Essays about: "log analys"

Showing result 1 - 5 of 51 essays containing the words log analys.

  1. 1. AI/ML Development for RAN Applications : Deep Learning in Log Event Prediction

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

    Author : Yuxin Sun; [2023]
    Keywords : LSTM; Anomaly Detection; Failure Prediction; Log Mining; Deep Learning; LSTM; Anomali Detection; Failure Prediction; Log Mining; Deep Learning;

    Abstract : Since many log tracing application and diagnostic commands are now available on nodes at base station, event log can easily be collected, parsed and structured for network performance analysis. In order to improve In Service Performance of customer network, a sequential machine learning model can be trained, test, and deployed on each node to learn from the past events to predict future crashes or a failure. READ MORE

  3. 2. Supervised Failure Diagnosis of Clustered Logs from Microservice Tests

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

    Author : Amanda Strömdahl; [2023]
    Keywords : Supervised Learning; Failure Diagnosis; Clustered Log Data; Random Forest; SVM; MLP; Övervakad inlärning; feldiagnos; klustrad logg-data; Random Forest; SVM; MLP;

    Abstract : Pinpointing the source of a software failure based on log files can be a time consuming process. Automated log analysis tools are meant to streamline such processes, and can be used for tasks like failure diagnosis. This thesis evaluates three supervised models for failure diagnosis of clustered log data. READ MORE

  4. 3. Ekonomi och virkesproduktion för hyggesfritt respektive trakthyggesbruk : en analys av ekonomiska och produktionsmässiga konsekvenser

    University essay from SLU/Dept. of Forest Ecology and Management

    Author : Elias Källmark; Petter Tillberg; [2023]
    Keywords : trakthyggesbruk; hyggesfritt; blädningsbruk; skärmställning; hyggen; PlanWise; nuvärde; kalkylränta;

    Abstract : Skogsbruket som bedrivs i Sverige har under de senaste åren kritiserats av myndigheter och allmänheten. En ny skogsstrategi från EU har tagits fram för öka andelen skogsbruksmetoder, så som hyggesfria alternativ, som främjar den biologisk mångfalden samt minska koldioxidutsläppen från skogen och därav minska andelen trakthyggesbruk som bedrivs i dagsläget. READ MORE

  5. 4. How to Estimate Local Performance using Machine learning Engineering (HELP ME) : from log files to support guidance

    University essay from Linköpings universitet/Artificiell intelligens och integrerade datorsystem

    Author : Hugo Ekinge; [2023]
    Keywords : Machine learning; GRU; 1D-CNN; Transformer; log analysis; parameter estimation; regression; performance monitoring; deep learning; troubleshooting; support; Maskininlärning; GRU; 1D-CNN; Transformer; logganalys; parameteruppskattning; regression; prestandaövervakning; djupinlärning; felsökning; support;

    Abstract : As modern systems are becoming increasingly complex, they are also becoming more and more cumbersome to diagnose and fix when things go wrong. One domain where it is very important for machinery and equipment to stay functional is in the world of medical IT, where technology is used to improve healthcare for people all over the world. READ MORE

  6. 5. Measurement of mechanical vibrations : Measurement of ambient energy in the form of mechanical vibrations in transportation, storage and installment for the use of self-powered wireless sensor networks

    University essay from KTH/Skolan för industriell teknik och management (ITM)

    Author : Oskar Nordström; [2023]
    Keywords : ;

    Abstract : This project aims to explore the feasibility of using energy harvesting to create a self-powered sensor node that doesn't require batteries. The project was initiated by Ericsson, who identified a need to monitor their radio products during delivery to ensure they are not damaged by vibrations that exceed design specifications. READ MORE