{"id":"W4402667375","doi":"10.1016/j.jclepro.2024.143688","title":"Operation optimization and performance evaluation of photovoltaic-wind-hydrogen-based integrated energy system under carbon trading mechanism and uncertainty for urban communities","year":2024,"lang":"en","type":"article","venue":"Journal of Cleaner Production","topic":"Integrated Energy Systems Optimization","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"Youth Innovation Technology Project of Higher School in Shandong Province; Beijing University of Civil Engineering and Architecture; Ministry of Education of the People's Republic of China; National Natural Science Foundation of China","keywords":"Photovoltaic system; Mechanism (biology); Environmental science; Environmental economics; Wind power; Carbon fibers; Renewable energy; Hydrogen; Energy (signal processing); Process engineering; Biochemical engineering; Environmental resource management; Environmental engineering; Computer science; Engineering; Economics; Chemistry; Electrical engineering","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":[0.001198296,0.000755384,0.0008352765,0.0004432922,0.0007500112,0.001133463,0.0008215272,0.0007656979,0.001730787],"category_scores_gemma":[0.001224642,0.000348817,0.0006091456,0.0005746276,0.0004498422,0.0008661168,0.0006223714,0.0005675463,0.0001327117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001270543,"about_ca_system_score_gemma":0.0009968826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01695379,"about_ca_topic_score_gemma":0.01361081,"domain_scores_codex":[0.999501,0.0001875981,0.00001890903,0.00007145856,0.00009429553,0.0001267263],"domain_scores_gemma":[0.9992633,0.0003851322,0.00006937051,0.00003231981,0.0002008857,0.00004897083],"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":[0.0004604861,0.0001510531,0.001765098,0.00005389623,0.00005835185,0.0001096419,0.00002410655,0.9888147,0.002620087,0.0005095355,0.0002609983,0.005172096],"study_design_scores_gemma":[0.00002286136,0.0002172542,0.001238836,0.000002040276,0.00003524967,0.0000121984,0.0000440765,0.9969465,0.001216123,0.0001990447,0.0000591533,0.000006687486],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785122,0.0002266563,0.01703423,0.0001739685,0.00002111794,0.00004982184,0.0001262039,0.0001032174,0.003752639],"genre_scores_gemma":[0.9990393,0.00002122795,0.0005453515,0.00000413188,0.000001559371,0.000007276642,0.00002827074,0.000003735125,0.0003491972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01695379,"threshold_uncertainty_score":0.03371024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01692796576877978,"score_gpt":0.2170525580389083,"score_spread":0.2001245922701285,"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."}}