{"id":"W4214668065","doi":"10.1016/j.ijepes.2022.108036","title":"Load type impacts on the stability and robustness of DC microgrids","year":2022,"lang":"en","type":"article","venue":"International Journal of Electrical Power & Energy Systems","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Robustness (evolution); Microgrid; Control theory (sociology); Electric power system; Grid; Electrical impedance; Computer science; Control engineering; Engineering; Voltage; Power (physics); Mathematics; Electrical engineering; Control (management)","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":[0.000430818,0.0004383773,0.0003483,0.0005011466,0.0003555855,0.000845179,0.0002865627,0.0003712882,0.002401017],"category_scores_gemma":[0.003593698,0.0001862611,0.0002866578,0.0003458071,0.0002854532,0.0005607706,0.000338085,0.0003103997,0.0003133427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003501696,"about_ca_system_score_gemma":0.000153308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001713105,"about_ca_topic_score_gemma":0.001809599,"domain_scores_codex":[0.9998226,0.00004542014,0.00001290489,0.00003030286,0.0000371939,0.00005169716],"domain_scores_gemma":[0.9978746,0.001275885,0.0002339922,0.0001910856,0.0003419225,0.00008253221],"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":[0.003688942,0.0001890251,0.03075082,0.0002718397,0.0003054205,0.00111602,0.0001531744,0.841056,0.08879156,0.003028604,0.001288702,0.02935994],"study_design_scores_gemma":[0.00009264698,0.0009793659,0.05783036,0.00004251018,0.0003386098,0.0006069153,0.0003679341,0.8792731,0.05562606,0.003746473,0.001014637,0.00008142032],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867896,0.0002007784,0.007143485,0.00008993599,0.00003939371,0.00001015581,0.0002116433,0.0001752781,0.005339654],"genre_scores_gemma":[0.9997156,0.00001981621,0.0000808521,0.000004542233,0.000003218444,8.842184e-7,0.00002696488,0.00001082788,0.000137125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002401017,"threshold_uncertainty_score":0.008032203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007071397596698479,"score_gpt":0.1985488950090106,"score_spread":0.1914774974123121,"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."}}