{"id":"W2056713892","doi":"10.1109/acc.2010.5531050","title":"Robust characteristic-based MPC of a fixed-bed reactor","year":2010,"lang":"en","type":"article","venue":"","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Model predictive control; Control theory (sociology); Controller (irrigation); Ode; Partial differential equation; Robust control; Continuous stirred-tank reactor; Chemical reactor; Computer science; Set (abstract data type); Mathematical optimization; Mathematics; Control (management); Applied mathematics; Control system; Engineering; 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":[0.00005384392,0.00009296452,0.0001546399,0.00005287254,0.0000100939,0.000009481701,0.00008042689,0.00007199465,0.0002186294],"category_scores_gemma":[0.00006702827,0.00008773799,0.00003284642,0.00007539501,0.00001378128,0.00009806042,0.000005520995,0.0001193225,0.00002348083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001549629,"about_ca_system_score_gemma":0.00001172413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003230623,"about_ca_topic_score_gemma":0.0001000714,"domain_scores_codex":[0.9994933,0.000006285443,0.0002058234,0.00008943883,0.00008200159,0.0001231441],"domain_scores_gemma":[0.9995708,0.00004744242,0.00004398431,0.0002348516,0.00005786824,0.00004500942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001211121,0.00001738307,0.0006728272,0.00005224202,0.00001677386,0.000001447765,0.00002333161,0.1007335,0.8962685,0.0007478647,0.0001385745,0.001315392],"study_design_scores_gemma":[0.0007203371,0.00002294931,0.003718952,0.00002330498,0.00001364911,0.00000219448,0.00001016585,0.9205171,0.07210211,0.00002245707,0.00263802,0.0002087811],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2377639,0.00001483202,0.7510871,0.00004584532,0.00088161,0.0002935764,0.0000180602,0.0005945772,0.009300542],"genre_scores_gemma":[0.9790623,0.00000101191,0.02067358,0.00001700426,0.00006764899,0.00001908148,0.00001911429,0.00002779226,0.0001124264],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8241665,"threshold_uncertainty_score":0.3577852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007728304067919443,"score_gpt":0.1837933837656771,"score_spread":0.1760650796977577,"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."}}