{"id":"W4414939372","doi":"10.1002/cjce.70044","title":"Fuzzy logic‐enhanced sliding mode control of Belousov–Zhabotinsky reaction dynamics","year":2025,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Chaos control and synchronization","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Control theory (sociology); Controller (irrigation); Fuzzy logic; Sliding mode control; Convergence (economics); Chaotic; Tracking error; Fuzzy control system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003217459,0.0003509486,0.0003437616,0.0002355815,0.0002112119,0.0004276534,0.0004567378,0.0002591881,0.0006771213],"category_scores_gemma":[0.0004657049,0.0001218349,0.000291394,0.0001442021,0.000434306,0.0002752938,0.0003244572,0.0002825648,0.0001137971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003480895,"about_ca_system_score_gemma":0.0004603965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00320825,"about_ca_topic_score_gemma":0.001943071,"domain_scores_codex":[0.9998752,0.00002853464,0.000008334862,0.00002350544,0.00004827395,0.00001618753],"domain_scores_gemma":[0.9998829,0.00003450822,0.00002922138,0.00000807986,0.0000378173,0.00000748483],"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":[0.0005731209,0.00007001257,0.00148722,0.000350142,0.00007733266,0.0002344183,0.0002722951,0.7644354,0.1336852,0.02930205,0.000674614,0.06883806],"study_design_scores_gemma":[0.000029144,0.0001254658,0.0004552478,0.000008403755,0.00001196682,0.00002112268,0.00001094792,0.9914561,0.005619378,0.001493011,0.0007610671,0.000008183662],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2237325,0.0004220833,0.7662448,0.0001614602,0.0001196947,0.00004331458,0.00003064103,0.0002832649,0.008962289],"genre_scores_gemma":[0.9917195,0.00006198053,0.007388626,0.00001294737,0.000005941464,0.00001915877,0.000008623946,0.000004361135,0.0007788482],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00320825,"threshold_uncertainty_score":0.006379128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003277287479501712,"score_gpt":0.1904237030017394,"score_spread":0.1871464155222377,"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."}}