Title of article :
Highest-Level Implementation of Push–Relabel Algorithm to Solve Ultimate Pit Limit Problem
Author/Authors :
Talaie, Mahdi Department of Mining Engineering - Faculty of Engineering- Tarbiat Modares University - Tehran, Iran , Mousavi, Amin Department of Mining Engineering - Faculty of Engineering- Tarbiat Modares University - Tehran, Iran , Sayadi, Ahmad Reza Department of Mining Engineering - Faculty of Engineering- Tarbiat Modares University - Tehran, Iran
Abstract :
Nowadays due to the existence of the economic and geological uncertainties and the
increasing use of scenario-based project evaluation in the design of open-pit mines, it
is necessary to find an exact algorithm that can determine the ultimate pit limit in a
short period of time. Determining the ultimate pit limit is an important optimization
problem that is solved to define what will be eventually extracted from the ground,
and directly impacts the mining costs, revenue, choosing mining equipment, and
approximation of surface infrastructures outside the pit. This problem is solved in
order to maximize the non-discounted profit under the precedence relation (access)
constraints. In this paper, the Highest-Level Push-Relabel (HI-PR) implementation of
the push–relabel algorithm is discussed and applied in order to solve the ultimate pit
limit optimization problem. HI-PR uses the highest-label selection rule, global update,
and gap heuristics to reduce the computations. The proposed algorithm is implemented
to solve the ultimate pit limit for the nine real-life benchmark case study publicly
available on the Minelib website. The results obtained show that the HI-PR algorithm
can reach the optimum solution in a less computational time than the currently
implemented algorithms. For the largest dataset, which includes 112687 blocks and
3,035,483 constraints, the average solution time in 100 runs of the algorithm is 4 s,
while IBM CPLEX, as an exact solver, could not find any feasible solution in 24 hours.
This speeding-up capability can significantly improve the current challenges in the
real-time mine planning and reconciliation, where fast and reliable solutions are
required.
Keywords :
Graph Theory , HI-PR , Push–Relabel , Maximum Flow , Open Pit
Journal title :
Journal of Mining and Environment