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About customer CHORD X was founded in 2019 and is based in Singapore. Chord X is a maritime data analytics company that focuses on the energy management of large maritime assets. The key to our solution is delivering predictive maintenance and insights to optimise the performance and energy consumption of fleets.

In this collaboration with Neurons Lab, new models and algorithms were created that helped to reveal inefficiencies in the engine combustion process and generated new valuable insights into the possible root causes. These improvements also can be applied to reduce fuel consumption and emissions.
The Result

  • Before
    Rule-based and statistical models for root cause analysis of the fault analysis
    Visualisations of the engine combustion process for insights generation
  • After
    More advanced physics-derived feature sets for pressure curves analysis
    Physics-aware deep learning models for more accurate fault detection

The Solution

Chord X, in collaboration with technology and solutions consulting firm Neurons lab, set up alternative models and algorithms to identify anomalies across different vessel types, and identified an ensemble of solutions to surface insights that allow early alerts and notifications to prevent failure modes.

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