Episode
119

Data Modeling for Real-Time Applications: Strategies and Considerations

April 3, 2024
|
Duration:
2017641
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In This Episode:

Join energy coaches David Arkell and John Pooley, with guest Dev Jain, CEO at RailVision Analytics, with an episode all about data modelling. This episode features the nature of data, energy and GHG savings, a low-carbon future, and more. Check out our 360 Carbon Excellence Program.

Highlights

  • Data Complexity in Rail: The discussion highlights the diverse data types available in rail operations (e.g., static and time-series data) and the challenges companies face in utilizing this data for operational efficiency.
  • Targeted Rail Segments: RailVision Analytics serves a range of rail industry clients, including passenger, freight, and mining segments, each requiring tailored approaches for fuel and emissions management.
  • Focus on North American Market: While RailVision is currently North America-focused, Jain discusses the differences between North American and European rail infrastructures and the company's long-term global aspirations.
  • Balancing Efficiency and Punctuality: RailVision’s data models seek to maximize fuel efficiency without compromising punctuality, addressing the trade-offs faced by engineers and operators in real-world rail environments.

Key Insights

  • Behavioral Impact on Efficiency: While technology plays a significant role, engineer behavior is crucial for maximizing fuel savings. RailVision’s data insights encourage efficient driving techniques, promoting behavioral changes that enhance sustainability.
  • Static vs. Dynamic Data Integration: RailVision combines static data, such as track layouts, with dynamic, real-time data, like speed and train performance, to build adaptable models that continuously improve operational efficiency.
  • Challenges to Rail Electrification: Electrifying North American railroads faces significant barriers, including high infrastructure costs and operational differences compared to Europe, making widespread electrification unlikely in the short term.
  • Sustainability without Electrification: RailVision advocates for reducing emissions through optimized diesel efficiency, leveraging data-driven solutions to enhance performance. Diesel rail remains a more eco-friendly option compared to road transport for freight.
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