Material properties and cover options using HYDRUS (2D/3D) for a large undrained sand dam in northern Alberta, Canada.
Why this work is in the frame
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Bibliographic record
Abstract
A flow and transport model was built to simulate the Southwest Sands Storage facility, which is a large oil sands tailings dam and impoundment located on the Mildred Lake oil sands lease in northern Alberta, Canada. Studying the flushing behavior and advancing the material characterization was achieved by building a two-dimensional cross section of 3000 m long and 40 m high (approx. 58,500 m2 in area) using HYDRUS (2D/3D). Building upon more than a decade’s worth of data and work by others, this study synthesised the existing material characteristics, corroborated and refined them, and performed future simulations.\nThe use of a variable (transient) boundary condition was invaluable to gaining insights into the material characteristics of oil sands tailings; a unique material. The horizontal hydraulic conductivity ranged between 0.137 m/d to 1.27 m/d and the anisotropy ratio was restrained between 1 and 20, in line with reference values. The porosity ranged between 0.35 and 0.40 which was also inline with previous works. The residual saturation ranged between 0.13 and 0.2 which was double to triple the reference values, however an evaluation of the reference Soil Water Characteristics Charts revealed curves without distinct inflection points and therefore difficult to determine a precise residual saturation value. These tailings curves start to break between 0.05 and 0.15 then gradually decline with increasing suction. The van Genuchten unsaturated parameters (alpha = 1.24, n = 1.7) were unique in comparison to those in the agricultural soils databases but within the range of previously reported values for dyke and tailings sand.\nThe parallel use of both a constant and a variable water flux boundary condition allowed for comparison of the future simulation results, which were of high fidelity. Under the as-is scenario (Future I) the TDS concentration of the dam will be greater than 1000 mg/L until around 2075, but because of the presence of the pond, two-thirds of the model section does not attenuate. Future simulations with remedial covers and landscaping (Futures II and III) had more holistic TDS attenuation distributions with dilution proportional to the amount of recharge. However, even the most restrictive recharge produces TDS concentrations of less than 1000 mg/L at the perimeter ditch after about 60 years due to the local flow system on Benches B and A and the influence of the Toe C ditch. \nRecharge rates are very important to reclamation success with topography and vegetation playing key roles. The competition for precipitation, which averages between 450 mm and 500 mm per year, in an area with high evaporation rates, means that the ideal cover should capture and transmit as much precipitation as possible. The transmissivity of the cover will be key to meeting the specific remedial goals and timelines.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it