I am attempting to build a computational optimization algorithm to reassign licenses within a given band with the objective of maximizing continuity and minimizing reassignments. The model’s main constraint is that licenses can’t overlap.
I’ve been struggling with identifying a good algorithm candidate, given the problem is not a simple one.
The problem is as follows:
The problem has two objectives:
- Maximize the continuity of assignments or minimize gaps between assignments
- Minimize reassignments of current licenses (optional objective)
The objectives are measured by two functions:
Constraints:
Although the model will eventually include multiple constraints, initially I'd like to only consider one. That being, licenses must not overlap.
Attached is a visualization of an example problem
Hi. based on the type of your optimization problem, Genetic Algorithm and Simulated Annealing are the best and the most applicable algorithms can use for optimization.
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