Anticipating synchronization with machine learning
Huawei Fan, Ling-Wei Kong, Ying‐Cheng Lai, Xingang Wang
Abstract
The authors find that the reservoir computer trained by the time series acquired at several asynchronous states is able to predict the entire transition from desynchronization to synchronization systems of coupled oscillators.
Topics & Concepts
Synchronization (alternating current)Asynchronous communicationComputer scienceSeries (stratigraphy)Asynchronous learningArtificial intelligenceReservoir computingMachine learningArtificial neural networkPsychologyTelecommunicationsRecurrent neural networkMathematics educationSynchronous learningTeaching methodCooperative learningChannel (broadcasting)PaleontologyBiologyNeural Networks and Reservoir ComputingNonlinear Dynamics and Pattern FormationAdvanced Memory and Neural Computing