Development and Implementation of Mine Ventilation Network Calibration Using a Two‑step Method - Mining, Metallurgy & Exploration (2024)
- Organization:
- Society for Mining, Metallurgy & Exploration
- Pages:
- 13
- File Size:
- 2294 KB
- Publication Date:
- Jan 13, 2024
Abstract
Calibrating an entire mine ventilation network model from survey data has long been considered a challenging and sometimes
impractical task. This paper proposes a solution to this issue with the development of a quadratic programming optimization
model. The optimization model takes the minimum modification of input resistances as the objective function, uses the mesh
pressure equations as equality constraints, and incorporates the lower limits of airway resistances as inequality constraints.
A two-step method is developed to solve the model, which includes finding an initial feasible solution and iteratively solving
the final solution using the active set method. A computer program has been developed to implement the optimization model.
To demonstrate its practicality, a study case using a 35-branch ventilation network is presented, which indicates that the
solution process converges after only 57 iterations, a significant improvement over the times of trial and error, which could
reach 3.4 × 1010
for the worst-case scenario. Additionally, it is shown that considering only the equality constraints results
in negative resistances, while incorporating the lower limits of resistance ensures that the corrected resistances are within
a reasonable range. Using the resistance corrected by the optimal model to simulate the ventilation system via traditional
methods generates quantities and fan pressures that perfectly match the measured values, eliminating the tedious process of
manually adjusting airway resistances repeatedly.
Citation
APA: (2024) Development and Implementation of Mine Ventilation Network Calibration Using a Two‑step Method - Mining, Metallurgy & Exploration (2024)
MLA: Development and Implementation of Mine Ventilation Network Calibration Using a Two‑step Method - Mining, Metallurgy & Exploration (2024). Society for Mining, Metallurgy & Exploration, 2024.