{"id":"W2899435856","doi":"10.1002/aic.16460","title":"Handling sensor faults in economic model predictive control of batch processes","year":2018,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Fault detection and isolation; Model predictive control; Redundancy (engineering); Subspace topology; Engineering; Process (computing); Fault (geology); Process control; Control engineering; Computer science; Control (management); Control theory (sociology); Reliability 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000783185,0.000567393,0.0006350959,0.0002957453,0.0003746838,0.0008299841,0.0007036133,0.0007037132,0.0004208032],"category_scores_gemma":[0.002442213,0.0002833121,0.0003004536,0.0004457297,0.0008446352,0.000810397,0.0005351668,0.0009157528,0.00006134179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007135121,"about_ca_system_score_gemma":0.0009846302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00722147,"about_ca_topic_score_gemma":0.003198245,"domain_scores_codex":[0.9996914,0.00008473272,0.00001392593,0.00004706749,0.0001265299,0.00003634729],"domain_scores_gemma":[0.9992597,0.0004843801,0.0001139835,0.00004613851,0.00008189466,0.00001399449],"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":[0.00004480994,0.00001466178,0.0001974633,0.0000245456,0.000006901882,0.00003237481,0.00002325437,0.9876695,0.001164629,0.003503283,0.00009307222,0.007225451],"study_design_scores_gemma":[0.000002642278,0.00001082789,0.00005168805,9.590784e-7,0.000001108478,0.000002453085,0.000002420758,0.9978901,0.000415181,0.001579948,0.00004125382,0.000001557534],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1595191,0.0005918924,0.8361977,0.0004242518,0.00006611537,0.00004384189,0.00006429596,0.0003251102,0.002767632],"genre_scores_gemma":[0.9916162,0.0001011659,0.007803965,0.0000150851,0.00001216163,0.00002941365,0.00002074757,0.000006983476,0.000394308],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00722147,"threshold_uncertainty_score":0.01435888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007359346164664486,"score_gpt":0.2179755515553314,"score_spread":0.2106162053906669,"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."}}