{"id":"W4406131504","doi":"10.18280/jesa.570605","title":"Flatness-Based Model Predictive Constrained Optimal Control for Chemical Reactor","year":2024,"lang":"fr","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Model predictive control; Flatness (cosmology); Control theory (sociology); Chemical reactor; Computer science; Control (management); Engineering; Chemical engineering; Physics; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008388318,0.000746999,0.001039262,0.0003760934,0.0002135258,0.0008157236,0.0004038474,0.0004833537,0.0001203853],"category_scores_gemma":[0.0006230759,0.0007537868,0.0006209131,0.0004279858,0.0003236536,0.001232012,0.00003429687,0.0009285905,0.00008442227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001747737,"about_ca_system_score_gemma":0.0007417817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008599708,"about_ca_topic_score_gemma":0.000003301345,"domain_scores_codex":[0.9959477,0.0002541007,0.001548557,0.0005786566,0.0005892336,0.00108173],"domain_scores_gemma":[0.9971647,0.0009908009,0.0003742262,0.0003586063,0.0005872985,0.0005243191],"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":[0.0001777221,0.00006583269,0.00001272874,0.00222041,0.0008443099,0.0002293218,0.0005854866,0.901886,0.01991595,0.006624334,0.00217316,0.06526472],"study_design_scores_gemma":[0.003511591,0.0003055462,0.0001068859,0.003492287,0.0007170055,0.001240946,0.00009123667,0.9837139,0.0008883728,0.00370904,0.001548746,0.0006744669],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004387364,0.02052944,0.9652997,0.001037087,0.003875891,0.001459648,0.001076565,0.0012382,0.001096076],"genre_scores_gemma":[0.8269734,0.0001666947,0.1690287,0.00006644442,0.001900694,0.000194694,0.00004337825,0.0003568871,0.00126915],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.822586,"threshold_uncertainty_score":0.9994913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01290472608391765,"score_gpt":0.2500877466213098,"score_spread":0.2371830205373921,"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."}}