{"id":"W2148365456","doi":"10.2514/6.2012-1920","title":"A Simple PI Controller for Active Flatness and Tracking Control of a Space Membrane Structure","year":2012,"lang":"en","type":"article","venue":"","topic":"Structural Analysis and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Flatness (cosmology); Control theory (sociology); PID controller; Simple (philosophy); Tracking (education); Pi; Computer science; Control engineering; Control (management); Mathematics; Engineering; Physics; Artificial intelligence; Temperature control; Geometry","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":[0.00003955653,0.0000933841,0.0002350621,0.00003968379,0.00002922441,0.000012154,0.00002906701,0.00005312295,0.0001106388],"category_scores_gemma":[0.00002427288,0.00006761144,0.00005116518,0.00007031147,0.00001360268,0.0001680448,0.000004162054,0.00003700405,1.759764e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001120364,"about_ca_system_score_gemma":0.000002021282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001283328,"about_ca_topic_score_gemma":0.00001624003,"domain_scores_codex":[0.9995933,0.000007909757,0.0001250972,0.00006709567,0.00005761195,0.0001490314],"domain_scores_gemma":[0.9997288,0.0000845519,0.00003416317,0.00005177189,0.00005515855,0.00004552861],"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":[0.0004017412,0.00002102129,0.007380725,0.0003359278,0.001124164,2.656298e-7,0.001865173,0.4813349,0.4568962,0.009566001,0.0002275738,0.04084632],"study_design_scores_gemma":[0.002627149,0.00002292786,0.01398813,0.00000738131,0.0001970981,0.000003030563,0.0002566468,0.8857252,0.0961621,0.0004379665,0.0003878211,0.0001845253],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7447881,0.0003940889,0.2539318,0.00004502642,0.00008582133,0.0003381675,0.00006499534,0.00005745665,0.0002945837],"genre_scores_gemma":[0.9983844,0.00001024901,0.001443165,0.0000221261,0.00008189766,0.000007243676,0.00001026083,0.00001238443,0.00002833884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4043903,"threshold_uncertainty_score":0.2757114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006167983984143298,"score_gpt":0.2105701532181543,"score_spread":0.204402169234011,"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."}}