{"id":"W2153780631","doi":"","title":"On-line estimation of glucose and biomass concentration in penicillin fermentation batch process using particle filter with constraint","year":2011,"lang":"en","type":"article","venue":"International Symposium on Advanced Control of Industrial Processes","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Kalman filter; Biomass (ecology); Fermentation; Extended Kalman filter; Process (computing); Process engineering; Particle filter; Biological system; Control theory (sociology); Filter (signal processing); Computer science; Mathematical optimization; Mathematics; Engineering; Chemistry; Statistics; 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":[0.0001168831,0.0001464249,0.0002315783,0.00007744718,0.00002028871,0.00001752252,0.0000859252,0.00007938591,0.0000214634],"category_scores_gemma":[0.0001126093,0.0001291357,0.00002114562,0.0001861195,0.00006406828,0.000299714,0.000003805149,0.0001030557,0.000001743388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007992905,"about_ca_system_score_gemma":0.0000543735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004019857,"about_ca_topic_score_gemma":0.00002319407,"domain_scores_codex":[0.9989267,0.00002925526,0.0004874283,0.0001698125,0.0002621499,0.0001246353],"domain_scores_gemma":[0.9993607,0.0001026728,0.0002209016,0.00007127457,0.0002028348,0.00004156698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003208902,0.0002113761,0.002643949,0.000126823,0.0001078224,0.00000413957,0.0005815444,0.7561085,0.2266363,0.0004508196,9.640792e-7,0.009918822],"study_design_scores_gemma":[0.007498479,0.0005485075,0.0002299517,0.0003884798,0.00002327951,0.000006368839,0.0002521701,0.4408134,0.5498723,0.0002242439,0.000004178959,0.0001387058],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867129,0.00003969648,0.01195729,0.00007537386,0.0002257443,0.0004798279,0.00004644459,0.00003916141,0.0004235899],"genre_scores_gemma":[0.9997067,0.00001223841,0.000131653,0.00002423305,0.00004011829,0.00005709503,0.00001037802,0.00001477122,0.000002820839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.323236,"threshold_uncertainty_score":0.5266001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02854283808385325,"score_gpt":0.2672421698272068,"score_spread":0.2386993317433535,"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."}}