{ "seed": 1502, "structural": [ { "design": "matched", "reachable": 10, "n": 10, "core_nonzero": 10, "matching": 10, "row_saturating": true }, { "design": "unmatched", "reachable": 10, "n": 10, "core_nonzero": 10, "matching": 2, "row_saturating": false }, { "design": "inaccessible", "reachable": 9, "n": 10, "core_nonzero": 9, "matching": 9, "row_saturating": false }, { "design": "random", "reachable": 10, "n": 10, "core_nonzero": 125, "matching": 10, "row_saturating": true } ], "gramian_sweep": [ { "design": "matched", "mean_ctrb_rank": 10.0, "mean_gramian_rank": 9.25, "min_gramian_rank": 7, "mean_lambda_min": 1.4744208487949544e-06, "median_lambda_min": 3.8187774199632105e-08 }, { "design": "unmatched", "mean_ctrb_rank": 2.0, "mean_gramian_rank": 2.0, "min_gramian_rank": 2, "mean_lambda_min": -7.711602072991294e-15, "median_lambda_min": -3.514073166814658e-15 }, { "design": "inaccessible", "mean_ctrb_rank": 9.0, "mean_gramian_rank": 5.25, "min_gramian_rank": 3, "mean_lambda_min": 0.0, "median_lambda_min": 0.0 }, { "design": "random", "mean_ctrb_rank": 9.0, "mean_gramian_rank": 8.75, "min_gramian_rank": 8, "mean_lambda_min": -2.5771304018052742e-12, "median_lambda_min": 9.90252208757925e-15 } ], "matched_horizon_sweep": [ { "T": 0.25, "lambda_min": 2.305666892618354e-22, "lambda_max": 0.06758096718337876, "normalized_lambda_min": 3.411710410065605e-21, "rank": 4 }, { "T": 0.5, "lambda_min": 1.1804620864251296e-19, "lambda_max": 0.1351918247242668, "normalized_lambda_min": 8.73175644187631e-19, "rank": 4 }, { "T": 1, "lambda_min": 6.043155805671134e-17, "lambda_max": 0.27062318792113427, "normalized_lambda_min": 2.233051739613771e-16, "rank": 6 }, { "T": 2, "lambda_min": 3.0924045672117935e-14, "lambda_max": 0.5431760901554346, "normalized_lambda_min": 5.693189783679313e-14, "rank": 6 }, { "T": 4, "lambda_min": 1.5795851897044102e-11, "lambda_max": 1.10223463146478, "normalized_lambda_min": 1.4330752678359146e-11, "rank": 8 }, { "T": 8, "lambda_min": 7.990126016306524e-09, "lambda_max": 2.3489309975259074, "normalized_lambda_min": 3.4016009941213256e-09, "rank": 9 } ], "horizon_controllability_sweep": [ { "design": "matched", "horizon": 1, "rank": 2, "min_nonzero_singular": 0.3044768777114372 }, { "design": "matched", "horizon": 2, "rank": 4, "min_nonzero_singular": 0.0357013246157235 }, { "design": "matched", "horizon": 3, "rank": 6, "min_nonzero_singular": 0.004088683386890841 }, { "design": "matched", "horizon": 4, "rank": 8, "min_nonzero_singular": 0.0006347821119892803 }, { "design": "matched", "horizon": 5, "rank": 10, "min_nonzero_singular": 3.920146419311282e-05 }, { "design": "matched", "horizon": 6, "rank": 10, "min_nonzero_singular": 3.920146419311282e-05 }, { "design": "matched", "horizon": 8, "rank": 10, "min_nonzero_singular": 3.920146419311282e-05 }, { "design": "matched", "horizon": 10, "rank": 10, "min_nonzero_singular": 3.920146419311282e-05 }, { "design": "unmatched", "horizon": 1, "rank": 1, "min_nonzero_singular": 0.3044768777114372 }, { "design": "unmatched", "horizon": 2, "rank": 2, "min_nonzero_singular": 0.2861480895156093 }, { "design": "unmatched", "horizon": 3, "rank": 2, "min_nonzero_singular": 0.2861480895156093 }, { "design": "unmatched", "horizon": 4, "rank": 2, "min_nonzero_singular": 0.2861480895156093 }, { "design": "unmatched", "horizon": 5, "rank": 2, "min_nonzero_singular": 0.2861480895156093 }, { "design": "unmatched", "horizon": 6, "rank": 2, "min_nonzero_singular": 0.2861480895156093 }, { "design": "unmatched", "horizon": 8, "rank": 2, "min_nonzero_singular": 0.2861480895156093 }, { "design": "unmatched", "horizon": 10, "rank": 2, "min_nonzero_singular": 0.2861480895156093 }, { "design": "inaccessible", "horizon": 1, "rank": 1, "min_nonzero_singular": 0.3044768777114372 }, { "design": "inaccessible", "horizon": 2, "rank": 2, "min_nonzero_singular": 0.04763093747028885 }, { "design": "inaccessible", "horizon": 3, "rank": 3, "min_nonzero_singular": 0.003576054447965049 }, { "design": "inaccessible", "horizon": 4, "rank": 4, "min_nonzero_singular": 0.001117511929278903 }, { "design": "inaccessible", "horizon": 5, "rank": 5, "min_nonzero_singular": 2.7173470102377014e-05 }, { "design": "inaccessible", "horizon": 6, "rank": 6, "min_nonzero_singular": 1.6382671428581099e-06 }, { "design": "inaccessible", "horizon": 8, "rank": 8, "min_nonzero_singular": 1.0726632771101887e-08 }, { "design": "inaccessible", "horizon": 10, "rank": 9, "min_nonzero_singular": 1.519551118083831e-09 } ], "baseline_comparison": [ { "design": "matching", "rank": 10, "lambda_min": 1.8061540249835195e-07 }, { "design": "random_sparse", "rank": 9, "lambda_min": 4.3144444864294774e-05 }, { "design": "matching", "rank": 7, "lambda_min": 2.8519836274807497e-13 }, { "design": "random_sparse", "rank": 10, "lambda_min": 3.197166506570611e-05 }, { "design": "matching", "rank": 10, "lambda_min": 8.347982762863937e-06 }, { "design": "random_sparse", "rank": 9, "lambda_min": 5.9121147045837824e-08 }, { "design": "matching", "rank": 10, "lambda_min": 3.1810950647869205e-06 }, { "design": "random_sparse", "rank": 10, "lambda_min": 0.0010977343123756381 }, { "design": "matching", "rank": 10, "lambda_min": 1.1218557849965952e-08 }, { "design": "random_sparse", "rank": 7, "lambda_min": 3.5961939339453158e-06 }, { "design": "matching", "rank": 9, "lambda_min": 1.3076005964932231e-09 }, { "design": "random_sparse", "rank": 9, "lambda_min": 1.1612567852377557e-05 }, { "design": "matching", "rank": 9, "lambda_min": 6.515699054929825e-08 }, { "design": "random_sparse", "rank": 9, "lambda_min": 0.00020769065247788058 }, { "design": "matching", "rank": 9, "lambda_min": 7.990126016306524e-09 }, { "design": "random_sparse", "rank": 8, "lambda_min": 3.3196816978292985e-05 } ], "predictions": [ "accessibility plus row-saturating matching predicts generic full controllability rank", "the matched finite-horizon Gramian has positive minimum eigenvalue for generic weights", "increasing horizon increases the minimum Gramian eigenvalue for the matched chain, while inaccessible remains singular" ] }