# Using a snow ablation optimizer in an autonomous echo state network for the model-free prediction of chaotic systems

> Research article (Nonlinear Dynamics, 2024) · cited 12× · AI/ML

**Wikidata**: [openalex:W4396976882](https://www.wikidata.org/wiki/openalex:W4396976882)  
**Source**: https://4ort.xyz/entity/using-a-snow-ablation-optimizer-in-an-autonomous-echo-state-network-for-the-model-free-prediction-of-chaotic-systems