{"id":"W3157461824","doi":"10.1109/tac.2021.3077347","title":"Cooperative Output Regulation With Asynchronous Transmissions and Time-Varying Delays","year":2021,"lang":"en","type":"article","venue":"IEEE Transactions on Automatic Control","topic":"Distributed Control Multi-Agent Systems","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Asynchronous communication; Stability (learning theory); Notation; Lyapunov function; Controller (irrigation); Transmission (telecommunications); Mathematics; Computer science; Control theory (sociology); Applied mathematics; Discrete mathematics; Control (management); Arithmetic; Telecommunications; Artificial intelligence","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000187531,0.0002895713,0.000441772,0.0001417169,0.0004351066,0.0003038391,0.0002639736,0.0001073383,0.0001451115],"category_scores_gemma":[0.00001533846,0.0002476741,0.0001042118,0.0004608205,0.00006297434,0.0005194974,0.000002011883,0.0001789306,0.0001116862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001186163,"about_ca_system_score_gemma":0.000277438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001739491,"about_ca_topic_score_gemma":0.00001927506,"domain_scores_codex":[0.9979478,0.0002940169,0.0004382455,0.0005620457,0.0004027191,0.0003551372],"domain_scores_gemma":[0.9983978,0.0004225687,0.0001252023,0.0006068861,0.0002319894,0.0002155923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001784931,0.001268003,0.00002996738,0.0001805695,0.001382757,0.0003317203,0.004123306,0.3143696,0.06798722,0.002827222,0.000345837,0.6069753],"study_design_scores_gemma":[0.004024376,0.0002005911,0.0004287301,0.000184371,0.0001275713,0.0001800892,0.00004644287,0.9895408,0.004742295,0.00006663064,0.0001602841,0.0002978176],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006113133,0.000115058,0.989985,0.00170315,0.0002208213,0.0006875637,0.00005169136,0.000493643,0.0006299366],"genre_scores_gemma":[0.9897425,0.000006000325,0.009056047,0.0002816128,0.00002270856,0.0001553783,0.000006330345,0.0000235277,0.0007058594],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9836294,"threshold_uncertainty_score":0.9999976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01017186279962094,"score_gpt":0.2195819367449395,"score_spread":0.2094100739453186,"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."}}