DATA ANALYTICS EXAMPLES
Challenges | Solutions | Results
Maintenance cost minimization via linear programming
Linear programming model for workers’ schedule in order to minimize costs
Factors to be considered: workers’ skillset and level, deadlines, penalties, travelling time, internal and external worker cost
Processing a whole year’s data takes too much time and memory
- MILP model in Python using CPLEX solver
- The parameters and objective are based on the mathematical equivalent of the real-life rules, constraints and expectations
- Geographically separated dataset allows reasonable runtime
Optimal balance between internal and external operator employment.
Labor and travel cost minimization, lead time reduction.