{"id":"W7117652808","doi":"10.26629/jtr.2025.59","title":"Compare the Convergence Behavior of DE and PSO Optimization Algorithms for Parameter Extraction in DDM Equivalent Circuit for the PV Panels","year":2025,"lang":"","type":"article","venue":"Journal of Technology Research","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Photovoltaic system; Particle swarm optimization; Convergence (economics); Context (archaeology); Reliability (semiconductor); Preprocessor; Irradiance; Solar irradiance; MATLAB","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008130396,0.0007018807,0.0004057031,0.0004987864,0.0002661006,0.0005521938,0.0003461947,0.0006296779,0.001204466],"category_scores_gemma":[0.003377784,0.0001944485,0.0004403902,0.0003426323,0.000231644,0.0005660114,0.0002880523,0.0006269601,0.0002500358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002839621,"about_ca_system_score_gemma":0.0003465315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00375179,"about_ca_topic_score_gemma":0.003201928,"domain_scores_codex":[0.999813,0.00005596794,0.00001810678,0.00003932934,0.00005508211,0.00001850975],"domain_scores_gemma":[0.9990895,0.0005993458,0.00005799228,0.00007564096,0.0001675788,0.000009996616],"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":[0.0001055062,0.00006636234,0.002109304,0.0001843674,0.00005908416,0.00006079173,0.0001061105,0.9032263,0.007628228,0.002837044,0.0004667582,0.08315006],"study_design_scores_gemma":[0.000006529255,0.00003394909,0.0007338236,0.000009717176,0.000006744937,0.00002129825,0.00002411726,0.9934801,0.00465577,0.000437444,0.0005842674,0.000006251715],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1696538,0.0005944823,0.820934,0.0002879658,0.00006315519,0.00006844751,0.0001405139,0.0006549098,0.007602708],"genre_scores_gemma":[0.8093454,0.0002837691,0.1878774,0.00006369172,0.00001309454,0.0001285146,0.0002511929,0.0001293599,0.001907416],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00375179,"threshold_uncertainty_score":0.007459879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1409876245028768,"score_gpt":0.4420796087259811,"score_spread":0.3010919842231042,"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."}}