{"id":"W2011012624","doi":"10.1007/s10626-006-0020-x","title":"Near-Optimal Online Control of Dynamic Discrete-Event Systems","year":2006,"lang":"en","type":"article","venue":"Discrete Event Dynamic Systems","topic":"Petri Nets in System Modeling","field":"Computer Science","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Normalization (sociology); Modular design; Computer science; Simple (philosophy); Optimal control; Discrete time and continuous time; Discrete event dynamic system; Algorithm; Control theory (sociology); Set (abstract data type); Event (particle physics); String (physics); Control (management); Mathematical optimization; Mathematics; Discrete system; 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":[0.001627311,0.0007880853,0.001521518,0.0003969135,0.00030066,0.0005577601,0.002494722,0.0003377273,0.000005618186],"category_scores_gemma":[0.00006787507,0.0007021406,0.0005518185,0.0009443772,0.0001980469,0.0007336411,0.0004403328,0.0004135009,0.00006489934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007922227,"about_ca_system_score_gemma":0.0002994674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00264267,"about_ca_topic_score_gemma":0.0001651299,"domain_scores_codex":[0.9922507,0.0007677459,0.002655224,0.001371241,0.001743091,0.001212009],"domain_scores_gemma":[0.9952733,0.000318459,0.001481195,0.002278333,0.0003698098,0.0002789287],"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":[0.00005234872,0.0002606238,0.001509949,0.0007309971,0.0002499238,0.00009249882,0.0003401212,0.9786495,0.002557879,0.01460776,0.0002390235,0.000709381],"study_design_scores_gemma":[0.001664349,0.0002054621,0.001367796,0.001101244,0.00007515723,0.0002195971,0.0004131742,0.9931725,0.000012786,0.0001140756,0.0009019612,0.0007519326],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1662945,0.005712767,0.8210366,0.0001987311,0.003880315,0.001532119,0.0005807452,0.0004065341,0.0003576467],"genre_scores_gemma":[0.9941822,0.0000300743,0.003267693,0.00002118253,0.0002214452,0.0001962937,0.0002623273,0.0001024231,0.001716407],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8278877,"threshold_uncertainty_score":0.999543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007083788743341146,"score_gpt":0.2549401869041265,"score_spread":0.2478563981607854,"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."}}