Validation

How close is
the fast model?

The fast model reads only the propeller label: diameter, pitch, blade count and family. Here is how far its results differ from measurements and from the full model.

Fast propeller model · prom-rs/0.6.1

These numbers describe this model and this engine build.

75propellers

APC Thin Electric, Sport and Slow Flyer, compared with measurements. The full model is scored on the same propellers.

648flight conditions

Hover, climb, angled flow, coaxial stacks and descent, compared with the full model. These comparisons have no measurements.

01 / Against the wind tunnel

Thrust and power.
Both models, same propellers.

Both models were compared with the same measurements at the same RPM and airspeed, on the same 75 propellers. You can compare the bars directly.

Average difference from measurement

Smaller is closer. All bars use the same 0–50% scale.

APC Thin Electric

11 propellers in this test subset

Full model — thrust13.9%
Fast model14.6%
1,281 measurements
Full model — shaft power23.9%
Fast model17.0%
1,542 measurements

APC Sport

10 propellers in this test subset

Full model — thrust32.4%
Fast model19.8%
1,122 measurements
Full model — shaft power36.5%
Fast model25.6%
1,219 measurements

APC Slow Flyer

4 propellers in this test subset

Full model — thrust41.6%
Fast model21.4%
435 measurements
Full model — shaft power29.7%
Fast model35.9%
461 measurements

A 10% average difference means the predictions differed from the measurements by 10% on average. Individual errors can be larger. These percentages leave out near-zero measurements. Each bar marks the wind tunnel’s own uncertainty: about half a percent (Brandt 2005, Table 3.1). The differences shown are the model’s.

02 / Against the full model

Difference from
the full model.

Thrust, torque and in-plane force in angled flow, in coaxial stacks and in descent are compared against the production Full model, not against measurements. No measured angled-flow or coaxial propeller data exists in this repository, so these rows say how far the two models are apart, not how far either is from reality. The axial rows above are measurements against wind-tunnel data.

Average difference from the full model

Same shaft speed and airspeed, averaged over rotors. All bars use the same 0–60% scale.

Hover

6 conditions

Thrust17.3%
mean over 6 rotors
Shaft torque18.3%
mean over 6 rotors

Climb

6 conditions

Thrust27.7%
mean over 2 rotors · 4 carrying too little to compare
Shaft torque54.6%
mean over 6 rotors

Angled flow

24 conditions

Thrust16.4%
mean over 20 rotors · 4 carrying too little to compare
Shaft torque21.6%
mean over 24 rotors

Coaxial stack

288 conditions

Thrust24.5%
mean over 704 rotors · 6 where the stacked-rotor wake did not settle
Shaft torque17.0%
mean over 704 rotors · 6 where the stacked-rotor wake did not settle

Descent

240 conditions

Thrust9.5%
mean over 542 rotors · 6 where the stacked-rotor wake did not settle
Shaft torque54.0%
mean over 542 rotors · 6 where the stacked-rotor wake did not settle

Descent, vortex-ring band

84 conditions

Thrust21.3%
mean over 126 rotors · 28 where the stacked-rotor wake did not settle
Shaft torque36.2%
mean over 126 rotors · 28 where the stacked-rotor wake did not settle

These bars show differences between two models. Each bar averages the absolute difference over rotors, regardless of direction. The shaded band behind each bar is the full model’s own average error against measurements, for that same quantity: thrust 13.9% on the performance test group and 35.0% on the separate test group, shaft power 23.9% and 34.6% on the same two groups. Compare the differences with the full model’s own measured error. A rotor carrying less than 10% of its own static thrust is left out of the thrust percentages, and less than 14% of its static torque out of the torque percentages, the same rule the release reports use for near-zero measurements. The newton and newton-metre columns in the table below leave nothing out.

Both models now apply the same vortex-ring correction at each blade station. Before this release, the full model had no such correction. This page now compares the fast model with the full model that simulations run. Earlier versions compared it with a form of the full model that simulations do not use. Outside the vortex-ring band, the average difference in thrust between the two models is 9.50%. The earlier comparison gave 10.97%.

Using the results

Know what the evidence covers.

Compared with measurements

Propeller thrust and shaft power in axial flight, on catalog propellers whose labels are known. The tables below give the tested sizes, RPM ranges and flight conditions.

Compared with the full model only

Angled flow, coaxial stacks and descent have no measured propeller data here. Those rows show how far the models differ. They do not establish either model’s accuracy.

Use the fast model to narrow your choices.

It gives results in milliseconds from a label. Use it to compare candidates, then check the shortlist with the full model and measure the final setup.

User-supplied and custom components

The figures here cover catalog propellers whose labels are known. For a custom propeller, the model uses the label you enter. These figures do not establish the accuracy of your inputs. Check your label and measure the final setup before relying on an absolute performance prediction.

What counted as passing

These limits were set before the model produced a number. They are published unchanged. A missed limit is reported as missed.

  • Static thrust: the middle propeller within ±5% of the measured value, half of all propellers within 12%, and at least 75% of them within 20%.
  • Forward flight: the middle propeller within ±10%, and half of all propellers within 16%.
  • Angled flow, coaxial stacks and descent: the bands in the operating-condition table below, against the full model.
  • Static thrust: met. Across 75 propellers the middle one is -4.04%, half are within 6.268% and 96% are within 20%.
  • Forward flight: missed. Across 75 propellers the middle one is -11.3%, half are within 11.49% and 72% are within 20%. The limit it missed: median -11.3% is outside the registered -10% to +10%.
  • Against the full model: missed. Conditions fall outside the registered limit in 4 of the scored groups. The table below gives the counts and the largest difference in each.

a band that is missed is published as missed; no coefficient, default or band is changed to meet one after the fact

What the fast model reads, and what it ignores

The fast model builds a blade from its label: diameter, pitch, blade count and family. It does not read stored blade geometry, a scanned planform or a section shape. It runs a simulation in milliseconds instead of seconds. The full model reads the measured blade and its sections. Every accuracy figure published before this report describes the full model.

Known limits

  • A label gives no section shape. The model uses a typical cambered hobby section; one degree of zero-lift angle is worth about six percent of static thrust.
  • The printed pitch means different things by brand. The family preset uses the middle of the range; a particular brand can be ten percent away in cruise.
  • Results inside the vortex-ring band carry a descent flag from either model. The average difference in thrust inside the band is 21.29%. The earlier comparison gave 24.97%. This still misses the 1% limit. Neither model has been checked against wind-tunnel data in descent; no measured descent data exists.
  • The model ignores blade geometry and scanned planforms. Each result says which model produced it.

Validated envelope

ScopeFamilyCountDiameter (in)RPMAdvance ratioPitch/diameter
PropellerAPC Slow Flyer118.0–11.01,666–7,0180.00–1.070.35–0.83
PropellerAPC Sport307.0–14.01,374–7,0820.00–1.550.27–1.29
PropellerAPC Thin Electric348.0–21.0960–7,5470.00–1.230.44–1.00

Axial accuracy against the wind tunnel

ScopeChannelPartitionConfigurationFamilynMAERMSEBiasR²
PropellerCTbench dynoProduction configurationAPC Thin Electric1,5420.0089280.01093-0.0061080.9220
PropellerCPbench dynoProduction configurationAPC Thin Electric1,5420.0057710.008071-0.0043590.8315
PropellerCTbench dynoPhysics-only configurationAPC Thin Electric1,5420.0089280.01093-0.0061080.9220
PropellerCPbench dynoPhysics-only configurationAPC Thin Electric1,5420.0057710.008071-0.0043590.8315
PropellerCTbench dynoProduction configurationAll1,5420.0089280.01093-0.0061080.9220
PropellerCPbench dynoProduction configurationAll1,5420.0057710.008071-0.0043590.8315
PropellerCTbench dynoPhysics-only configurationAll1,5420.0089280.01093-0.0061080.9220
PropellerCPbench dynoPhysics-only configurationAll1,5420.0057710.008071-0.0043590.8315
PropellerCTUIUC wind tunnelProduction configurationAPC Slow Flyer4610.011670.01379-0.0096260.9318
PropellerCPUIUC wind tunnelProduction configurationAPC Slow Flyer4610.013390.01595-0.013190.6778
PropellerCTUIUC wind tunnelPhysics-only configurationAPC Slow Flyer4610.011670.01379-0.0096260.9318
PropellerCPUIUC wind tunnelPhysics-only configurationAPC Slow Flyer4610.013390.01595-0.013190.6778
PropellerCTUIUC wind tunnelProduction configurationAPC Sport1,2190.010560.01214-0.0062980.8928
PropellerCPUIUC wind tunnelProduction configurationAPC Sport1,2190.011340.01251-0.011250.8075
PropellerCTUIUC wind tunnelPhysics-only configurationAPC Sport1,2190.010560.01214-0.0062980.8928
PropellerCPUIUC wind tunnelPhysics-only configurationAPC Sport1,2190.011340.01251-0.011250.8075
PropellerCTUIUC wind tunnelProduction configurationAll1,6800.010870.01261-0.0072110.9105
PropellerCPUIUC wind tunnelProduction configurationAll1,6800.011900.01354-0.011790.7728
PropellerCTUIUC wind tunnelPhysics-only configurationAll1,6800.010870.01261-0.0072110.9105
PropellerCPUIUC wind tunnelPhysics-only configurationAll1,6800.011900.01354-0.011790.7728
PropellerCTbench dyno (extended)Production configurationAPC Slow Flyer8610.010050.01192-0.0078180.9487
PropellerCPbench dyno (extended)Production configurationAPC Slow Flyer8610.010890.01296-0.010680.6366
PropellerCTbench dyno (extended)Physics-only configurationAPC Slow Flyer8610.010050.01192-0.0078180.9487
PropellerCPbench dyno (extended)Physics-only configurationAPC Slow Flyer8610.010890.01296-0.010680.6366
PropellerCTbench dyno (extended)Production configurationAPC Sport2,5410.0076870.009452-0.0030180.9331
PropellerCPbench dyno (extended)Production configurationAPC Sport2,5410.011390.01340-0.011250.7914
PropellerCTbench dyno (extended)Physics-only configurationAPC Sport2,5410.0076870.009452-0.0030180.9331
PropellerCPbench dyno (extended)Physics-only configurationAPC Sport2,5410.011390.01340-0.011250.7914
PropellerCTbench dyno (extended)Production configurationAPC Thin Electric3,2180.010400.01307-0.0077540.8886
PropellerCPbench dyno (extended)Production configurationAPC Thin Electric3,2180.0067970.01030-0.0058600.7887
PropellerCTbench dyno (extended)Physics-only configurationAPC Thin Electric3,2180.010400.01307-0.0077540.8886
PropellerCPbench dyno (extended)Physics-only configurationAPC Thin Electric3,2180.0067970.01030-0.0058600.7887
PropellerCTbench dyno (extended)Production configurationAll6,6200.0093130.01165-0.0059440.9163
PropellerCPbench dyno (extended)Production configurationAll6,6200.0090920.01193-0.0085580.8010
PropellerCTbench dyno (extended)Physics-only configurationAll6,6200.0093130.01165-0.0059440.9163
PropellerCPbench dyno (extended)Physics-only configurationAll6,6200.0090920.01193-0.0085580.8010

Fast model against the full model

Thrust, torque and in-plane force in angled flow, in coaxial stacks and in descent are compared against the production Full model, not against measurements. No measured angled-flow or coaxial propeller data exists in this repository, so these rows say how far the two models are apart, not how far either is from reality. The axial rows above are measurements against wind-tunnel data.

Axial accuracy, by propeller family

FamilyTest groupChannelnFull modelFast modelDifference
APC Thin ElectricPerformance test groupCT1,542+13.9%+14.6%+0.679%
APC Thin ElectricPerformance test groupCP1,542+23.9%+17.0%-6.84%
AllPerformance test groupCT1,542+13.9%+14.6%+0.679%
AllPerformance test groupCP1,542+23.9%+17.0%-6.84%
APC Slow FlyerSeparate test groupCT461+41.6%+21.4%-20.2%
APC Slow FlyerSeparate test groupCP461+29.7%+35.9%+6.21%
APC SportSeparate test groupCT1,219+32.4%+19.8%-12.5%
APC SportSeparate test groupCP1,219+36.5%+25.6%-10.8%
AllSeparate test groupCT1,680+35.0%+20.3%-14.7%
AllSeparate test groupCP1,680+34.6%+28.5%-6.17%
APC Slow FlyerDevelopment groupCT861+44.0%+21.5%-22.6%
APC Slow FlyerDevelopment groupCP861+36.1%+42.5%+6.38%
APC SportDevelopment groupCT2,541+36.4%+15.0%-21.4%
APC SportDevelopment groupCP2,541+39.2%+23.1%-16.1%
APC Thin ElectricDevelopment groupCT3,218+14.3%+16.2%+1.92%
APC Thin ElectricDevelopment groupCP3,218+22.8%+17.2%-5.56%
AllDevelopment groupCT6,620+27.1%+16.4%-10.7%
AllDevelopment groupCP6,620+30.8%+22.7%-8.04%

Angled flow, coaxial stacks and descent, by operating condition

ConditionConditionsInside the bandOutsideNot comparedAccepted bandLargest thrust differenceLargest torque differenceLargest in-plane force differenceLargest thrust difference (N)Largest torque difference (N·m)
Axial121200Not gated here+3.10e+3%+95.4%—3.8730.05084
Coaxial stack288762066±20%+168%+53.1%-46.2%3.7800.07148
Descent, inside the vortex-ring band8406024±1%+160%-72.4%—10.060.3673
Descent, outside the band240342006±10%+157%-91.5%-84.5%5.0550.4566
Angled flow248160±15%+348%+60.1%-36.9%3.7250.07947

Per-propeller results

CaseFamilyPartitionnIn-boxCPCT
BiasMAER²RMSEBiasMAER²RMSE
10x10 (Propeller)APC SportUIUC wind tunnel121100%-0.014630.014660.58530.016250.00092930.0067320.96070.007738
10x3 (Propeller)APC SportUIUC wind tunnel77100%-0.0059260.005926-0.38280.006010-0.0074650.0078030.84610.008397
10x4 (Propeller)APC Sportbench dyno (extended)101100%-0.010050.01005-0.43070.01013-0.011750.011750.83090.01224
10x4.7SF (Propeller)APC Slow Flyerbench dyno (extended)129100%-0.011560.01158-0.16620.01286-0.012350.012850.90730.01362
10x5 (Propeller)APC Sportbench dyno (extended)115100%-0.011090.01109-0.27350.01120-0.013020.013020.81690.01354
10x5E (Propeller)APC Thin Electricbench dyno (extended)120100%-0.0070650.0070650.46930.007412-0.010040.010040.88510.01098
10x6 (Propeller)APC Sportbench dyno (extended)135100%-0.013100.01310-0.028940.01332-0.014450.014500.81050.01551
10x7 (Propeller)APC Sportbench dyno (extended)118100%-0.0083540.0083570.58590.008992-0.0036460.0053660.96540.006557
10x7E (Propeller)APC Thin Electricbench dyno (extended)140100%-0.0066900.0066900.71640.007321-0.0065460.0069470.94280.008408
10x7SF (Propeller)APC Slow Flyerbench dyno (extended)134100%-0.0075310.0078970.79040.009293-0.0041560.0059120.98240.007044
10x8 (Propeller)APC SportUIUC wind tunnel132100%-0.0086790.0088220.68260.009566-0.0048640.0067160.95210.008069
10x9 (Propeller)APC Sportbench dyno (extended)143100%-0.013450.013450.56610.01416-0.0050410.0066420.95700.008072
11x10E (Propeller)APC Thin Electricbench dyno156100%-0.0079480.0086260.74740.009880-0.0042760.0065620.95140.007761
11x3 (Propeller)APC Sportbench dyno (extended)85100%-0.0076950.007695-1.6100.007736-0.0094700.0095750.78260.01017
11x3.8SF (Propeller)APC Slow Flyerbench dyno (extended)109100%-0.0094080.009575-1.6540.01202-0.0038500.0056030.97760.006637
11x4 (Propeller)APC Sportbench dyno (extended)94100%-0.0092920.009292-0.48170.009371-0.0088330.0093500.86400.01020
11x4.7SF (Propeller)APC Slow Flyerbench dyno (extended)119100%-0.012340.01236-0.50940.01398-0.012390.012730.91650.01394
11x5 (Propeller)APC SportUIUC wind tunnel105100%-0.011500.01150-0.31830.01163-0.013700.013770.79590.01463
11x5.5E (Propeller)APC Thin Electricbench dyno98100%-0.00064500.0017980.92430.0022630.0018800.0038050.97430.004630
11x6 (Propeller)APC SportUIUC wind tunnel123100%-0.014290.01429-0.28350.01447-0.015440.015500.78870.01659
11x7 (Propeller)APC SportUIUC wind tunnel135100%-0.015110.01511-0.074130.01534-0.014370.014450.82740.01570
11x7E (Propeller)APC Thin Electricbench dyno125100%-0.0052050.0052180.76160.006090-0.0064920.0068130.94090.008544
11x7SF (Propeller)APC Slow Flyerbench dyno (extended)126100%-0.017490.017490.22970.01824-0.017060.017060.89470.01800
11x8 (Propeller)APC SportUIUC wind tunnel141100%-0.013010.013010.26790.01336-0.010990.011070.89440.01238
11x8.5E (Propeller)APC Thin Electricbench dyno (extended)141100%-0.0037950.0048630.86810.005423-0.0014020.0051680.97300.005732
11x8E (Propeller)APC Thin Electricbench dyno (extended)131100%-0.0031650.0041670.87350.004741-0.0029420.0057740.96320.006620
11x9 (Propeller)APC Sportbench dyno (extended)146100%-0.015170.015170.15800.01556-0.011760.011760.86130.01333
14x12E (Propeller)APC Thin Electricbench dyno (extended)107100%0.0021080.0036380.91280.0044990.0081090.0082430.90160.009776
14x13 (Propeller)APC SportUIUC wind tunnel118100%-0.0089600.0090420.71750.009827-0.0019500.0047210.97570.005622
17x12E (Propeller)APC Thin Electricbench dyno (extended)117100%-0.0049650.0049720.80490.005658-0.00068820.0065200.91190.008840
19x12E (Propeller)APC Thin Electricbench dyno (extended)94100%-0.0028620.0032390.84350.004051-0.00060240.0055380.95270.006585
7x6 (Propeller)APC SportUIUC wind tunnel117100%-0.0042110.0043000.92320.0046890.010870.010870.86770.01127
7x9 (Propeller)APC SportUIUC wind tunnel150100%-0.013040.013430.63810.01484-0.0052400.012550.82920.01380
8x10 (Propeller)APC Sportbench dyno (extended)15099%-0.027920.027920.076480.02954-0.0046590.011000.88840.01298
8x3.8SF (Propeller)APC Slow FlyerUIUC wind tunnel97100%-0.0070060.0074710.084590.01019-0.0019280.0075260.95700.008710
8x4 (Propeller)APC Sportbench dyno (extended)87100%-0.0052070.0052070.66700.0053830.0018780.0045380.95540.005678
8x4E (Propeller)APC Thin Electricbench dyno (extended)92100%-0.0076160.0076160.42430.007835-0.0078180.0078180.93100.008443
8x5 (Propeller)APC Sportbench dyno (extended)108100%-0.0068030.0068030.67560.0069320.0051550.0056740.93660.007608
8x6 (Propeller)APC Sportbench dyno (extended)132100%-0.0098500.0098500.62230.0099860.0030380.0043350.97330.005691
8x6E (Propeller)APC Thin Electricbench dyno131100%-0.020000.02000-0.31540.02036-0.017390.017390.76520.01825
8x6SF (Propeller)APC Slow Flyerbench dyno (extended)133100%-0.013230.013230.48830.01454-0.0085130.0098960.93920.01172
8x7 (Propeller)APC Sportbench dyno (extended)135100%-0.0031450.0039920.93150.0045760.0061220.0067180.94640.008187
8x8 (Propeller)APC Sportbench dyno (extended)148100%-0.013360.013360.54840.013580.00029720.0035940.98520.004167
8x8E (Propeller)APC Thin Electricbench dyno (extended)160100%-0.030150.03015-0.44760.03094-0.022730.022730.63570.02483
8x9 (Propeller)APC Sportbench dyno (extended)160100%-0.022070.02207-0.20090.02233-0.00030210.0042350.97200.005254
9x10 (Propeller)APC Sportbench dyno (extended)145100%-0.0043370.0054040.90380.006290-0.00051310.0093440.91450.01067
9x3.8SF (Propeller)APC Slow FlyerUIUC wind tunnel96100%-0.0056020.0060830.11310.008069-0.00095160.0048660.97770.006046
9x4.5E (Propeller)APC Thin Electricbench dyno (extended)93100%-0.0063630.0063630.48120.006934-0.0074940.0074940.91830.008944
9x4.7SF (Propeller)APC Slow Flyerbench dyno (extended)111100%-0.0021680.0030860.82260.0048740.0053530.0055440.97910.006566
9x6 (Propeller)APC Sportbench dyno (extended)130100%-0.010910.010910.42410.01114-0.0072380.0076920.94160.008737
9x6E (Propeller)APC Thin Electricbench dyno128100%-0.0074310.0074310.67300.008280-0.0085580.0086870.91890.01084
9x6SF (Propeller)APC Slow FlyerUIUC wind tunnel141100%-0.017170.017170.15820.01841-0.016490.016670.86460.01837
9x7 (Propeller)APC Sportbench dyno (extended)136100%-0.0047130.0050980.85610.005760-0.0011580.0041090.98230.004679
9x7.5E (Propeller)APC Thin Electricbench dyno (extended)127100%-0.017090.017090.18330.01818-0.015830.016050.79650.01849
9x7.5SF (Propeller)APC Slow FlyerUIUC wind tunnel127100%-0.019250.019250.27190.02047-0.014440.014440.91210.01517
9x8 (Propeller)APC Sportbench dyno (extended)132100%-0.0072830.0074350.82820.0083600.0046240.0060830.96160.007356
9x9 (Propeller)APC Sportbench dyno (extended)141100%-0.011570.011570.65260.012910.0055800.0059270.94980.007619
9x9E (Propeller)APC Thin Electricbench dyno (extended)141100%-0.020630.020630.18660.02222-0.018830.019920.69900.02329
12x10E (Propeller)APC Thin Electricbench dyno17499%-0.0035990.0055020.90860.006185-0.0077940.013260.90830.01443
12x6E (Propeller)APC Thin Electricbench dyno (extended)128100%-0.0025170.0029970.86180.004093-0.0063650.0088110.90350.01201
12x8E (Propeller)APC Thin Electricbench dyno (extended)151100%-0.0033840.0042710.86150.005715-0.0086040.011920.88760.01490
13x10E (Propeller)APC Thin Electricbench dyno (extended)212100%-0.00080130.0043700.89790.005276-0.0055640.011380.91940.01225
13x6.5E (Propeller)APC Thin Electricbench dyno (extended)188100%-0.0025730.0028150.88260.003749-0.0062250.0081500.91830.01050
13x8E (Propeller)APC Thin Electricbench dyno (extended)187100%-0.0015430.0033600.89190.004044-0.0055830.0094090.91980.01084
14x10E (Propeller)APC Thin Electricbench dyno169100%0.0020080.0033630.92050.004002-0.0012570.0073470.95740.008179
14x7E (Propeller)APC Thin Electricbench dyno149100%-0.00033750.0020760.93690.002501-0.0021680.0064530.94990.007874
14x8.5E (Propeller)APC Thin Electricbench dyno (extended)147100%-0.0022240.0026780.91390.003526-0.0062640.0084880.93040.01012
16x10E (Propeller)APC Thin Electricbench dyno (extended)165100%-0.0042070.0045380.79520.005814-0.011370.012160.85240.01457
16x12E (Propeller)APC Thin Electricbench dyno (extended)138100%-0.0010100.0036630.91490.004493-0.0063280.0098290.92170.01114
16x8E (Propeller)APC Thin Electricbench dyno14699%-0.0012040.0024040.88940.002933-0.0061800.0078790.91250.009481
18x10E (Propeller)APC Thin Electricbench dyno140100%-0.0035890.0039700.81200.004915-0.010210.010850.86710.01329
18x12E (Propeller)APC Thin Electricbench dyno (extended)138100%-0.0019870.0031840.89390.003901-0.0079870.0094110.91110.01069
18x8E (Propeller)APC Thin Electricbench dyno (extended)177100%-0.0023890.0029030.82290.003547-0.0078100.0089830.87540.01102
20x10E (Propeller)APC Thin Electricbench dyno (extended)124100%-0.0054100.0054100.61470.006102-0.012880.012900.79320.01504
21x13E (Propeller)APC Thin Electricbench dyno126100%-0.0014320.0032630.89830.004062-0.0041780.0075420.93970.009052

Data sources

  • UIUC Propeller Data Site, Volume 1 — APC Thin Electric / Slow Flyer / Sport — Brandt, J. B. and Selig, M. S., 'Propeller Performance Data at Low Reynolds Numbers', AIAA 2011-1255, January 2011; Brandt 2005 UIUC M.S. thesis. (revision: e60b6ff97f78)
  • UIUC Propeller Data Site, Volume 4 — APC Thin Electric — Dantsker, O. D., Caccamo, M., Deters, R. W. and Selig, M. S., 'Performance Testing of APC Electric Fixed-Blade UAV Propellers', AIAA 2022-4020, June 2022. (revision: e4c6b24c399e)
  • T-Motor published bench dataset (curated corpus) — Manufacturer-published product-page test tables, curated and energy-consistency filtered. (revision: bcd9bcaba479)
  • Independent third-party motor bench — Commercial laboratory dataset; source withheld under its terms of use. Used for aggregate metrics only. (revision: cb506f184793)