{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005677663,0.000616566,0.0008235651,0.0002852842,0.0002642164,0.0006634326,0.0005452902,0.0009510416,0.0003078651],"category_scores_gemma":[0.001647512,0.000353697,0.000431233,0.000310569,0.0003063281,0.0007562966,0.0003217435,0.0004907461,0.00007465213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005411511,"about_ca_system_score_gemma":0.000820783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01941843,"about_ca_topic_score_gemma":0.007837384,"domain_scores_codex":[0.9997367,0.00006646533,0.00002079551,0.00006257957,0.00008685306,0.00002658957],"domain_scores_gemma":[0.9992707,0.0004459033,0.0001032061,0.00003640785,0.0001243125,0.00001945645],"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":[0.0002265302,0.0000867182,0.002770388,0.00009714135,0.00005258937,0.0001195042,0.00005451927,0.9281245,0.01169154,0.001185721,0.0002728481,0.05531802],"study_design_scores_gemma":[0.000006367875,0.00001683751,0.0004409323,0.00000123228,0.000003741692,0.000005672478,0.000001708994,0.9979261,0.001436203,0.0001078628,0.00004932493,0.000003962782],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1363201,0.0001949081,0.8622205,0.0001108925,0.00002244077,0.00003272897,0.00004923665,0.0002889935,0.0007601848],"genre_scores_gemma":[0.9359462,0.0002086541,0.06298746,0.00003203669,0.000009630879,0.00005257476,0.00009879463,0.00001580397,0.0006488815],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01941843,"threshold_uncertainty_score":0.03861076,"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."}}