{"id":"W4413167893","doi":"10.1016/j.ifacol.2025.07.201","title":"Observer based extremum seeking control for cell population models with uncertain growth dynamics","year":2025,"lang":"en","type":"article","venue":"IFAC-PapersOnLine","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Mitacs","keywords":"Control theory (sociology); Dynamics (music); Control (management); Observer (physics); Population; Population growth; Computer science; Mathematics; Physics; Artificial intelligence; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001061236,0.0007389326,0.0009850726,0.0003370473,0.0002703665,0.0008635293,0.0007121952,0.0007904789,0.0006485973],"category_scores_gemma":[0.00181503,0.0003598426,0.0005369403,0.0002830869,0.000774901,0.0005577009,0.0009056915,0.0007804657,0.0001109003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007081875,"about_ca_system_score_gemma":0.0006264222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004184258,"about_ca_topic_score_gemma":0.002539607,"domain_scores_codex":[0.9997095,0.0001051007,0.00001291017,0.00006911747,0.00005826439,0.00004508373],"domain_scores_gemma":[0.9992865,0.0003943549,0.000169648,0.00003275226,0.00009644609,0.00002034078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006053552,0.00001757606,0.0003941882,0.00008296951,0.00003376824,0.00006710328,0.00008921522,0.9715369,0.00486998,0.01267411,0.0002229586,0.009950723],"study_design_scores_gemma":[0.000002732032,0.00001978692,0.00005848722,0.000002619551,0.000002856629,0.000004486815,0.000003337283,0.9983934,0.0003466678,0.001043796,0.0001186273,0.000003254458],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03750342,0.0002998772,0.9602824,0.00009848328,0.00003083914,0.00001835032,0.0000235961,0.0001337292,0.001609426],"genre_scores_gemma":[0.9737363,0.0002045514,0.02415996,0.00003742491,0.00001672734,0.00006770948,0.00004225018,0.00001661476,0.001718381],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004184258,"threshold_uncertainty_score":0.008319795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00905684815238959,"score_gpt":0.2041882012880757,"score_spread":0.1951313531356861,"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."}}