{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002411463,0.00009769075,0.0002144955,0.0001127728,0.00004207779,0.00002096383,0.00008971657,0.00007184807,0.00002392807],"category_scores_gemma":[0.00005013774,0.00008854326,0.00004349625,0.00007337117,0.00002837248,0.0001619392,0.000005021438,0.000195923,0.00002331768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001000474,"about_ca_system_score_gemma":0.00007396903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001658313,"about_ca_topic_score_gemma":0.0001122694,"domain_scores_codex":[0.9992757,0.00002452173,0.0003507859,0.00008146379,0.00009048144,0.0001770775],"domain_scores_gemma":[0.9996397,0.00004635514,0.00008118467,0.00007621363,0.00009248176,0.00006401545],"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":[0.000178479,0.0000191914,0.002705341,0.00007291153,0.0001215025,0.000004708839,0.001360651,0.9751304,0.01890646,0.00001184135,0.0003330877,0.001155367],"study_design_scores_gemma":[0.001566766,0.00008849074,0.000418931,0.00008224987,0.00001478414,0.00006095941,0.0003131055,0.9906228,0.006345912,0.0001122068,0.0002833269,0.00009052824],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8939509,0.0004063489,0.1022073,0.0000585371,0.0005638044,0.0001404841,0.00001523359,0.00006378645,0.002593612],"genre_scores_gemma":[0.9992837,0.00005137593,0.0001322467,0.00002374889,0.0004059205,0.000007221324,2.550634e-7,0.000017362,0.00007815475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1053328,"threshold_uncertainty_score":0.3610689,"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."}}