Home / AIO Classes / Network / Echo State Network

Echo State Network

Network AIO:EchoStateNetwork NOT_REVIEWED

A recurrent neural network with a recurrent hidden layer and sparsely connected hidden neurons that learns output weights to produce temporal patterns.

Ontology IRI: https://w3id.org/aio/EchoStateNetwork

Ontology Structure & Relationships

Parent Classes

AIO:RecurrentNeuralNetwork (Recurrent Neural Network)

Branches

Network

Axiomatic Relationships

BFO:0000051 → AIO:InputLayer (Input Layer)
BFO:0000051 → AIO:OutputLayer (Output Layer)
BFO:0000051 → AIO:RecurrentLayer (Recurrent Layer)

Annotations & Sources

Synonyms:

ESN exact

Definition Sources:

https://en.wikipedia.org/wiki/Echo_state_network

Subsets:

https://w3id.org/aio/NetworkSubset

Import Provenance & Upstream Synchronization

Source Repo: AIO GitHub

Release Version: aio.json

Commit: 397851c547…

License: CC-BY-4.0

Imported At: 2026-10-10T07:34:10Z

SHA256: 8f741d71408c…

Source File: data/aio/EchoStateNetwork.yaml