Purpose and learning objectives
L04 · REBOUND N-body dynamics. This investigation develops a numerical method and tests its output against a declared benchmark, invariant, uncertainty model, or independent implementation.
- Run a specified scientific workflow from the pinned environment.
- Measure an explicit numerical or statistical diagnostic with units and provenance.
- Separate numerical error from physical model discrepancy and interpret a limitation.
Preparation, setup, and inputs
Software: CPython 3.14.6; dependencies in requirements.txt. From repository root run .venv/Scripts/python.exe materials/ASTR474/src/astr474_computations.py. Then use the corresponding CSV/JSON under materials/ASTR474/data/generated/. Required data: generated/nbody_conservation.csv.
Apparatus: computer with local CPU, terminal, text editor, and browser; no telescope, GPU, network account, or paid service is required. Preserve the generated input files and record file hash/version.
Model scope: Three-body orbital geometry is idealized; Astropy solar/Earth/Jupiter mass parameters are published physical constants.
Procedure
- Run the 12-year Sun-Earth-Jupiter WHFast experiment at 64, 128, and 256 steps per Earth year.
- Record relative energy error, relative angular-momentum error, scaled center-of-mass momentum error, particle masses, geometry, and total steps.
- Plot each invariant diagnostic against timestep; estimate the convergence slope from adjacent resolutions.
- Introduce a test close approach and explain why the hierarchy assumptions of WHFast may fail; select IAS15 or a hybrid integrator and state the required checks.
- Repeat one run from a saved initial-condition file and compare the state and checksums.
Measurement record
| Quantity | Value or field | Unit/convention | Source/method |
|---|---|---|---|
| Input configuration | Record solver, version, seed, timestep/grid/tolerance | As defined by the experiment | Command line and source file |
| Primary diagnostic | Record every resolution/sample/fit row, not just the preferred result | State units and normalization | Generated CSV/JSON |
| Independent reference | Across 12 years, the three-body WHFast relative energy error falls from 8.56e-12 at dt=5.707 d to 5.33e-13 at dt=1.427 d; angular-momentum and scaled momentum errors are tabulated separately. | As stated in the generated example | Analytic/JPL/invariant cross-check |
| Uncertainty/sensitivity | Repeat with changed resolution, seed, parameter, or method | Report interval or relative change | Student analysis |
Analysis and uncertainty
Timestep sweep quantifies discretization sensitivity. This is not a stability proof for arbitrary N-body initial conditions.
Plot the diagnostic against the controlled parameter; label axes, units, normalization, and reference. Explain any non-monotonic point rather than smoothing or dropping it. If propagating independent errors, state why independence is plausible; preserve correlated/common-mode terms separately.
Deliverables and assessment
- Runnable source or notebook export with command, package versions, and all input/output paths.
- One scientific figure plus a machine-readable table of measurements and convergence/sampling/residual diagnostics.
- A 700-1000 word technical report describing model, method, validation, uncertainty categories, and one failed assumption.
- A short claim-evidence table separating result, numerical check, and domain limitation.
Rubric: 30% correct method and setup; 25% validation and numerical diagnostics; 20% uncertainty/provenance; 15% physical interpretation; 10% clarity and reproducibility. Revisions and resubmissions are encouraged under the syllabus mastery policy.
Data and source provenance
Three-body orbital geometry is idealized; Astropy solar/Earth/Jupiter mass parameters are published physical constants. Provenance levels, request records, and source verification limits are documented in reference-log.md; generated files and seeds are documented in data/README.md.
References:
- NumPy 2.5 documentation, random Generator
- SciPy 1.18 documentation, solve_ivp
- SciPy 1.18 documentation, least_squares
- Astropy 8.0.1 documentation, units and constants
- REBOUND documentation, WHFast and units
- NASA/JPL Horizons API documentation
- Rein & Liu 2012, REBOUND: An open-source multi-purpose N-body code for collisional dynamics, A&A 537, A128
- Rein & Tamayo 2015, WHFast, MNRAS 452, 376-388