{"id":"W3215466453","doi":"10.1002/aic.17534","title":"Dynamic modeling and model predictive control of a continuous pulp digester","year":2021,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Stability and Controllability of Differential Equations","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Discretization; Control theory (sociology); Model predictive control; Nonlinear system; Observer (physics); Controller (irrigation); Partial differential equation; Mathematics; Computer science; Control (management); Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001833742,0.00009913255,0.0002523368,0.00004202145,0.00006529455,0.00004645731,0.00006325619,0.00006843379,0.00002751801],"category_scores_gemma":[0.0001258624,0.00009599653,0.00008401937,0.00005682269,0.00003589904,0.0001584187,0.00001571815,0.0002463422,9.412141e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004082131,"about_ca_system_score_gemma":0.0000607967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002443027,"about_ca_topic_score_gemma":0.00002587237,"domain_scores_codex":[0.9992289,0.00004396391,0.0003125511,0.0001021637,0.0001511047,0.0001613036],"domain_scores_gemma":[0.9994531,0.0000903804,0.00003943362,0.0001247713,0.0002065374,0.00008577864],"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":[0.00004790424,0.00005177027,0.0008894543,0.0000380295,0.0001767773,0.000003571089,0.000886287,0.9757397,0.01851127,0.0001861183,0.00000616334,0.003463002],"study_design_scores_gemma":[0.001144872,0.00004089468,0.0007434906,0.00003156695,0.0000939797,0.00003559529,0.000370668,0.9897709,0.0002080898,0.007472717,0.000003436824,0.00008382294],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4861036,0.0008113136,0.5125632,0.0001832994,0.00006632131,0.00005226058,0.00001698383,0.00002043433,0.0001825299],"genre_scores_gemma":[0.9986933,0.0001151968,0.001080654,0.00003599004,0.00002782882,0.000004875772,0.000002220917,0.00001260398,0.00002733046],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5125897,"threshold_uncertainty_score":0.3914625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008039187120126282,"score_gpt":0.2118592542471759,"score_spread":0.2038200671270496,"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."}}