{"id":"W4403127560","doi":"10.1109/pesgm51994.2024.10688471","title":"Stability Analysis of Grid Forming Inverters and Converter-Based Dominated Loads for Grid of Future with Beyond Inertia Feature","year":2024,"lang":"en","type":"article","venue":"","topic":"Power Systems and Renewable Energy","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Grid; Inertia; Stability (learning theory); Feature (linguistics); Computer science; Physics; Mathematics; Geometry","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":[0.0001881288,0.0001699186,0.0002055105,0.0002942389,0.000220972,0.000365296,0.0002491045,0.0001684705,0.002246121],"category_scores_gemma":[0.0005257454,0.00006991209,0.0002509709,0.000165928,0.0002802682,0.0002668178,0.000184394,0.0002350999,0.0001981396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003740136,"about_ca_system_score_gemma":0.0001823873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001925484,"about_ca_topic_score_gemma":0.001440925,"domain_scores_codex":[0.9999288,0.00001477657,0.000002289936,0.000013757,0.00002876703,0.00001169133],"domain_scores_gemma":[0.9998699,0.00004987327,0.00002835821,0.00001345348,0.00003182637,0.000006527765],"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":[0.0005020419,0.00009090549,0.01106899,0.0001360065,0.00007864311,0.0006499818,0.0005432368,0.754599,0.06660317,0.09079399,0.001647501,0.0732865],"study_design_scores_gemma":[0.000003630477,0.00003953009,0.00142506,0.000003884709,0.000003798783,0.00004599529,0.00002888891,0.9931537,0.001714095,0.00314973,0.0004286865,0.000003100858],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6093102,0.0002223639,0.363636,0.0001325851,0.00002117702,0.00004896546,0.000123285,0.0001696382,0.02633583],"genre_scores_gemma":[0.9962805,0.00004920083,0.002207447,0.000004367817,0.000004264892,0.000007398867,0.0000287893,0.000008892843,0.001409133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002246121,"threshold_uncertainty_score":0.007514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006616899648545572,"score_gpt":0.2146852074562998,"score_spread":0.2080683078077542,"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."}}