{"id":"W4313441458","doi":"10.14710/ijred.2023.47761","title":"Microgrid Hybrid Solar/Wind/Diesel and Battery Energy Storage Power Generation System: Application to Koh Samui, Southern Thailand","year":2022,"lang":"en","type":"article","venue":"International Journal of Renewable Energy Development","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"","keywords":"Microgrid; Renewable energy; Cost of electricity by source; Wind power; Electricity generation; Diesel generator; Environmental science; Photovoltaic system; Engineering; Automotive engineering; Grid parity; Diesel fuel; Distributed generation; Meteorology; Electrical engineering; Power (physics); Geography","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":[0.0002382253,0.0008049795,0.000528463,0.0003462846,0.0005820123,0.0008520018,0.0004753923,0.0004296952,0.002370547],"category_scores_gemma":[0.0002573767,0.0002722345,0.000461836,0.0006267002,0.0002458191,0.0003226564,0.000486583,0.0003825364,0.000163008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007151105,"about_ca_system_score_gemma":0.000877426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0358205,"about_ca_topic_score_gemma":0.03552488,"domain_scores_codex":[0.9998711,0.00005270306,0.000006223963,0.00001340181,0.00002507557,0.00003147776],"domain_scores_gemma":[0.9998562,0.00005614442,0.00001710865,0.000006974979,0.0000289767,0.00003449559],"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":[0.0003020188,0.0001463177,0.007014901,0.0001991529,0.00009825642,0.001791729,0.0001611927,0.9758241,0.002921853,0.0005175892,0.0008445185,0.0101784],"study_design_scores_gemma":[0.000112437,0.000606116,0.007353569,0.00001768858,0.00007862225,0.0001954741,0.0009549849,0.987087,0.001849028,0.0004612156,0.001260124,0.00002376736],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982408,0.0002190321,0.005831692,0.0001375173,0.00001221306,0.00009657999,0.0002864107,0.0002095268,0.01079912],"genre_scores_gemma":[0.9969789,0.00009882019,0.001452204,0.000007880153,0.000002238084,0.00002239089,0.0001093176,0.000009276477,0.001318962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0358205,"threshold_uncertainty_score":0.07122397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007965991938984092,"score_gpt":0.2043800388115043,"score_spread":0.1964140468725203,"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."}}