Project Objectives: Unleashing the Power of Mobile Data
Modern mobile machines—from massive trucks to farm equipment—are data centers on wheels!
They constantly generate a treasure trove of information shared via networks like CAN.
The problem? Most companies lack the know-how to efficiently capture, decipher, and analyze this data,
leaving its huge economic value untapped. We're solving that!
This project will demonstrate how to:
1) Real-Time Data Gold Rush: J1939 Monitoring Exploration
We are diving deep to find the best technological solutions commercially available today for reading
standardized CAN-bus data in real-time and centralizing the collection.We'll map out all the pros
and cons! If current solutions don't meet the tough operational realities, we will develop the missing
ieces and you get to freely adopt those developments after the project.
2) From Raw Data to Brilliant Predictions
We're researching the perfect combination of data and Probabilistic Machine Learning (PML) to deliver powerful, useful predictions, e.g., the remaining lifespan of a specific machine! We will build several complete data pipelines and release them as open source. We focus on PML because its built-in reliability makes it vastly superior for real-world operations
3) Technological Validation: Prove It!
Together with you (and other participating companies), we will develop relevant case studies where we demonstrate the power of everything above, from start to finish! We'll decide the type and depth of these cases together at the project launch.
4) Economic Validation: Show Me Money!
We’ll work with you to map out your most expensive operational failures as the start of our technological validation. Then, we’ll analyze the massive savings potential of a broad rollout of the technology demonstrated.
The final result? This project will definitely prove the economic added value of predictive maintenance for mobile machines, giving you a relevant and powerful operational and financial edge!
