{"id":"W2606983611","doi":"10.1021/acs.iecr.7b00234","title":"Handling Model Plant Mismatch in State Estimation Using a Multiple-Model-Based Approach","year":2017,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Offset (computer science); Computer science; Control theory (sociology); Unbiased Estimation; Model predictive control; Froth flotation; Nonlinear system; System identification; Control (management); Mathematics; Statistics; Data modeling; Chemistry","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":[0.0006961494,0.0008032377,0.0008254478,0.0004381711,0.000496188,0.000775877,0.0006868555,0.0008852273,0.0009949043],"category_scores_gemma":[0.00241905,0.0005038456,0.0006188531,0.0003522265,0.0003343079,0.0009554288,0.001116357,0.001131457,0.0002587425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000373639,"about_ca_system_score_gemma":0.0008759107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006297131,"about_ca_topic_score_gemma":0.006075589,"domain_scores_codex":[0.9994498,0.0001242801,0.00004010692,0.000151599,0.0001795384,0.00005463183],"domain_scores_gemma":[0.9991378,0.0003745621,0.0001598781,0.0001374709,0.0001696043,0.00002076257],"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":[0.0001186567,0.00006599972,0.0018737,0.000137817,0.0001130886,0.000181496,0.0001937776,0.8330505,0.01971665,0.004463014,0.0003548389,0.1397304],"study_design_scores_gemma":[0.000004918531,0.00005843348,0.0004561757,0.000008126915,0.0000162922,0.00003754272,0.00001240557,0.9939911,0.003954611,0.0008988986,0.0005491669,0.00001232982],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01257998,0.00007973772,0.9863542,0.00004076089,0.00001342248,0.00001698532,0.00001109237,0.0003148981,0.0005890547],"genre_scores_gemma":[0.7928481,0.0001016454,0.2052569,0.00008253361,0.00002527652,0.00008313905,0.00008512152,0.0000781771,0.001439206],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006297131,"threshold_uncertainty_score":0.01252097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1382799758872017,"score_gpt":0.3319120224532016,"score_spread":0.1936320465659999,"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."}}