=== flow matrix started 2026-08-02 20:20:59 duties=[10, 15, 20, 30, 40, 50] repeats=5 run=75s durations=[15, 20, 25, 30, 40, 50, 60, 75] controller stopped for the experiment initial settle (180 s with fans)... baseline: down=22.62 up=22.46 (target for every run: <= 22.96) [ 1/60] rep1 duty 10% FLOW start=22.77 down_rise@30s=3.93 elapsed 0.1 h [ 2/60] rep1 duty 10% NO-FLOW start=22.38 down_rise@30s=3.10 elapsed 0.1 h [ 3/60] rep1 duty 15% FLOW start=22.85 down_rise@30s=4.73 elapsed 0.1 h [ 4/60] rep1 duty 15% NO-FLOW start=22.38 down_rise@30s=3.45 elapsed 0.2 h [ 5/60] rep1 duty 20% FLOW start=22.77 down_rise@30s=3.64 elapsed 0.2 h [ 6/60] rep1 duty 20% NO-FLOW start=22.46 down_rise@30s=6.82 elapsed 0.2 h [ 7/60] rep1 duty 30% FLOW start=22.23 down_rise@30s=8.41 elapsed 0.2 h [ 8/60] rep1 duty 30% NO-FLOW start=22.30 down_rise@30s=11.03 elapsed 0.3 h [ 9/60] rep1 duty 40% FLOW start=22.93 down_rise@30s=11.46 elapsed 0.3 h [10/60] rep1 duty 40% NO-FLOW start=22.46 down_rise@30s=15.27 elapsed 0.3 h [11/60] rep1 duty 50% FLOW start=22.23 down_rise@30s=14.75 elapsed 0.3 h [12/60] rep1 duty 50% NO-FLOW start=22.54 down_rise@30s=18.74 elapsed 0.4 h [13/60] rep2 duty 10% FLOW start=21.84 down_rise@30s=3.14 elapsed 0.4 h [14/60] rep2 duty 10% NO-FLOW start=22.30 down_rise@30s=2.29 elapsed 0.4 h [15/60] rep2 duty 15% FLOW start=22.15 down_rise@30s=3.46 elapsed 0.5 h [16/60] rep2 duty 15% NO-FLOW start=22.77 down_rise@30s=4.08 elapsed 0.5 h [17/60] rep2 duty 20% FLOW start=22.15 down_rise@30s=4.69 elapsed 0.5 h [18/60] rep2 duty 20% NO-FLOW start=22.77 down_rise@30s=5.51 elapsed 0.5 h [19/60] rep2 duty 30% FLOW start=21.99 down_rise@30s=7.17 elapsed 0.6 h [20/60] rep2 duty 30% NO-FLOW start=22.93 down_rise@30s=7.10 elapsed 0.6 h [21/60] rep2 duty 40% FLOW start=22.62 down_rise@30s=8.82 elapsed 0.6 h [22/60] rep2 duty 40% NO-FLOW start=22.62 down_rise@30s=13.46 elapsed 0.6 h [23/60] rep2 duty 50% FLOW start=22.30 down_rise@30s=12.66 elapsed 0.7 h [24/60] rep2 duty 50% NO-FLOW start=22.54 down_rise@30s=18.18 elapsed 0.7 h [25/60] rep3 duty 10% FLOW start=22.07 down_rise@30s=2.43 elapsed 0.7 h [26/60] rep3 duty 10% NO-FLOW start=22.07 down_rise@30s=3.40 elapsed 0.7 h [27/60] rep3 duty 15% FLOW start=22.62 down_rise@30s=4.40 elapsed 0.8 h [28/60] rep3 duty 15% NO-FLOW start=21.76 down_rise@30s=4.62 elapsed 0.8 h [29/60] rep3 duty 20% FLOW start=22.85 down_rise@30s=4.35 elapsed 0.8 h [30/60] rep3 duty 20% NO-FLOW start=21.68 down_rise@30s=4.79 elapsed 0.8 h [31/60] rep3 duty 30% FLOW start=22.30 down_rise@30s=9.11 elapsed 0.9 h [32/60] rep3 duty 30% NO-FLOW start=22.15 down_rise@30s=7.28 elapsed 0.9 h [33/60] rep3 duty 40% FLOW start=21.91 down_rise@30s=10.00 elapsed 0.9 h [34/60] rep3 duty 40% NO-FLOW start=22.85 down_rise@30s=14.55 elapsed 0.9 h [35/60] rep3 duty 50% FLOW start=22.62 down_rise@30s=12.71 elapsed 1.0 h [36/60] rep3 duty 50% NO-FLOW start=22.62 down_rise@30s=18.19 elapsed 1.0 h [37/60] rep4 duty 10% FLOW start=22.54 down_rise@30s=2.75 elapsed 1.0 h [38/60] rep4 duty 10% NO-FLOW start=20.75 down_rise@30s=2.92 elapsed 1.1 h [39/60] rep4 duty 15% FLOW start=22.15 down_rise@30s=4.17 elapsed 1.1 h [40/60] rep4 duty 15% NO-FLOW start=22.62 down_rise@30s=4.71 elapsed 1.1 h [41/60] rep4 duty 20% FLOW start=21.37 down_rise@30s=5.48 elapsed 1.1 h [42/60] rep4 duty 20% NO-FLOW start=22.23 down_rise@30s=4.77 elapsed 1.2 h [43/60] rep4 duty 30% FLOW start=22.46 down_rise@30s=6.41 elapsed 1.2 h [44/60] rep4 duty 30% NO-FLOW start=22.62 down_rise@30s=6.84 elapsed 1.2 h [45/60] rep4 duty 40% FLOW start=22.54 down_rise@30s=10.50 elapsed 1.2 h [46/60] rep4 duty 40% NO-FLOW start=22.69 down_rise@30s=14.56 elapsed 1.3 h [47/60] rep4 duty 50% FLOW start=22.38 down_rise@30s=13.75 elapsed 1.3 h [48/60] rep4 duty 50% NO-FLOW start=22.23 down_rise@30s=18.61 elapsed 1.3 h [49/60] rep5 duty 10% FLOW start=22.38 down_rise@30s=2.67 elapsed 1.3 h [50/60] rep5 duty 10% NO-FLOW start=22.07 down_rise@30s=4.10 elapsed 1.4 h [51/60] rep5 duty 15% FLOW start=21.45 down_rise@30s=3.94 elapsed 1.4 h [52/60] rep5 duty 15% NO-FLOW start=22.15 down_rise@30s=3.19 elapsed 1.4 h [53/60] rep5 duty 20% FLOW start=21.91 down_rise@30s=4.26 elapsed 1.4 h [54/60] rep5 duty 20% NO-FLOW start=22.46 down_rise@30s=5.25 elapsed 1.5 h [55/60] rep5 duty 30% FLOW start=22.23 down_rise@30s=7.34 elapsed 1.5 h [56/60] rep5 duty 30% NO-FLOW start=22.77 down_rise@30s=11.06 elapsed 1.5 h [57/60] rep5 duty 40% FLOW start=22.93 down_rise@30s=9.65 elapsed 1.5 h [58/60] rep5 duty 40% NO-FLOW start=22.38 down_rise@30s=13.48 elapsed 1.6 h [59/60] rep5 duty 50% FLOW start=22.38 down_rise@30s=12.59 elapsed 1.6 h [60/60] rep5 duty 50% NO-FLOW start=21.68 down_rise@30s=20.05 elapsed 1.6 h === COST: bulk (upstream) rise during a check, flow case, degrees C duty 15s 20s 25s 30s 40s 50s 60s 75s 10% 0.34 0.62 0.67 0.33 0.30 0.58 0.09 0.34 15% 0.03 0.76 0.50 0.67 0.53 0.69 0.39 0.64 20% -0.08 -0.17 0.23 0.09 0.19 0.23 0.02 0.50 30% 0.79 0.73 1.39 0.83 1.11 1.17 1.42 1.22 40% 0.55 0.36 1.05 1.06 0.95 0.76 1.25 1.53 50% 1.26 1.83 1.72 1.59 2.03 2.03 2.19 2.69 === PRECISION: downstream-rise discrimination (flow vs no-flow) duty dur flow mean+-sd noflow mean+-sd sep worst d-prime 10% 15s 2.68+-0.45 2.03+-0.71 -0.65 -2.20 -1.1 10% 20s 2.90+-0.69 2.81+-0.37 -0.09 -1.65 -0.2 10% 25s 2.76+-0.69 3.10+-0.60 0.33 -1.80 0.5 10% 30s 2.98+-0.59 3.16+-0.66 0.18 -1.64 0.3 10% 40s 2.90+-0.86 3.30+-0.42 0.40 -1.08 0.6 10% 50s 3.05+-0.85 3.88+-0.44 0.83 -1.09 1.2 10% 60s 2.37+-0.54 3.61+-0.54 1.24 -0.21 2.3 10% 75s 2.60+-0.83 4.12+-0.54 1.52 -0.36 2.2 15% 15s 2.93+-0.63 2.93+-0.36 -0.01 -1.21 -0.0 15% 20s 3.97+-0.33 3.54+-0.35 -0.42 -1.31 -1.2 15% 25s 3.89+-0.86 3.95+-0.45 0.06 -1.46 0.1 15% 30s 4.14+-0.48 4.01+-0.68 -0.13 -1.55 -0.2 15% 40s 4.11+-0.79 4.43+-0.65 0.32 -1.54 0.4 15% 50s 4.17+-0.78 5.01+-0.34 0.83 -0.24 1.4 15% 60s 4.17+-0.52 5.09+-0.48 0.92 -0.21 1.8 15% 75s 4.21+-0.41 5.75+-0.45 1.54 +0.37 3.6 20% 15s 3.84+-0.78 3.57+-0.83 -0.27 -2.08 -0.3 20% 20s 4.18+-0.53 4.14+-0.83 -0.03 -1.36 -0.0 20% 25s 4.71+-0.92 4.90+-1.03 0.19 -1.91 0.2 20% 30s 4.48+-0.67 5.43+-0.84 0.95 -0.71 1.2 20% 40s 4.84+-0.58 5.79+-1.16 0.96 -0.61 1.0 20% 50s 4.98+-0.39 6.41+-0.79 1.43 +0.22 2.3 20% 60s 4.53+-0.66 6.67+-1.39 2.14 -0.44 2.0 20% 75s 4.95+-0.65 7.34+-1.02 2.39 +0.64 2.8 30% 15s 6.32+-0.81 5.63+-1.72 -0.69 -3.43 -0.5 30% 20s 7.13+-1.31 6.86+-2.24 -0.27 -3.67 -0.1 30% 25s 7.65+-0.92 7.73+-1.93 0.08 -2.63 0.1 30% 30s 7.69+-1.07 8.66+-2.18 0.97 -2.27 0.6 30% 40s 7.69+-0.90 9.96+-2.65 2.27 -1.00 1.1 30% 50s 8.15+-0.75 10.24+-2.37 2.09 -0.93 1.2 30% 60s 8.20+-0.70 10.77+-2.34 2.57 -0.35 1.5 30% 75s 8.27+-1.28 10.86+-2.26 2.59 -0.82 1.4 40% 15s 8.06+-0.87 10.14+-0.65 2.08 +0.37 2.7 40% 20s 8.93+-1.07 12.07+-0.48 3.13 +1.06 3.8 40% 25s 9.61+-1.22 13.47+-0.98 3.86 +0.96 3.5 40% 30s 10.09+-0.98 14.26+-0.78 4.18 +2.00 4.7 40% 40s 10.29+-1.41 16.01+-0.88 5.72 +2.77 4.9 40% 50s 10.14+-0.87 16.95+-0.74 6.81 +4.58 8.4 40% 60s 10.71+-1.22 17.27+-0.96 6.56 +3.72 6.0 40% 75s 10.46+-1.22 17.88+-0.77 7.42 +5.38 7.2 50% 15s 10.73+-0.65 13.02+-0.71 2.29 +0.22 3.3 50% 20s 12.71+-0.89 15.58+-0.85 2.87 +0.55 3.3 50% 25s 12.71+-0.96 17.10+-0.78 4.39 +1.66 5.0 50% 30s 13.29+-0.95 18.75+-0.76 5.46 +3.43 6.4 50% 40s 14.04+-0.80 20.38+-1.16 6.34 +3.48 6.3 50% 50s 14.38+-0.57 21.61+-0.93 7.23 +5.08 9.4 50% 60s 14.24+-0.48 22.14+-1.02 7.90 +5.94 9.9 50% 75s 14.18+-0.78 23.17+-1.10 8.99 +6.51 9.4 === RANKED by d-prime (separation in pooled standard deviations) rank duty dur d-prime worst-margin bulk-cost threshold 1 50% 60s 9.9 +5.94 2.19 18.19 2 50% 75s 9.4 +6.51 2.69 18.68 3 50% 50s 9.4 +5.08 2.03 18.00 4 40% 50s 8.4 +4.58 0.76 13.54 5 40% 75s 7.2 +5.38 1.53 14.17 6 50% 30s 6.4 +3.43 1.59 16.02 7 50% 40s 6.3 +3.48 2.03 17.21 8 40% 60s 6.0 +3.72 1.25 13.99 9 50% 25s 5.0 +1.66 1.72 14.91 10 40% 40s 4.9 +2.77 0.95 13.15 11 40% 30s 4.7 +2.00 1.06 12.18 12 40% 20s 3.8 +1.06 0.36 10.50 (worst-margin = min(no-flow) - max(flow); positive means every observed no-flow run exceeded every observed flow run. bulk-cost = degrees C added to the loop per check.) controller restarted; total elapsed 1.63 h