{"cited_by_count":470460,"description":"This cluster of papers focuses on the synchronization of complex dynamical networks, particularly addressing topics such as pinning control, global stability, time delays, impulsive control, and stochasticity in neural networks and memristor-based networks.","display_name":"Neural Networks Stability and Synchronization","domain_id":"3","external_ids":{"openalex":"https://openalex.org/T11347","wikipedia":"https://en.wikipedia.org/wiki/Synchronization_of_coupled_oscillators"},"field_id":"17","id":"T11347","keywords":[{"display_name":"time-varying delays","id":"time-varying-delays","score":0.2844,"url":"https://openalex.org/keywords/time-varying-delays"},{"display_name":"Lyapunov-Krasovskii functional","id":"lyapunov-krasovskii-functional","score":0.2246,"url":"https://openalex.org/keywords/lyapunov-krasovskii-functional"},{"display_name":"global exponential stability","id":"global-exponential-stability","score":0.5437,"url":"https://openalex.org/keywords/global-exponential-stability"},{"display_name":"Lyapunov functional","id":"lyapunov-functional","score":0.241,"url":"https://openalex.org/keywords/lyapunov-functional"},{"display_name":"complex dynamical networks","id":"complex-dynamical-networks","score":0.7901,"url":"https://openalex.org/keywords/complex-dynamical-networks"},{"display_name":"distributed delay","id":"distributed-delay","score":0.288,"url":"https://openalex.org/keywords/distributed-delay"},{"display_name":"bidirectional associative memory neural networks","id":"bidirectional-associative-memory","score":0.5745,"url":"https://openalex.org/keywords/bidirectional-associative-memory"},{"display_name":"delayed neural networks","id":"delayed-neural-networks","score":0.9137,"url":"https://openalex.org/keywords/delayed-neural-networks"},{"display_name":"Cohen-Grossberg neural networks","id":"cohen-grossberg-neural-networks","score":0.9643,"url":"https://openalex.org/keywords/cohen-grossberg-neural-networks"},{"display_name":"exponential synchronization","id":"exponential-synchronization","score":0.8208,"url":"https://openalex.org/keywords/exponential-synchronization"},{"display_name":"finite-time synchronization","id":"finite-time-synchronization","score":0.6782,"url":"https://openalex.org/keywords/finite-time-synchronization"},{"display_name":"synchronization criteria","id":"synchronization-criterion","score":0.698,"url":"https://openalex.org/keywords/synchronization-criterion"},{"display_name":"fractional-order neural networks","id":"fractional-order-neural-networks","score":0.8855,"url":"https://openalex.org/keywords/fractional-order-neural-networks"},{"display_name":"mixed delays","id":"mixed-time-delays","score":0.6545,"url":"https://openalex.org/keywords/mixed-time-delays"},{"display_name":"pinning control","id":"pinning-control","score":0.5697,"url":"https://openalex.org/keywords/pinning-control"},{"display_name":"impulsive control","id":"impulsive-control","score":0.2361,"url":"https://openalex.org/keywords/impulsive-control"},{"display_name":"delay-dependent stability conditions","id":"delay-dependent-stability-criteria","score":0.3005,"url":"https://openalex.org/keywords/delay-dependent-stability-criteria"},{"display_name":"master-slave synchronization","id":"drive-response-synchronization","score":0.2435,"url":"https://openalex.org/keywords/drive-response-synchronization"},{"display_name":"memristive neural networks","id":"memristive-neural-networks","score":0.5771,"url":"https://openalex.org/keywords/memristive-neural-networks"},{"display_name":"stochastic neural networks","id":"stochastic-neural-networks","score":0.3998,"url":"https://openalex.org/keywords/stochastic-neural-networks"},{"display_name":"fixed-time synchronization","id":"fixed-time-synchronization","score":0.8059,"url":"https://openalex.org/keywords/fixed-time-synchronization"},{"display_name":"existence and uniqueness of equilibrium","id":"existence-and-uniqueness-of-equilibrium","score":0.2954,"url":"https://openalex.org/keywords/existence-and-uniqueness-of-equilibrium"},{"display_name":"coupled neural networks","id":"coupled-neural-networks","score":0.7457,"url":"https://openalex.org/keywords/coupled-neural-networks"},{"display_name":"complex-valued neural networks","id":"complex-valued-neural-networks","score":0.2049,"url":"https://openalex.org/keywords/complex-valued-neural-networks"},{"display_name":"discrete-time neural networks","id":"discrete-time-neural-networks","score":0.5373,"url":"https://openalex.org/keywords/discrete-time-neural-networks"}],"legacy_keywords":["Synchronization","Complex Networks","Dynamical Systems","Pinning Control","Global Stability","Time Delays","Neural Networks","Impulsive Control","Stochasticity","Memristor-based Networks"],"openalex_id":"https://openalex.org/T11347","source_created_date":"2024-01-23T15:27:10","source_updated_date":"2026-10-17T03:02:00","subfield_id":"1705","url":"/topics/T11347","works_api_url":"https://api.openalex.org/works?filter=topics.id:T11347","works_count":21687,"label":"Neural Networks Stability and Synchronization","provider":"openalex","revision":"9ea19ff25cb40a2c","taxonomy_revision":"f050b5d4780b1289","title":"Neural Networks Stability and Synchronization","kind":"topic-directory","aeo_cohort":"topic-directory","catalogue_revision":"f050b5d4780b1289","numeric_address":"36183004737585311","address_version":"morton4x16-v1","coordinates":[3,17,1705,11347],"answer_status":"Directory metadata; local answer requires separate source review","truth_status":"Subject descriptor, not a factual answer or a demonstrated knowledge gap","reviewed_answer":null}