Python3 codes implementing the single pendulum reservoir architecture described in the article "Machine-learning potential of a single pendulum" (https://doi.org/10.1103/PhysRevE.105.054203).
The codes are just for reference and may NOT produce the exact same results as presented in the article. Necessary modifications are required for specific scenarios.
Nontemporal Task (Task - I) with amplitude encoding: 'nontemporal_amp-enc.py', Nontemporal Task (Task - I) with frequency encoding: 'nontemporal_freq-enc.py', Temporal Task (Task - II) with amplitude encoding: 'temporal_amp-enc.py', Temporal Task (Task - II) with frequency encoding: 'temporal_freq-enc.py'.