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Fabio Serra Pereira

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Sustainability.data

Germany · industrial data platform

Collect the machine’s data and classify what it says.

Confidential work

  • Machine data
  • Learning
lights up: measure, classify

Collection

From the machine to the central platform.

From the machine to the central platformTemperature, vibration and operation sensors on a machine fill a buffer. The batch goes to a server and to the Cumulocity platform, where filter, clustering and classification microservices light up the ring of indicators.temperaturevibrationoperationbufferserverCumulocityfilterclusteringclassificationindicators From the machine to the central platformTemperature, vibration and operation sensors on a machine fill a buffer. The batch goes to a server and to the Cumulocity platform, where filter, clustering and classification microservices light up the ring of indicators.temperaturevibrationoperationbufferserverCumulocityfilterclusteringclassificationindicators
Illustration of the flow described by the author. No real data.

Analysis

Filter, group, classify.

  1. FilterGray points. Four points outside the pattern fade and get an x.

    1 · filter

  2. GroupThe twenty remaining points move into place and take the color of three groups.

    2 · group

  3. ClassifyA new point comes in from the right and takes the color of the nearest group.

    3 · classify

Illustration of the method. Fictitious points.

Still open

Tools

  • temperature, vibration and operation
  • collection buffer
  • Cumulocity
  • microservices
  • filtering
  • clustering
  • classification

Document

Author’s account. No public document.

Next station

Next stationFlowFactoryA simulated factory. An agent decides when something fails. ← SuDPS