Enabled a leading IT company to predict operations accurately and predicting the service cost
Supply Chain Scheduling & Route Optimization for an Oil & Gas company
About the Client
The Business Challenge
We built an IT Operations Analytics tool that will give the client access to accurate dashboards, predictive pricing, and predictive analytics.
What Aptus Data Labs Did
We devised and built a time-series forecasting analytics tool to allocate the number of TC (time-charted ships) and VC (voyage-chartered ships) in an optimized way.
The Impact Aptus Data Labs Made
The supply chain scheduling and route optimization tool helped the client to schedule the voyages accurately. The client was also able to reduce the logistics costs of the charter assignment.
The Business and Technology Approach
Aptus Data Labs used the following process to build a supply chain scheduling and route optimization tool to resolve the business challenge.
- Devised and built a heterogeneous resource allocation algorithm to allocate and optimize the number of TC and VC ships
- Cleansed and prepared historical data for processing
- Used historical data and Holt-Winters algorithm to forecast by time-series analysis and overcome the model’s seasonality effect
- Enabled linear distribution of the voyages in the model
- Calculated the posterior probability of each voyage trip in a given month using
- Used the resulting probability to determine future voyages
- Calculated the corresponding TC cost, VC cost, and the number of days of the round trip journey based on the determined voyages
- Fed the determined values to the algorithm to allocate the number of TC and VC to minimize the total charter
Tools used
- R
- RapidMiner
- Oracle Database
The Outcome
The supply chain scheduling and route optimization solution helped the client to predict the schedule for voyages for the following year efficiently. The client was able to minimize the total charter cost by planning and strategizing based on the predictive results. The client was also able to fully automate the voyage schedule generation reducing manual workforce and resources.
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