{"id":"W4319990435","doi":"10.1109/tac.2023.3241830","title":"Adaptive Output Regulation of a Class of 1-D Hyperbolic PDEs With Unknown Boundary Scaled Parameters","year":2023,"lang":"en","type":"article","venue":"IEEE Transactions on Automatic Control","topic":"Stability and Controllability of Differential Equations","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Mathematics; Observer (physics); Boundary (topology); Control theory (sociology); Boundary value problem; Partial differential equation; Hyperbolic partial differential equation; Mathematical analysis; Distributed parameter system; Applied mathematics; Computer science; Control (management); Physics","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":[0.000197444,0.0001893242,0.0004863894,0.0002848534,0.00008582439,0.00001806541,0.000117799,0.00009476372,0.00008111599],"category_scores_gemma":[0.00002223625,0.0001728813,0.00018528,0.0005294143,0.0002027994,0.0001237357,5.905407e-7,0.0001163648,0.00002301738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006976112,"about_ca_system_score_gemma":0.00006753964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000406779,"about_ca_topic_score_gemma":0.0002356801,"domain_scores_codex":[0.998668,0.00009545452,0.0005079588,0.0001836077,0.0003262191,0.0002188166],"domain_scores_gemma":[0.998692,0.0006721205,0.0000934865,0.0003596848,0.0001162251,0.00006646432],"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":[0.0003204986,0.0003230609,0.00005889107,0.0003281836,0.0007041056,8.204617e-7,0.001263001,0.8402025,0.01201642,0.0002156566,0.00001872737,0.1445482],"study_design_scores_gemma":[0.002610012,0.0003334597,0.01043001,0.0001310222,0.0002639337,0.000001474242,0.0002320681,0.9780788,0.00694413,0.0007883572,0.00001584782,0.0001709255],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5811392,0.00001867991,0.4174872,0.0001355456,0.0001429769,0.0005097096,0.00006958628,0.0003604258,0.0001366905],"genre_scores_gemma":[0.998943,0.000005827708,0.0007846726,0.00001368568,0.000009044096,0.0001507227,0.000004245263,0.00002732134,0.00006146858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4178038,"threshold_uncertainty_score":0.7049894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01489027027503136,"score_gpt":0.2111418932847382,"score_spread":0.1962516230097068,"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."}}