{"cited_by_count":34489,"description":"This cluster of papers focuses on extremum seeking control, a method for optimizing the performance of dynamic systems by iteratively adjusting control inputs to seek the extremum of a cost function. The papers cover various aspects such as stability analysis, adaptive control, stochastic optimization, and applications in fields like wind energy, bioreactors, and autonomous vehicles.","display_name":"Extremum Seeking Control Systems","domain_id":"3","external_ids":{"openalex":"https://openalex.org/T14083","wikipedia":"https://en.wikipedia.org/wiki/Extremum_seeking_control"},"field_id":"22","id":"T14083","keywords":[{"display_name":"extremum seeking control","id":"extremum-seeking-control","score":0.6244,"url":"https://openalex.org/keywords/extremum-seeking-control"},{"display_name":"extremum seeking","id":"extremum-seeking","score":0.7254,"url":"https://openalex.org/keywords/extremum-seeking"},{"display_name":"source seeking","id":"source-seeking","score":0.4404,"url":"https://openalex.org/keywords/source-seeking"},{"display_name":"unknown cost functions","id":"unknown-cost-functions","score":0.3369,"url":"https://openalex.org/keywords/unknown-cost-functions"}],"legacy_keywords":["Extremum Seeking","Nonlinear Control","Adaptive Control","Stochastic Optimization","Dynamic Systems","Feedback Control","Parameter Estimation","Real-time Optimization","Multivariable Control","Source Seeking"],"openalex_id":"https://openalex.org/T14083","source_created_date":"2024-01-23T15:27:21","source_updated_date":"2026-10-17T03:02:00","subfield_id":"2207","url":"/topics/T14083","works_api_url":"https://api.openalex.org/works?filter=topics.id:T14083","works_count":2625,"label":"Extremum Seeking Control Systems","provider":"openalex","revision":"dc6ecc8d10239e53","taxonomy_revision":"f050b5d4780b1289","title":"Extremum Seeking Control Systems","kind":"topic-directory","aeo_cohort":"topic-directory","catalogue_revision":"f050b5d4780b1289","numeric_address":"38360346859554557","address_version":"morton4x16-v1","coordinates":[3,22,2207,14083],"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}