{"id":"W7058601388","doi":"","title":"Nonlinear and linear MIMO control of an industrial mixing process","year":2002,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Control theory (sociology); Nonlinear system; Parametric statistics; Linearization; Robustness (evolution); Diagonal; Robust control; MIMO; Process control; Linear system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004346144,0.0004006934,0.0001973927,0.000133128,0.0002766394,0.0005298548,0.0002740888,0.00025302,0.001464199],"category_scores_gemma":[0.0004383236,0.0001158555,0.0002105096,0.0001093677,0.0004515153,0.0001881876,0.000341988,0.0003680115,0.0001423983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005488241,"about_ca_system_score_gemma":0.0004460606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005670744,"about_ca_topic_score_gemma":0.004350089,"domain_scores_codex":[0.9997546,0.00005436545,0.000008572978,0.00005150409,0.00009717362,0.00003380118],"domain_scores_gemma":[0.9997985,0.00009224067,0.00004772499,0.000007872042,0.00004393496,0.000009764643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000176743,0.00009302713,0.0007009328,0.0001601877,0.00002400359,0.0001755063,0.0001540636,0.9084107,0.04962538,0.009789422,0.0004718378,0.03021813],"study_design_scores_gemma":[0.00001504914,0.000150594,0.000399807,0.000002969869,0.000006846676,0.00001113112,0.00001522068,0.9948949,0.003257299,0.0007007502,0.0005408491,0.000004561339],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2547927,0.0004907275,0.7152957,0.00036561,0.0001439523,0.00009069871,0.00005036574,0.0003572503,0.02841295],"genre_scores_gemma":[0.9904773,0.00007123343,0.007043551,0.00002344754,0.00001492408,0.00002067708,0.00001026148,0.000002881544,0.002335767],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005670744,"threshold_uncertainty_score":0.01127547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02131961996805786,"score_gpt":0.2713758390863613,"score_spread":0.2500562191183034,"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."}}