{"id":"W3137836526","doi":"10.1109/tpwrs.2021.3065395","title":"Resiliency-Oriented Planning of Transmission Systems and Distributed Energy Resources","year":2021,"lang":"en","type":"article","venue":"IEEE Transactions on Power Systems","topic":"Infrastructure Resilience and Vulnerability Analysis","field":"Engineering","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Load Shedding; Electric power transmission; Electric power system; Mathematical optimization; Distributed generation; Benders' decomposition; Transmission (telecommunications); Transmission system; Reliability engineering; Engineering; Computer science; Linear programming; Power (physics); Renewable energy; Electrical engineering; Mathematics","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":[0.000941076,0.001262069,0.0009627343,0.0005214491,0.000432874,0.001147355,0.001201317,0.0008850267,0.001998237],"category_scores_gemma":[0.001557206,0.000901625,0.0008195528,0.001120002,0.0008492444,0.001127712,0.0008025672,0.001046069,0.000221004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001976604,"about_ca_system_score_gemma":0.002461706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01659474,"about_ca_topic_score_gemma":0.01522816,"domain_scores_codex":[0.9993064,0.0003367985,0.00001946362,0.000104718,0.0001300535,0.0001025731],"domain_scores_gemma":[0.9994325,0.0003224005,0.0000983581,0.00002244447,0.00007805441,0.00004615349],"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":[0.00000504861,0.000002891122,0.00003854057,0.000006963482,0.000004345961,0.00001684487,0.000005605569,0.9940357,0.00005524469,0.004825888,0.00009756945,0.0009053585],"study_design_scores_gemma":[0.000002650966,0.000007012276,0.00002624511,0.000002374041,0.000002262799,0.000003523627,0.00000447422,0.9960684,0.00004780099,0.003626772,0.0002062829,0.000002260532],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02846748,0.0005915017,0.9602445,0.0005961354,0.0000507905,0.00009391585,0.0003262874,0.000266321,0.009363044],"genre_scores_gemma":[0.908369,0.001078836,0.0832732,0.000102081,0.00005383427,0.0003148806,0.0004107803,0.0001011459,0.006296298],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01659474,"threshold_uncertainty_score":0.0329963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005688604431336858,"score_gpt":0.2085476400190469,"score_spread":0.20285903558771,"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."}}