{"id":"W4402264186","doi":"10.23919/acc60939.2024.10644824","title":"Linear Model Predictive Control for Two-Dimensional Transport-Reaction Processes","year":2024,"lang":"en","type":"article","venue":"","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Model predictive control; Computer science; Control (management); Control theory (sociology); Artificial intelligence","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":[0.00006217886,0.000125606,0.0001379272,0.00006540987,0.00003303739,0.00001228239,0.00003798539,0.00005700473,0.000006707036],"category_scores_gemma":[0.00001777531,0.0001124003,0.00004854375,0.0001173228,0.000008875363,0.0003640213,0.00000137689,0.00007243832,0.000009694879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006688357,"about_ca_system_score_gemma":0.00004868443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003320058,"about_ca_topic_score_gemma":0.00001326538,"domain_scores_codex":[0.9993671,0.000003627836,0.000193281,0.000174054,0.0001091328,0.0001528595],"domain_scores_gemma":[0.9996631,0.00009128048,0.00001264043,0.00007325677,0.0001173,0.00004242035],"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":[0.00004530523,0.00000690401,0.000003320921,0.0002248711,0.00006530226,9.615709e-7,0.00005861564,0.9888907,0.009466177,0.0006751744,0.0001460653,0.0004165706],"study_design_scores_gemma":[0.0007604598,0.00002847296,0.000003728477,0.00005659756,0.0000527671,0.000003739245,0.000009720373,0.9963831,0.001509799,0.0007565125,0.000314502,0.0001205758],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001393161,0.0005369799,0.9943708,0.00006538136,0.0003037112,0.0006303666,0.0001017116,0.001216483,0.001381412],"genre_scores_gemma":[0.9886036,0.000005724912,0.01016699,0.00002932584,0.0002138465,0.0003346018,0.00005807677,0.00005176775,0.0005360653],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9872105,"threshold_uncertainty_score":0.4583552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007843634047161232,"score_gpt":0.2310535569949007,"score_spread":0.2232099229477394,"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."}}