Development of a predictive maintenance use case for a federal authority
The possibility of meeting spare parts requirements for vehicles in the field is to be analysed with regard to Optimisation of warehousing.
Evaluation of the available data basis with regard to predictive maintenance projects
Recommendations regarding data availability to successfully implement predictive maintenance projects
Challenge
A federal agency experiences a large discrepancy betweenbetween actual demand and the stock of spare parts.for their vehicles in decentralised spare parts centres.store. A feasibility analysis is to be carried out to find out whether the need for spare parts through the use of predictive Maintenance predicted and stockpiling thereby can be optimised.
Solution
Development of a data model of the available datasources in close consultation with experts. Integration of external data sources such as weather and landdata, and interpolation of this data in order to apply it to the The system is also capable of transmitting the geo-positions of the vehicles. Development of simple statistical models on a PoC basis, to predict parts failures.
Result
In the federal agency, awareness was raised for the Requirement for data files and their availability achieved for the implementation of data science projects. Exemplary results of the statistical models can be be used to further advance the use case internally.drive.
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Challenge
An automotive company would like to visualise various market-specific data in order to create a Competitive analysis for the US market.
Solution
There will be a interactive and Flexible application, including of different maps with two different views implemented.
Result
Relevant markets are identifies, analyses and visualises. The dealer or the respective sales department have the possibility to compare the direct competition with their own product and to visualise the relevant data.
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