{"id":"W6996736058","doi":"","title":"State and Parameter Estimation in Closed-Loop Dynamic Real-Time Optimization","year":2024,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Control theory (sociology); Continuous stirred-tank reactor; Kalman filter; Estimator; Nonlinear system; Extended Kalman filter; Estimation theory; Controller (irrigation)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006320134,0.0003812236,0.0003892064,0.0004925051,0.00004516224,0.0001064862,0.000143951,0.0003099565,0.003591523],"category_scores_gemma":[0.00001209176,0.0004775439,0.00006142124,0.0005094896,0.00001963598,0.0005059543,0.00002798253,0.0002989113,0.0001245793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000456041,"about_ca_system_score_gemma":0.00003381421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006027687,"about_ca_topic_score_gemma":0.00062867,"domain_scores_codex":[0.9987319,0.00005834395,0.0003256335,0.0004361817,0.0001672707,0.0002807261],"domain_scores_gemma":[0.9995053,0.00006076218,0.0001085256,0.0001948565,0.00005507977,0.00007550658],"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":[0.00006229377,0.000007913113,0.00001510516,0.0004303102,0.00006701309,0.00004972947,0.000501923,0.8755096,0.0003255894,0.00004155888,0.00004747585,0.1229415],"study_design_scores_gemma":[0.000625851,0.00002819027,0.0001213166,0.0004118838,0.0001056655,0.000003182225,0.0003611206,0.9962913,0.00004114091,0.0001834821,0.001393271,0.000433611],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04928145,0.001531033,0.4379649,0.00004511192,0.002295836,0.0027824,0.0001622035,0.001740361,0.5041966],"genre_scores_gemma":[0.02790301,0.001248085,0.03342974,0.00000854512,0.00003375619,0.00001592107,0.001708239,0.0002920871,0.9353606],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.431164,"threshold_uncertainty_score":0.9997676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003667552687683174,"score_gpt":0.1901422250002206,"score_spread":0.1864746723125374,"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."}}