{"id":"W7133521537","doi":"10.1109/icpee65973.2025.11411465","title":"Far and Near Optimization based Maximum Power Point Tracking under Partial Shading Conditions of PV System","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; Maximum power point tracking; Shading; Point (geometry); Tracking (education); 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000178264,0.0003344122,0.0004061052,0.0002364605,0.0002684373,0.0004421013,0.000285899,0.0002757409,0.00103865],"category_scores_gemma":[0.0002756287,0.0001331877,0.0002692444,0.0002106505,0.0001913932,0.0003973091,0.0002234285,0.0002300439,0.0001572807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002145346,"about_ca_system_score_gemma":0.0003280109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001428761,"about_ca_topic_score_gemma":0.001933454,"domain_scores_codex":[0.999879,0.00002875414,0.000004301276,0.00002480928,0.00005261338,0.00001058176],"domain_scores_gemma":[0.9999255,0.00002669423,0.00002056637,0.000006764049,0.00001663192,0.000003675673],"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":[0.0001534891,0.00007041023,0.001524224,0.0001545534,0.00004349244,0.000124341,0.0001354871,0.8166057,0.04790883,0.004621422,0.001085946,0.1275722],"study_design_scores_gemma":[0.000007325802,0.00005712454,0.0006891971,0.000005607264,0.000008763841,0.00004677444,0.00002199417,0.9887837,0.008633,0.0009291557,0.0008095665,0.000007858794],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1710506,0.0003990367,0.8096845,0.0001442606,0.00003791709,0.00004721117,0.00004642005,0.0007933065,0.01779666],"genre_scores_gemma":[0.9285493,0.0001249814,0.06792552,0.00003107667,0.000007259736,0.00003886974,0.00003959917,0.00006385909,0.003219516],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001428761,"threshold_uncertainty_score":0.003474593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0123523295858263,"score_gpt":0.2573987280848162,"score_spread":0.2450463984989899,"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."}}