{"id":"W4416551961","doi":"10.1049/cth2.70091","title":"Q‐Learning‐Based Controller Design for Logarithmic Quantised Input Systems","year":2025,"lang":"en","type":"article","venue":"IET Control Theory and Applications","topic":"Adaptive Dynamic Programming Control","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Dimension (graph theory); Control theory (sociology); Logarithm; Controller (irrigation); Scaling; Quadratic equation; Optimal control; Selection (genetic algorithm); Dynamical systems theory","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":[0.001761898,0.0002029797,0.0003593307,0.0001500747,0.0004748595,0.000252054,0.0006063806,0.0001120303,0.000001271497],"category_scores_gemma":[0.0002531547,0.0001866467,0.0001081102,0.0002869984,0.0001452639,0.0001386897,0.00004819019,0.0001758743,0.00001057486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004191755,"about_ca_system_score_gemma":0.000132997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004675172,"about_ca_topic_score_gemma":7.373461e-7,"domain_scores_codex":[0.9981876,0.0005298186,0.00032212,0.0005151074,0.0001103552,0.0003349908],"domain_scores_gemma":[0.9953539,0.003735218,0.0001623968,0.0004420276,0.0002209968,0.00008541298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002229677,0.00007202842,0.00004166153,0.00002499866,0.0001077513,5.190914e-7,0.00002911924,0.009286921,0.00095721,0.9544361,0.00008986319,0.0347309],"study_design_scores_gemma":[0.005136726,0.000140743,0.0001061003,0.00002511547,0.00008117931,0.000002000527,0.00003662589,0.8735188,0.00004987604,0.0912338,0.02947696,0.0001921055],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00007183728,0.0008480608,0.9936706,0.0009892805,0.0001035593,0.003656953,0.00001924987,0.0003373557,0.0003030698],"genre_scores_gemma":[0.9800267,0.000006445,0.0117778,0.0008243241,0.00006688498,0.006269563,0.000006870571,0.00001340179,0.001008063],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9818928,"threshold_uncertainty_score":0.7611231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01000119428110064,"score_gpt":0.2591720140370551,"score_spread":0.2491708197559545,"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."}}