{"id":"W2053017298","doi":"10.1016/j.ces.2007.07.020","title":"Handling sensor malfunctions in control of particulate processes","year":2007,"lang":"en","type":"article","venue":"Chemical Engineering Science","topic":"Crystallization and Solubility Studies","field":"Materials Science","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"National Science Foundation","keywords":"Control theory (sociology); Robustness (evolution); Nonlinear system; Lyapunov function; Controller (irrigation); Model predictive control; Moment (physics); Open-loop controller; Process control; Population; Control engineering; Engineering; Process (computing); Computer science; Closed loop; Control (management); 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":[0.001011046,0.0007047565,0.0008219833,0.0006185421,0.0007921364,0.001048913,0.001197153,0.001023694,0.001131559],"category_scores_gemma":[0.004448493,0.000303933,0.0001932434,0.0003814024,0.0006211518,0.001909195,0.0006814555,0.0007747857,0.0004832476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005658417,"about_ca_system_score_gemma":0.000666065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001157673,"about_ca_topic_score_gemma":0.000862457,"domain_scores_codex":[0.9988427,0.0002142955,0.00007203153,0.0002305361,0.0005126284,0.0001278175],"domain_scores_gemma":[0.9966216,0.001167851,0.0006346827,0.0005220252,0.0009645203,0.0000893381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001932484,0.0003597677,0.02232435,0.0005799815,0.00005136431,0.00158748,0.001273436,0.01595913,0.7604755,0.001980486,0.002781316,0.1906947],"study_design_scores_gemma":[0.00002918745,0.0008713685,0.009059961,0.00003142342,0.00004112748,0.00146426,0.0005362398,0.1192821,0.8636807,0.001168537,0.003788546,0.00004656115],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8515289,0.001032366,0.1425602,0.0006220309,0.0002157043,0.0001220953,0.0001285656,0.002275375,0.001514732],"genre_scores_gemma":[0.9892522,0.0001717339,0.009592311,0.00006936672,0.00002624158,0.00001700584,0.0000660451,0.0001004254,0.0007047157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001197153,"threshold_uncertainty_score":0.005346954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0112926125113255,"score_gpt":0.2403535235665042,"score_spread":0.2290609110551788,"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."}}