Self-calibration and learning on chip: towards neuromorphic robots

Alpha Renner , Yulia Sandamirskaya , Raphaela Kreiser , Gabriel Waibel
intelligent robots and systems

1
2019
Error-driven learning for self-calibration in a neuromorphic path integration system

Alpha Renner , Yulia Sandamirskaya , Raphaela Kreiser
Kreiser, Raphaela; Renner, Alpha; Sandamirskaya, Yulia (2019). Error-driven learning for self-calibration in a neuromorphic path integration system. In: Robust Artificial Intelligence for Neurorobotics (RAI-NR), Edinburgh, UK, 26 August 2019 - 28 August 2019.

5
2019
Event-based PID controller fully realized in neuromorphic hardware: a one DoF study

Rasmus Karnøe Stagsted , Antonio Vitale , Alpha Renner , Leon Bonde Larsen
intelligent robots and systems 10939 -10944

20
2020
Towards neuromorphic control: A spiking neural network based PID controller for UAV

Rasmus Stagsted , Antonio Vitale , Jonas Binz , Alpha Renner
robotics science and systems 16

2020
Implementing Backpropagation for Learning on Neuromorphic Spiking Hardware

Alpha Renner , Forrest Sheldon , Anatoly Zlotnik , Louis Tao
Proceedings of the Neuro-inspired Computational Elements Workshop

1
2020
An On-chip Spiking Neural Network for Estimation of the Head Pose of the iCub Robot.

Raphaela Kreiser , Alpha Renner , Vanessa RC Leite , Baris Serhan
Frontiers in Neuroscience 14 551

23
2020
High Precision of Spike Timing across Olfactory Receptor Neurons Allows Rapid Odor Coding in Drosophila

Alexander Egea-Weiss , Alpha Renner , Christoph J. Kleineidam , Paul Szyszka
iScience 4 76 -83

31
2018
Visual Pattern Recognition with on On-Chip Learning: Towards a Fully Neuromorphic Approach

Sandro Baumgartner , Alpha Renner , Raphaela Kreiser , Dongchen Liang
international symposium on circuits and systems 1 -5

1
2020
Error estimation and correction in a spiking neural network for map formation in neuromorphic hardware

Raphaela Kreiser , Gabriel Waibel , Nuria Armengol , Alpha Renner
2020 IEEE International Conference on Robotics and Automation (ICRA) 6134 -6140

10
2020
Pose Estimation and Map Formation with Spiking Neural Networks: towards Neuromorphic SLAM

Raphaela Kreiser , Alpha Renner , Yulia Sandamirskaya , Panin Pienroj
intelligent robots and systems 2159 -2166

39
2018
Event-Based Attention and Tracking on Neuromorphic Hardware

Alpha Renner , Matthew Evanusa , Yulia Sandamirskaya
computer vision and pattern recognition 0 -0

25
2019
Neuromorphic visual scene understanding with resonator networks

Alpha Renner , Lazar Supic , Andreea Danielescu , Giacomo Indiveri
arXiv preprint arXiv:2208.12880

3
2022
The backpropagation algorithm implemented on spiking neuromorphic hardware

Alpha Renner , Forrest Sheldon , Anatoly Zlotnik , Louis Tao
arXiv preprint arXiv:2106.07030

7
2021
Neuromorphic Visual Odometry with Resonator Networks

Alpha Renner , Lazar Supic , Andreea Danielescu , Giacomo Indiveri
arXiv preprint arXiv:2209.02000

2022
Event-driven vision and control for UAVs on a neuromorphic chip

Antonio Vitale , Alpha Renner , Celine Nauer , Davide Scaramuzza
Smpte Journal 103 -109

26
2021
Sparse vector binding on spiking neuromorphic hardware using synaptic delays

Alpha Renner , Yulia Sandamirskaya , Friedrich Sommer , E Paxon Frady
Smpte Journal 1 -5

5
2022
Spiking LCA in a Neural Circuit with Dictionary Learning and Synaptic Normalization

Diego Chavez Arana , Alpha Renner , Andrew Sornborger
47 -51

2
2023
Distributed Representations Enable Robust Multi-Timescale Computation in Neuromorphic Hardware

Madison Cotteret , Hugh Greatorex , Alpha Renner , Junren Chen
arXiv preprint arXiv:2405.01305

2024
Neuromorphic Backpropagation Algorithm Software

Andrew Sornborger , Alpha Renner
Los Alamos National Lab.(LANL), Los Alamos, NM (United States)

2022