{"id":"W1996592945","doi":"10.1109/tac.2012.2200381","title":"Optimal Sampling and Performance Comparison of Periodic and Event Based Impulse Control","year":2012,"lang":"en","type":"article","venue":"IEEE Transactions on Automatic Control","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":152,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Lunds Universitet","keywords":"Impulse control; Impulse (physics); Control theory (sociology); Mathematics; Sampling (signal processing); Computer science; Sampling interval; Sampling design; Statistics; Mathematical optimization; Control (management); Artificial intelligence; Telecommunications","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":[0.0003509458,0.0002089737,0.0005246995,0.0001159777,0.0001227095,0.00003018433,0.0000694757,0.00009045695,0.00005975702],"category_scores_gemma":[0.000008951902,0.0001962958,0.00009094072,0.00008325046,0.00008480516,0.0001681536,4.370553e-7,0.0001459729,0.000005751686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005628886,"about_ca_system_score_gemma":0.00002123703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001929327,"about_ca_topic_score_gemma":0.000008045937,"domain_scores_codex":[0.9987973,0.00006680594,0.0004929563,0.0001389145,0.0001934804,0.0003105435],"domain_scores_gemma":[0.99908,0.0004553208,0.00007323464,0.0002076823,0.00003575013,0.0001479891],"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":[0.0002317834,0.000253916,0.008894671,0.0007458277,0.0002670425,3.721958e-7,0.001775197,0.822488,0.006067435,0.00001193209,0.000006068966,0.1592578],"study_design_scores_gemma":[0.003625919,0.0002053896,0.015213,0.0001085285,0.0001603366,0.000006852367,0.0002402751,0.979105,0.001096147,0.000001231534,0.00005638287,0.0001809601],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5222186,0.0005693376,0.4765069,0.00003925138,0.0002001005,0.0003166564,0.00002374393,0.0001070923,0.00001831156],"genre_scores_gemma":[0.9991008,0.00001046987,0.0006620024,0.00004360917,0.00003522932,0.0001194824,6.283472e-7,0.00002252181,0.000005264688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4768821,"threshold_uncertainty_score":0.8004709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01460222529300738,"score_gpt":0.2462766573200811,"score_spread":0.2316744320270737,"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."}}