{"id":"W4379203694","doi":"10.1016/j.est.2023.107883","title":"A fuzzy robust two-stage unscented Kalman filter method for uncertainty and state of charge estimation of lithium-ion batteries","year":2023,"lang":"en","type":"article","venue":"Journal of Energy Storage","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"","keywords":"State of charge; Control theory (sociology); Kalman filter; Estimator; Battery (electricity); Covariance; Covariance matrix; Extended Kalman filter; Fuzzy logic; Noise (video); Computer science; Algorithm; Mathematics; Statistics; Artificial intelligence; Power (physics)","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":[0.0004681818,0.0001344018,0.0003481372,0.0004598861,0.00003244432,0.00001279353,0.0001770356,0.00006031042,0.00001434663],"category_scores_gemma":[0.0001845034,0.0001181438,0.00007902363,0.0003493382,0.00006892499,0.0002526424,0.00006568492,0.0001757994,4.584975e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007789811,"about_ca_system_score_gemma":0.00002045473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000015609,"about_ca_topic_score_gemma":0.00001815777,"domain_scores_codex":[0.9988846,0.00004790175,0.0004874717,0.0001060475,0.0002409314,0.0002330424],"domain_scores_gemma":[0.9991031,0.0002458095,0.0002593184,0.0001756456,0.0001649333,0.0000511419],"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":[0.0001109897,0.00001806179,0.00005317545,0.0002694921,0.00008173121,0.0000168304,0.0001438144,0.8849307,0.09345689,0.0004656772,0.0005992564,0.01985339],"study_design_scores_gemma":[0.001572179,0.0004955141,0.000751015,0.000272845,0.00003114679,0.00002533402,0.0002625145,0.6963688,0.2923525,0.002594361,0.005040364,0.0002334813],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5586463,0.0001981427,0.4403822,0.0001743516,0.0001755606,0.0001016798,0.0001122185,0.0000871556,0.0001224876],"genre_scores_gemma":[0.9702986,0.0003473508,0.028821,0.00001601974,0.00003741282,0.00001276564,0.00002284562,0.00004128159,0.000402721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4116524,"threshold_uncertainty_score":0.4817763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02667272463638325,"score_gpt":0.3025440838986331,"score_spread":0.2758713592622498,"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."}}