomplishing  ...  Examples are spatial perception tasks for making long-term navigation plans, coupled with fine motor control tasks that require fast reaction times, and adaptation to external conditions.  ...  C.B. was supported by the EU MSCA ITN project NeuTouch "Understanding neural coding of touch as enabling technology for prosthetics and robotics" GA 813713.  ... 
doi:10.3929/ethz-b-000535505 fatcat:puqh7syhnvgarnx5uwrfxloyv4

2021 Roadmap on Neuromorphic Computing and Engineering [article]

Arnab Neelim Mazumder, Morteza Hosseini, Tinoosh Mohsenin, Et Al., Maryland Shared Open Access Repository
2021
By taking inspiration from biology, new generation computers could have much lower power consumption than conventional processors, could exploit integrated non-volatile memory and logic, and could be explicitly  ...  Even though these future computers will be incredibly powerful, if they are based on von Neumann type architectures, they will consume between 20 and 30 megawatts of power and will not have intrinsic physically  ...  Concluding Remarks Integrating event-based vision sensing and processing with neuromorphic computation techniques is expected to yield solutions that will be able to penetrate the artificial vision market  ... 
doi:10.13016/m2n6ua-rira fatcat:vyxf3tz2g5cptgzrqctyzftocq

2022 roadmap on neuromorphic computing and engineering

Dennis Valbjørn Christensen, Regina Dittmann, Bernabé Linares-Barranco, Abu Sebastian, Manuel Le Gallo, Andrea Redaelli, Stefan Slesazeck, Thomas Mikolajick, Sabina Spiga, Stephan Menzel, Ilia Valov, Gianluca Milano (+12 others)
2022
Even though these future computers will be incredibly powerful, if they are based on von Neumann type architectures, they will consume between 20 and 30 megawatts of power and will not have intrinsic physically  ...  These needs can be addressed by neuromorphic computing systems which are inspired by the biological concepts of the human brain.  ...  Acknowledgements This work was partially based on results obtained from a project, JPNP16007, commissioned by the New Energy and Industrial Technology Development Organization (NEDO), and supported in  ... 
doi:10.3929/ethz-b-000529282 fatcat:x5s5lalqqbbn7fb6gmpqmbqkxu