
Predictive maintenance
for oil well pumps
Halliburton is one of the world's largest providers in the energy industry. With around 60,000 employees in more than 80 countries, it helps its customers maximize value throughout the lifecycle of the reservoir. We partnered with them to implement a monitoring system for their oil pumps scattered across the United States.
About Halliburton
Headquarters: Houston, TX & Dubai
Founded: 1919
Market Cap: 18.78B (Dec 2019)
2000+ wells
monitored in real time
-50%
false positive alerts
Data domain
Total data control for the client
Absence of required data for a machine learning solution.
By building a custom data collection system, Tryolabs set the foundation for predictive maintenance of machinery, which was leveraged in a second stage of the project.
Approach
We implemented a solution using IoT devices attached to the already existing equipment, which allowed us to collect, analyze and later visualize data.
Stage 1
Data collection
Stage 2
Feature extraction
Stage 3