Essays about: "Kraftvärmeverkpannor"

Found 1 essay containing the word Kraftvärmeverkpannor.

  1. 1. Evaluation of machine learning methods for anomaly detection in combined heat and power plant

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Fredrik Carls; [2019]
    Keywords : Machine Learning; Anomaly detection; Fault detection; Health condition monitoring; Sensor surveillance; PHM; CHP Plant Boilers; k-Nearest Neighbor; One-Class Support Vector Machine; Auto-encoder; Maskininlärning; Anomalidetektion; Feldetektering; Tillståndsbevakning; Sensorövervakning; PHM; Kraftvärmeverkpannor; k-Nearest Neighbor; One-Class Support Vector Ma- chine; Auto-encoder;

    Abstract : In the hope to increase the detection rate of faults in combined heat and power plant boilers thus lowering unplanned maintenance three machine learning models are constructed and evaluated. The algorithms; k-Nearest Neighbor, One-Class Support Vector Machine, and Auto-encoder have a proven track record in research for anomaly detection, but are relatively unexplored for industrial applications such as this one due to the difficulty in collecting non-artificial labeled data in the field. READ MORE