A Python library designed to provide solutions to Lambert's problem, a classical problem in astrodynamics that involves determining the orbit of a spacecraft given two points in space and the time of flight between them. The problem is essential for trajectory planning, particularly for interplanetary missions.
This library implements multiple algorithms, each named after its author and publication year, for solving different variations of Lambert's problem. These algorithms can handle different types of orbits, including multi-revolution paths and direct transfers.
Multiple installation methods are supported:
| Logo | Platform | Command |
|---|---|---|
| PyPI | python -m pip install lamberthub |
|
| GitHub | python -m pip install https://github.com/jorgepiloto/lamberthub/archive/main.zip |
| Algorithm | Reference |
|---|---|
gauss1809 |
C. F. Gauss, Theoria motus corporum coelestium in sectionibus conicis solem ambientium. 1809. |
battin1984 |
R. H. Battin and R. M. Vaughan, “An elegant lambert algorithm,” Journal of Guidance, Control, and Dynamics, vol. 7, no. 6, pp. 662–670, 1984. |
gooding1990 |
R. Gooding, “A procedure for the solution of lambert’s orbital boundary-value problem,” Celestial Mechanics and Dynamical Astronomy, vol. 48, no. 2, pp. 145–165, 1990. |
der2011 |
G. J. Der, “The superior Lambert algorithm,” AMOS, Maui, Hawaii, 2011. |
thorne2004 |
J. D. Thorne, “Lambert’s theorem: a complete series solution,” The Journal of the Astronautical Sciences, vol. 52, no. 4, pp. 441–454, 2004. |
avanzini2008 |
G. Avanzini, “A simple lambert algorithm,” Journal of Guidance, Control, and Dynamics, vol. 31, no. 6, pp. 1587–1594, 2008. |
arora2013 |
N. Arora and R. P. Russell, “A fast and robust multiple revolution lambert algorithm using a cosine transformation,” Paper AAS, vol. 13, p. 728, 2013. |
vallado2013 |
D. A. Vallado, Fundamentals of astrodynamics and applications. Springer Science & Business Media, 2013, vol. 12. |
izzo2015 |
D. Izzo, “Revisiting lambert’s problem,” Celestial Mechanics and Dynamical Astronomy, vol. 121, no. 1, pp. 1–15, 2015. |
jiang2016 |
R. Jiang, T. Chao, S. Wang, and M. Yang, “Improved semi-major Axis iterated method for Lambert's problem,” 2016 IEEE Chinese Guidance, Navigation and Control Conference, pp. 1423–1428, 2016. |
pan2016 |
B. Pan and Y. Ma, “Lambert’s problem and solution by non-rational Bézier functions,” Proceedings of the Institution of Mechanical Engineers, Part G: Journal of Aerospace Engineering, first published online Nov. 16, 2016. |
delatorre2018 |
D. De La Torre, R. Flores, and E. Fantino, “On the solution of Lambert's problem by regularization,” Acta Astronautica, vol. 153, pp. 26–38, 2018. |
negrete2024 |
A. Negrete and O. Abdelkhalik, “An Exact Solution to Lambert's Problem Using Contour Integrals.” |
mcelreath2025 |
J. McElreath, I. M. Down, and M. Majji, “A universal approach for solving the multi-revolution Lambert's problem,” Celestial Mechanics and Dynamical Astronomy, vol. 137, 22, 2025. |
Any Lambert's problem algorithm implemented in lamberthub is a Python function
which accepts the following parameters:
from lamberthub import authorYYYY
v1, v2 = authorYYYY(
mu, r1, r2, tof, M=0, is_prograde=True, is_low_path=True, # Type of solution
maxiter=35, atol=1e-5, rtol=1e-7, full_output=False # Iteration config
)where author is the name of the author which developed the solver and YYYY
the year of publication. Any of the solvers hosted by the ALL_SOLVERS list.
| Parameters | Type | Description |
|---|---|---|
mu |
float |
The gravitational parameter, that is, the mass of the attracting body times the gravitational constant. |
r1 |
np.array |
Initial position vector. |
r2 |
np.array |
Final position vector. |
tof |
float |
Time of flight between initial and final vectors. |
M |
int |
The number of revolutions. If zero (default), direct transfer is assumed. |
is_prograde |
bool |
Controls the inclination of the final orbit. If True, inclination between 0 and 90 degrees. If False, inclination between 90 and 180 degrees. |
is_low_path |
bool |
Selects the type of path when more than two solutions are available. No specific advantage unless there are mission constraints. |
maxiter |
int |
Maximum number of iterations allowed when computing the solution. |
atol |
float |
Absolute tolerance for the iterative method. |
rtol |
float |
Relative tolerance for the iterative method. |
full_output |
bool |
If True, returns additional information such as the number of iterations. |
| Returns | Type | Description |
|---|---|---|
v1 |
np.array |
Initial velocity vector. |
v2 |
np.array |
Final velocity vector. |
numiter |
int |
Number of iterations (only if full_output is True). |
tpi |
float |
Time per iteration (only if full_output is True). |
Problem statement
Suppose you want to solve for the orbit of an interplanetary vehicle (that is Sun is the main attractor) form which you know that the initial and final positions are given by:
The time of flight is is_low_path flag does not play any role in this
problem.
Solution
For this problem, gooding1990 is used. Any other solver would work too. Next,
the parameters of the problem are instantiated. Finally, the initial and final
velocity vectors are computed.
from lamberthub import gooding1990
import numpy as np
mu_sun = 39.47692641
r1 = np.array([0.159321004, 0.579266185, 0.052359607])
r2 = np.array([0.057594337, 0.605750797, 0.068345246])
tof = 0.010794065
v1, v2 = gooding1990(mu_sun, r1, r2, tof, M=0, is_prograde=True)
print(f"Initial velocity: {v1} [AU / years]")
print(f"Final velocity: {v2} [AU / years]")Result
Initial velocity: [-9.303608 3.01862016 1.53636008] [AU / years]
Final velocity: [-9.511186 1.88884006 1.42137810] [AU / years]Directly taken from An Introduction to the Mathematics and Methods of Astrodynamics, revised edition, by R.H. Battin, problem 7-12.
Benchmarks run with pytest-benchmark. All Numba JIT functions are pre-compiled once before timing begins, compilation cost is never included in the measurements. Six test groups cover the main solver regimes:
| Case group | What it tests |
|---|---|
| Zero-revolution nominal cases | Classic textbook cases, all solvers |
| Zero-revolution general cases | General elliptic, zero-revolution solvers |
| Zero-revolution hyperbolic cases | Hyperbolic transfers |
| One-revolution branch cases | First multi-revolution branch across prograde/retrograde and low/high paths |
| Near-minimum-energy multi-revolution cases | Near-minimum-energy cases with one and two revolutions |
| Near-tangent robustness cases | Near-tangent transfers that stress robustness |
This section is auto-generated from CI benchmark artifacts.
- Generated: 2026-06-14 15:44 UTC
- Commit:
a3af78b1af9a - Environment: Linux, Python 3.12.13, AMD EPYC 7763 64-Core Processor
Times are in microseconds (lower is better). Speedup is relative to the slowest solver for each case. All solvers are JIT-warmed before timing begins.
| Rank | Solver | Revolutions | prograde | Path | Median (µs) | Mean (µs) | IQR (µs) | Speedup | Rounds |
|---|---|---|---|---|---|---|---|---|---|
| 1 | der2011 |
1 | Yes | high | 60.6 | 63.0 | 1.1 | 11.9x | 3386 |
| 2 | mcelreath2025 |
1 | Yes | high | 61.2 | 63.3 | 1.2 | 11.7x | 3366 |
| 3 | izzo2015 |
1 | Yes | high | 84.1 | 86.7 | 1.7 | 8.5x | 2436 |
| 4 | gooding1990 |
1 | Yes | high | 129.1 | 134.0 | 3.9 | 5.6x | 1499 |
| 5 | negrete2024 |
1 | Yes | high | 197.1 | 201.5 | 5.3 | 3.6x | 1022 |
| 6 | arora2013 |
1 | Yes | high | 251.5 | 257.1 | 20.3 | 2.9x | 821 |
| 7 | delatorre2018 |
1 | Yes | high | 718.6 | 717.5 | 12.0 | 1.0x | 287 |
| 1 | mcelreath2025 |
1 | Yes | low | 62.1 | 64.5 | 1.2 | 12.4x | 3338 |
| 2 | izzo2015 |
1 | Yes | low | 85.4 | 88.2 | 1.7 | 9.0x | 2415 |
| 3 | der2011 |
1 | Yes | low | 86.3 | 89.2 | 1.6 | 8.9x | 2362 |
| 4 | gooding1990 |
1 | Yes | low | 126.8 | 131.8 | 3.7 | 6.0x | 1607 |
| 5 | negrete2024 |
1 | Yes | low | 197.1 | 201.9 | 5.5 | 3.9x | 1020 |
| 6 | arora2013 |
1 | Yes | low | 274.0 | 279.0 | 19.9 | 2.8x | 748 |
| 7 | delatorre2018 |
1 | Yes | low | 766.9 | 768.9 | 6.4 | 1.0x | 263 |
| 1 | der2011 |
2 | Yes | high | 55.9 | 57.9 | 1.0 | 12.9x | 3650 |
| 2 | mcelreath2025 |
2 | Yes | high | 61.5 | 63.9 | 1.3 | 11.7x | 3335 |
| 3 | izzo2015 |
2 | Yes | high | 84.4 | 87.1 | 1.7 | 8.5x | 2455 |
| 4 | gooding1990 |
2 | Yes | high | 128.7 | 133.5 | 4.0 | 5.6x | 1598 |
| 5 | negrete2024 |
2 | Yes | high | 197.4 | 202.3 | 6.2 | 3.6x | 1021 |
| 6 | arora2013 |
2 | Yes | high | 252.5 | 258.8 | 20.7 | 2.9x | 817 |
| 7 | delatorre2018 |
2 | Yes | high | 720.2 | 721.7 | 13.2 | 1.0x | 285 |
| 1 | der2011 |
2 | Yes | low | 55.9 | 57.8 | 0.9 | 13.4x | 3642 |
| 2 | mcelreath2025 |
2 | Yes | low | 61.5 | 63.7 | 1.3 | 12.2x | 3367 |
| 3 | izzo2015 |
2 | Yes | low | 84.1 | 87.2 | 2.0 | 8.9x | 2446 |
| 4 | gooding1990 |
2 | Yes | low | 129.2 | 133.9 | 3.5 | 5.8x | 1588 |
| 5 | negrete2024 |
2 | Yes | low | 197.6 | 202.4 | 6.3 | 3.8x | 1020 |
| 6 | arora2013 |
2 | Yes | low | 269.7 | 276.2 | 20.9 | 2.8x | 767 |
| 7 | delatorre2018 |
2 | Yes | low | 750.3 | 753.1 | 9.5 | 1.0x | 272 |
| Rank | Solver | Revolutions | prograde | Path | Median (µs) | Mean (µs) | IQR (µs) | Speedup | Rounds |
|---|---|---|---|---|---|---|---|---|---|
| 1 | mcelreath2025 |
1 | No | high | 48.3 | 49.2 | 0.6 | 13.2x | 4245 |
| 2 | der2011 |
1 | No | high | 50.0 | 51.0 | 0.8 | 12.8x | 4086 |
| 3 | izzo2015 |
1 | No | high | 60.8 | 61.9 | 1.0 | 10.5x | 3338 |
| 4 | gooding1990 |
1 | No | high | 94.1 | 96.2 | 1.9 | 6.8x | 2162 |
| 5 | arora2013 |
1 | No | high | 148.6 | 151.3 | 3.9 | 4.3x | 1396 |
| 6 | negrete2024 |
1 | No | high | 195.4 | 197.9 | 3.5 | 3.3x | 1032 |
| 7 | delatorre2018 |
1 | No | high | 639.2 | 645.1 | 11.6 | 1.0x | 317 |
| 1 | mcelreath2025 |
1 | No | low | 48.3 | 49.3 | 0.7 | 13.0x | 4201 |
| 2 | der2011 |
1 | No | low | 49.5 | 50.4 | 0.8 | 12.6x | 4141 |
| 3 | izzo2015 |
1 | No | low | 60.7 | 62.1 | 1.1 | 10.3x | 3378 |
| 4 | gooding1990 |
1 | No | low | 94.6 | 97.0 | 2.1 | 6.6x | 2158 |
| 5 | arora2013 |
1 | No | low | 150.8 | 153.6 | 3.9 | 4.1x | 1364 |
| 6 | negrete2024 |
1 | No | low | 195.4 | 197.9 | 3.1 | 3.2x | 1031 |
| 7 | delatorre2018 |
1 | No | low | 625.3 | 625.2 | 10.9 | 1.0x | 325 |
| 1 | mcelreath2025 |
1 | Yes | high | 48.0 | 48.9 | 0.6 | 13.6x | 4207 |
| 2 | der2011 |
1 | Yes | high | 49.5 | 50.6 | 1.0 | 13.2x | 4171 |
| 3 | izzo2015 |
1 | Yes | high | 60.0 | 61.2 | 1.0 | 10.9x | 3425 |
| 4 | gooding1990 |
1 | Yes | high | 97.2 | 100.2 | 2.5 | 6.7x | 2108 |
| 5 | arora2013 |
1 | Yes | high | 160.3 | 163.5 | 5.0 | 4.1x | 1282 |
| 6 | negrete2024 |
1 | Yes | high | 198.3 | 201.1 | 4.0 | 3.3x | 1018 |
| 7 | delatorre2018 |
1 | Yes | high | 652.4 | 654.4 | 10.7 | 1.0x | 313 |
| 1 | mcelreath2025 |
1 | Yes | low | 47.5 | 48.5 | 0.6 | 13.3x | 4235 |
| 2 | der2011 |
1 | Yes | low | 49.3 | 50.2 | 0.8 | 12.8x | 4144 |
| 3 | izzo2015 |
1 | Yes | low | 61.5 | 62.6 | 1.0 | 10.3x | 3343 |
| 4 | gooding1990 |
1 | Yes | low | 94.9 | 97.3 | 2.1 | 6.7x | 2143 |
| 5 | arora2013 |
1 | Yes | low | 163.8 | 166.7 | 4.6 | 3.9x | 1263 |
| 6 | negrete2024 |
1 | Yes | low | 198.2 | 200.5 | 3.0 | 3.2x | 1018 |
| 7 | delatorre2018 |
1 | Yes | low | 632.3 | 633.2 | 10.9 | 1.0x | 325 |
| Rank | Solver | Revolutions | prograde | Path | Median (µs) | Mean (µs) | IQR (µs) | Speedup | Rounds |
|---|---|---|---|---|---|---|---|---|---|
| 1 | mcelreath2025 |
0 | Yes | high | 48.3 | 49.2 | 0.6 | 6.8x | 4217 |
| 2 | arora2013 |
0 | Yes | high | 54.8 | 55.6 | 0.6 | 6.0x | 3690 |
| 3 | izzo2015 |
0 | Yes | high | 60.2 | 61.5 | 1.0 | 5.4x | 3388 |
| 4 | der2011 |
0 | Yes | high | 66.4 | 67.7 | 0.9 | 4.9x | 3081 |
| 5 | gooding1990 |
0 | Yes | high | 81.9 | 83.6 | 1.3 | 4.0x | 2504 |
| 6 | negrete2024 |
0 | Yes | high | 129.9 | 131.5 | 1.3 | 2.5x | 1552 |
| 7 | delatorre2018 |
0 | Yes | high | 327.3 | 330.4 | 8.8 | 1.0x | 616 |
| Rank | Solver | Revolutions | prograde | Path | Median (µs) | Mean (µs) | IQR (µs) | Speedup | Rounds |
|---|---|---|---|---|---|---|---|---|---|
| 1 | battin1984 |
0 | Yes | low | 25.9 | 26.3 | 0.3 | 991.5x | 7847 |
| 2 | der2011 |
0 | Yes | low | 30.3 | 30.7 | 0.3 | 849.1x | 6761 |
| 3 | jiang2016 |
0 | Yes | low | 31.7 | 32.2 | 0.3 | 810.0x | 6463 |
| 4 | mcelreath2025 |
0 | Yes | low | 36.9 | 37.4 | 0.4 | 696.9x | 5539 |
| 5 | arora2013 |
0 | Yes | low | 43.5 | 45.7 | 0.5 | 591.0x | 4647 |
| 6 | izzo2015 |
0 | Yes | low | 46.1 | 46.8 | 0.7 | 557.8x | 4447 |
| 7 | gooding1990 |
0 | Yes | low | 62.1 | 63.2 | 0.9 | 413.8x | 3250 |
| 8 | thorne2004 |
0 | Yes | low | 76.2 | 77.7 | 1.2 | 337.4x | 2669 |
| 9 | avanzini2008 |
0 | Yes | low | 93.9 | 96.3 | 1.9 | 273.7x | 2148 |
| 10 | negrete2024 |
0 | Yes | low | 105.2 | 106.4 | 0.8 | 244.2x | 1914 |
| 11 | delatorre2018 |
0 | Yes | low | 245.2 | 251.4 | 7.1 | 104.8x | 802 |
| 12 | pan2016 |
0 | Yes | low | 25698.4 | 25710.4 | 81.5 | 1.0x | 8 |
| Rank | Solver | Revolutions | prograde | Path | Median (µs) | Mean (µs) | IQR (µs) | Speedup | Rounds |
|---|---|---|---|---|---|---|---|---|---|
| 1 | battin1984 |
0 | No | high | 27.2 | 27.6 | 0.2 | 906.2x | 7433 |
| 2 | jiang2016 |
0 | No | high | 33.2 | 33.7 | 0.3 | 740.9x | 6160 |
| 3 | mcelreath2025 |
0 | No | high | 36.7 | 37.2 | 0.4 | 671.3x | 5519 |
| 4 | der2011 |
0 | No | high | 43.6 | 44.5 | 0.8 | 564.5x | 4719 |
| 5 | arora2013 |
0 | No | high | 44.1 | 45.1 | 0.5 | 557.8x | 4605 |
| 6 | izzo2015 |
0 | No | high | 46.8 | 47.4 | 0.7 | 526.6x | 4359 |
| 7 | gooding1990 |
0 | No | high | 63.0 | 64.1 | 0.8 | 390.9x | 3225 |
| 8 | thorne2004 |
0 | No | high | 79.4 | 80.8 | 1.5 | 309.9x | 2598 |
| 9 | avanzini2008 |
0 | No | high | 98.2 | 100.4 | 1.9 | 250.7x | 2071 |
| 10 | negrete2024 |
0 | No | high | 106.2 | 107.3 | 0.8 | 231.7x | 1895 |
| 11 | delatorre2018 |
0 | No | high | 246.2 | 248.2 | 6.6 | 100.0x | 794 |
| 12 | pan2016 |
0 | No | high | 24621.3 | 24631.7 | 54.0 | 1.0x | 9 |
| 1 | battin1984 |
0 | Yes | low | 28.3 | 28.7 | 0.3 | 864.3x | 7171 |
| 2 | der2011 |
0 | Yes | low | 30.7 | 31.2 | 0.4 | 795.0x | 6650 |
| 3 | jiang2016 |
0 | Yes | low | 32.2 | 32.7 | 0.4 | 758.7x | 6235 |
| 4 | mcelreath2025 |
0 | Yes | low | 36.3 | 37.3 | 0.4 | 673.5x | 5615 |
| 5 | arora2013 |
0 | Yes | low | 41.8 | 42.4 | 0.4 | 584.7x | 4855 |
| 6 | izzo2015 |
0 | Yes | low | 46.0 | 46.6 | 0.7 | 531.6x | 4474 |
| 7 | gooding1990 |
0 | Yes | low | 61.8 | 63.1 | 0.9 | 395.4x | 3275 |
| 8 | thorne2004 |
0 | Yes | low | 81.8 | 83.3 | 1.5 | 298.8x | 2509 |
| 9 | avanzini2008 |
0 | Yes | low | 98.8 | 100.8 | 1.9 | 247.5x | 2053 |
| 10 | negrete2024 |
0 | Yes | low | 105.9 | 107.1 | 0.9 | 230.8x | 1902 |
| 11 | delatorre2018 |
0 | Yes | low | 221.1 | 223.2 | 5.5 | 110.5x | 889 |
| 12 | pan2016 |
0 | Yes | low | 24443.2 | 24452.4 | 74.6 | 1.0x | 9 |
| Rank | Solver | Revolutions | prograde | Path | Median (µs) | Mean (µs) | IQR (µs) | Speedup | Rounds |
|---|---|---|---|---|---|---|---|---|---|
| 1 | battin1984 |
0 | No | high | 27.5 | 27.8 | 0.3 | 1016.1x | 7447 |
| 2 | der2011 |
0 | No | high | 30.5 | 31.0 | 0.3 | 914.4x | 6655 |
| 3 | jiang2016 |
0 | No | high | 31.4 | 31.9 | 0.3 | 888.8x | 6470 |
| 4 | mcelreath2025 |
0 | No | high | 36.5 | 37.0 | 0.4 | 766.0x | 5572 |
| 5 | izzo2015 |
0 | No | high | 46.4 | 47.1 | 0.6 | 601.7x | 4428 |
| 6 | arora2013 |
0 | No | high | 49.2 | 54.0 | 1.5 | 567.8x | 4137 |
| 7 | gooding1990 |
0 | No | high | 63.2 | 64.5 | 0.8 | 441.9x | 3205 |
| 8 | thorne2004 |
0 | No | high | 70.3 | 71.6 | 1.4 | 397.3x | 2945 |
| 9 | avanzini2008 |
0 | No | high | 95.4 | 97.5 | 1.7 | 292.6x | 2114 |
| 10 | negrete2024 |
0 | No | high | 106.5 | 107.6 | 0.9 | 262.2x | 1896 |
| 11 | delatorre2018 |
0 | No | high | 228.5 | 230.6 | 5.9 | 122.2x | 858 |
| 12 | pan2016 |
0 | No | high | 27923.2 | 27943.7 | 86.3 | 1.0x | 8 |
| 1 | battin1984 |
0 | Yes | high | 28.7 | 29.1 | 0.3 | 987.4x | 7040 |
| 2 | der2011 |
0 | Yes | high | 30.2 | 30.9 | 0.3 | 937.4x | 6684 |
| 3 | jiang2016 |
0 | Yes | high | 31.3 | 31.7 | 0.3 | 907.1x | 6405 |
| 4 | mcelreath2025 |
0 | Yes | high | 36.5 | 37.3 | 0.5 | 776.2x | 5519 |
| 5 | arora2013 |
0 | Yes | high | 41.3 | 41.9 | 0.4 | 686.0x | 4863 |
| 6 | izzo2015 |
0 | Yes | high | 46.9 | 47.5 | 0.7 | 604.4x | 4402 |
| 7 | gooding1990 |
0 | Yes | high | 63.2 | 64.3 | 0.8 | 448.5x | 3205 |
| 8 | thorne2004 |
0 | Yes | high | 69.1 | 71.2 | 1.4 | 410.3x | 2961 |
| 9 | avanzini2008 |
0 | Yes | high | 99.7 | 101.7 | 2.1 | 284.5x | 2034 |
| 10 | negrete2024 |
0 | Yes | high | 106.8 | 107.9 | 0.9 | 265.4x | 1889 |
| 11 | delatorre2018 |
0 | Yes | high | 242.8 | 244.9 | 6.2 | 116.8x | 818 |
| 12 | pan2016 |
0 | Yes | high | 28351.7 | 28440.6 | 512.1 | 1.0x | 8 |
| Rank | Solver | Revolutions | prograde | Path | Median (µs) | Mean (µs) | IQR (µs) | Speedup | Rounds |
|---|---|---|---|---|---|---|---|---|---|
| 1 | battin1984 |
0 | No | low | 35.1 | 35.6 | 0.3 | 1046.8x | 5797 |
| 2 | der2011 |
0 | No | low | 39.4 | 40.1 | 0.5 | 931.8x | 5190 |
| 3 | jiang2016 |
0 | No | low | 39.6 | 40.3 | 0.5 | 927.3x | 5112 |
| 4 | mcelreath2025 |
0 | No | low | 48.3 | 49.3 | 0.6 | 759.7x | 4223 |
| 5 | izzo2015 |
0 | No | low | 60.1 | 61.1 | 0.9 | 610.7x | 3392 |
| 6 | arora2013 |
0 | No | low | 61.8 | 62.9 | 0.7 | 594.0x | 3285 |
| 7 | gooding1990 |
0 | No | low | 79.4 | 81.0 | 1.3 | 462.5x | 2546 |
| 8 | thorne2004 |
0 | No | low | 101.5 | 104.3 | 3.0 | 361.5x | 2039 |
| 9 | avanzini2008 |
0 | No | low | 125.7 | 129.1 | 3.9 | 291.9x | 1618 |
| 10 | negrete2024 |
0 | No | low | 133.2 | 136.0 | 1.5 | 275.6x | 1514 |
| 11 | delatorre2018 |
0 | No | low | 337.0 | 340.1 | 9.2 | 108.9x | 605 |
| 12 | pan2016 |
0 | No | low | 36702.9 | 36703.9 | 83.8 | 1.0x | 6 |
| 1 | battin1984 |
0 | Yes | low | 34.7 | 35.3 | 0.4 | 1068.9x | 5845 |
| 2 | der2011 |
0 | Yes | low | 39.5 | 40.3 | 0.6 | 940.2x | 5173 |
| 3 | jiang2016 |
0 | Yes | low | 39.6 | 40.5 | 0.6 | 937.3x | 5169 |
| 4 | mcelreath2025 |
0 | Yes | low | 48.1 | 49.1 | 0.6 | 772.2x | 4228 |
| 5 | arora2013 |
0 | Yes | low | 53.3 | 54.3 | 0.7 | 696.7x | 3812 |
| 6 | izzo2015 |
0 | Yes | low | 59.6 | 60.8 | 1.0 | 622.7x | 3447 |
| 7 | gooding1990 |
0 | Yes | low | 78.3 | 80.1 | 1.4 | 474.4x | 2559 |
| 8 | thorne2004 |
0 | Yes | low | 100.0 | 110.2 | 12.1 | 371.2x | 2088 |
| 9 | avanzini2008 |
0 | Yes | low | 125.5 | 129.4 | 4.5 | 295.9x | 1618 |
| 10 | negrete2024 |
0 | Yes | low | 133.5 | 136.0 | 1.5 | 278.2x | 1511 |
| 11 | delatorre2018 |
0 | Yes | low | 335.2 | 338.4 | 9.3 | 110.8x | 606 |
| 12 | pan2016 |
0 | Yes | low | 37135.4 | 37196.9 | 175.9 | 1.0x | 6 |
| Rank | Solver | Revolutions | prograde | Path | Median (µs) | Mean (µs) | IQR (µs) | Speedup | Rounds |
|---|---|---|---|---|---|---|---|---|---|
| 1 | gauss1809 |
0 | Yes | low | 30.0 | 30.5 | 0.5 | 1064.5x | 6832 |
| 2 | battin1984 |
0 | Yes | low | 33.7 | 34.3 | 0.3 | 947.0x | 6048 |
| 3 | jiang2016 |
0 | Yes | low | 44.1 | 44.7 | 0.8 | 723.6x | 4686 |
| 4 | der2011 |
0 | Yes | low | 44.3 | 44.9 | 0.7 | 720.6x | 4645 |
| 5 | mcelreath2025 |
0 | Yes | low | 51.8 | 52.4 | 0.8 | 615.7x | 3977 |
| 6 | izzo2015 |
0 | Yes | low | 71.0 | 71.9 | 1.1 | 449.4x | 2904 |
| 7 | arora2013 |
0 | Yes | low | 72.4 | 76.5 | 1.3 | 440.7x | 2860 |
| 8 | gooding1990 |
0 | Yes | low | 91.6 | 92.8 | 1.2 | 348.5x | 2233 |
| 9 | thorne2004 |
0 | Yes | low | 109.8 | 111.4 | 1.7 | 290.5x | 1878 |
| 10 | vallado2013 |
0 | Yes | low | 120.2 | 121.4 | 1.5 | 265.5x | 1690 |
| 11 | negrete2024 |
0 | Yes | low | 123.5 | 124.9 | 1.2 | 258.4x | 1628 |
| 12 | avanzini2008 |
0 | Yes | low | 137.2 | 139.3 | 1.8 | 232.6x | 1486 |
| 13 | delatorre2018 |
0 | Yes | low | 285.0 | 287.1 | 6.3 | 111.9x | 719 |
| 14 | pan2016 |
0 | Yes | low | 31904.7 | 31922.4 | 109.1 | 1.0x | 7 |
| Rank | Solver | Revolutions | prograde | Path | Median (µs) | Mean (µs) | IQR (µs) | Speedup | Rounds |
|---|---|---|---|---|---|---|---|---|---|
| 1 | battin1984 |
0 | Yes | low | 35.4 | 35.8 | 0.4 | 9.0x | 5767 |
| 2 | gauss1809 |
0 | Yes | low | 48.9 | 49.0 | 1.6 | 6.5x | 4280 |
| 3 | jiang2016 |
0 | Yes | low | 49.1 | 49.8 | 0.9 | 6.5x | 4215 |
| 4 | mcelreath2025 |
0 | Yes | low | 51.9 | 52.5 | 0.8 | 6.2x | 3961 |
| 5 | der2011 |
0 | Yes | low | 60.7 | 61.5 | 0.9 | 5.3x | 3398 |
| 6 | vallado2013 |
0 | Yes | low | 62.1 | 62.8 | 0.8 | 5.1x | 3272 |
| 7 | izzo2015 |
0 | Yes | low | 70.5 | 71.5 | 1.0 | 4.5x | 2924 |
| 8 | arora2013 |
0 | Yes | low | 72.8 | 73.8 | 0.9 | 4.4x | 2836 |
| 9 | gooding1990 |
0 | Yes | low | 92.5 | 93.6 | 1.2 | 3.5x | 2207 |
| 10 | pan2016 |
0 | Yes | low | 101.6 | 103.0 | 1.6 | 3.1x | 2007 |
| 11 | thorne2004 |
0 | Yes | low | 108.3 | 110.1 | 1.8 | 3.0x | 1890 |
| 12 | negrete2024 |
0 | Yes | low | 124.1 | 125.4 | 1.0 | 2.6x | 1620 |
| 13 | avanzini2008 |
0 | Yes | low | 146.1 | 155.1 | 10.5 | 2.2x | 1408 |
| 14 | delatorre2018 |
0 | Yes | low | 319.6 | 321.4 | 6.7 | 1.0x | 641 |