{"id":"W2037969209","doi":"10.1109/tcst.2014.2363169","title":"Diagnosis of Oscillations Between Controller Tuning and Harmonic External Disturbances","year":2014,"lang":"en","type":"article","venue":"IEEE Transactions on Control Systems Technology","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates - Technology Futures","keywords":"Control theory (sociology); Controller (irrigation); Harmonic; Computer science; Physics; Control engineering; Acoustics; Control (management); Engineering; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002523442,0.0001964118,0.0006240849,0.0003439079,0.0001158484,0.00002532505,0.0001569002,0.0002409744,0.000008815739],"category_scores_gemma":[0.00001606347,0.0001792283,0.00007804953,0.0001938332,0.0001179251,0.00007223681,8.384496e-7,0.0002236283,0.00001723486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000432678,"about_ca_system_score_gemma":0.000008367284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007894978,"about_ca_topic_score_gemma":0.00002869105,"domain_scores_codex":[0.9987801,0.00007671543,0.0005399602,0.0002016018,0.0001544998,0.0002471469],"domain_scores_gemma":[0.9990016,0.0005146515,0.0001096091,0.0002570796,0.00004943466,0.00006763384],"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":[0.00008427883,0.0001887433,0.0626011,0.00151931,0.002341534,0.000007307509,0.0009609904,0.5637643,0.03782054,0.004260794,0.0004042507,0.3260469],"study_design_scores_gemma":[0.007077442,0.0005195378,0.005710567,0.001271312,0.0004882248,0.00007969064,0.0004509123,0.9653065,0.007772517,0.0005937373,0.009874826,0.0008547382],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1831298,0.001397554,0.8136147,0.0001235451,0.0004937403,0.0004273685,0.00004891644,0.0003935762,0.0003707361],"genre_scores_gemma":[0.9992571,0.0001076954,0.00009924987,0.000008587012,0.0000699384,0.0003670161,5.127369e-7,0.00002910973,0.00006077745],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8161272,"threshold_uncertainty_score":0.7308717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009063372609154324,"score_gpt":0.2051007760460159,"score_spread":0.1960374034368615,"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."}}