{"id":"W2782874355","doi":"10.1109/cdc.2017.8264560","title":"Distributed extremum seeking control over unknown network","year":2017,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Task (project management); Measure (data warehouse); Control (management); Mathematical optimization; Scale (ratio); Optimization problem; Telecommunications network; Distributed computing; Artificial intelligence; Mathematics; Engineering; Algorithm; Computer network; Data mining","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003056529,0.0002626761,0.0003821785,0.00003405501,0.0003976207,0.0004072115,0.000529785,0.0001444477,0.0001697439],"category_scores_gemma":[0.00009482882,0.0002444034,0.0001257631,0.0000571338,0.00004830785,0.0003103148,0.00005894846,0.0002095754,0.0001433372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001039033,"about_ca_system_score_gemma":0.00001193181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001231902,"about_ca_topic_score_gemma":0.000281558,"domain_scores_codex":[0.9985478,0.00003446355,0.0003325801,0.0002483455,0.0002222551,0.0006145918],"domain_scores_gemma":[0.998578,0.0001176716,0.0001058296,0.001015758,0.00004468991,0.0001380143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001399636,0.0001099417,0.3231768,0.0003586741,0.001767419,0.0003173444,0.0002613351,0.1524182,0.2416104,0.02777153,0.2284878,0.02358055],"study_design_scores_gemma":[0.001408522,0.00001083915,0.02700273,0.00007214451,0.00003496444,0.000007635725,0.000004447677,0.8873518,0.00001502772,0.0003043335,0.08346041,0.0003272029],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006276796,0.0007218735,0.8966934,0.0002435707,0.002970836,0.0004102182,0.00003378251,0.00147965,0.09116985],"genre_scores_gemma":[0.9973902,0.00001013294,0.0002096594,0.00007652592,0.001225102,0.0000264745,0.00001257407,0.00006631722,0.0009830606],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9911134,"threshold_uncertainty_score":0.9966483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008742696761169491,"score_gpt":0.2135433571585598,"score_spread":0.2048006603973903,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}