Benchmark catalog
Benchmarks
Flow Arena provides the private industrial 3D benchmark suite, while academic reference benchmarks calibrate the methodology and make comparisons easier to interpret. Together they currently include 194 evaluation results.
3D Industrial
Flow Arena
Our industrial-scale benchmark suite spanning faulted and unfaulted geology with two-phase flow under varied well controls. Two property types, three fault configurations, and two well control strategies.
12 datasets 4 models 100 results
2D 3D Published
Academic Benchmarks
Curated reservoir simulation ML benchmark datasets. Each includes field-specific metrics for direct comparison across model families.
4 datasets 8 models 94 results
All families
3D Flow Arena
Flow Arena
swat, pressure
- Results
- 100
- Models
- 4
- Steps
- 20
Grid
64 x 64 x 8-32
3D Wen et al., 2023
CO2 Nested
delta_pressure
- Results
- 5
- Models
- 3
- Steps
- 24
Grid
100 x 100 x 5 (nested LGR)
2D Wen et al., 2022
CO2 Radial
pressure, saturation
- Results
- 34
- Models
- 5
- Steps
- 24
Grid
96 x 200 (radial x vertical)
3D Tang et al., 2021
Two-Phase 3D Channels
pressure, sat
- Results
- 18
- Models
- 4
- Steps
- 10
Grid
40 x 40 x 20
2D Badawi & Gildin, 2024
Two-Phase Oil-Water
pressure, saturation
- Results
- 37
- Models
- 6
- Steps
- 40
Grid
40 x 40
Family
Dim
Fields
Timesteps
Grid
Results
Models
Source