{"id":"W7133524661","doi":"10.1109/icpee65973.2025.11411532","title":"Grey Wolf Optimization based MPPT of PV System Powered Water Pumping System Driven by SRM under Partial Shading Conditions","year":2025,"lang":"","type":"article","venue":"","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Photovoltaic system; Water pumping; Maximum power point tracking; Control theory (sociology); Shading","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001097167,0.0003006937,0.0004689993,0.0001161956,0.0002221135,0.0003544567,0.0003528577,0.0003676481,0.0008871829],"category_scores_gemma":[0.0001574163,0.0001376664,0.0002206979,0.0002007085,0.0001742648,0.0001856678,0.0001722748,0.0002439735,0.0001288386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000186862,"about_ca_system_score_gemma":0.0001986848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001677755,"about_ca_topic_score_gemma":0.002079786,"domain_scores_codex":[0.9999403,0.00001682626,0.00000307822,0.00001186249,0.00001947584,0.00000851696],"domain_scores_gemma":[0.9999444,0.00002093688,0.00001662136,0.000004090632,0.000009924915,0.000004022488],"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":[0.0002655286,0.00007656015,0.001703526,0.0003616965,0.00007070947,0.00075309,0.0001957133,0.8601909,0.084052,0.001546888,0.001187373,0.04959604],"study_design_scores_gemma":[0.00001465499,0.000129868,0.0008231164,0.000005217872,0.000008362488,0.00003094447,0.00001761343,0.9936865,0.004713147,0.0002996575,0.0002658895,0.000005110541],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8032416,0.0004282535,0.1766758,0.000353786,0.00005089844,0.00009325835,0.0001690121,0.0007772401,0.01821017],"genre_scores_gemma":[0.9951248,0.00004420124,0.003969278,0.00001216738,0.000002317446,0.0000176591,0.00001409447,0.000006727698,0.0008086591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001677755,"threshold_uncertainty_score":0.003335953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009874296530227627,"score_gpt":0.2444070204853272,"score_spread":0.2345327239550996,"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."}}