Sökning: "outage prediction."

Hittade 4 uppsatser innehållade orden outage prediction..

  1. 1. Machine Learning for Power Demand, Availability and Outage Forecasting for a Microgrid in Tezpur University-India

    Master-uppsats, Uppsala universitet/Institutionen för elektroteknik

    Författare :Veera Venkata Satya Surya Anil Babu Thumpala; [2021]
    Nyckelord :Machine Learning; Microgrid; Outage Forecasting; PV Production Forecasting; Energy Demand; Artificial Neural Network;

    Sammanfattning :  A sudden extreme change in the weather can result in significant impact onthe life system in the present-day scenario. A well-planned prediction for damage during extreme weather conditions can have minimal impact on the grid components and efficient response and recovery models. LÄS MER

  3. 2. Telecommunications Trouble Ticket Resolution Time Modelling with Machine Learning

    Master-uppsats, KTH/Matematisk statistik

    Författare :Axel Björling; [2021]
    Nyckelord :Machine learning; regression; classification; telecommunications trouble ticket resolution time; support vector machine; logistic regression; deep neural network; gradient boosted trees regression; Maskininlärning; regression; klassificering; avvikelserapport i telenät; lösningstid felanmälan; support vector machine; logistic regression; neurala nätverk; gradient boosted trees regression;

    Sammanfattning : This report explores whether machine learning methods such as regression and classification can be used with the goal of estimating the resolution time of trouble tickets in a telecommunications network. Historical trouble ticket data from Telenor were used to train different machine learning models. LÄS MER

  4. 3. Component importance indices and failure prevention using outage data in distribution systems

    Master-uppsats, KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Författare :Sindhu Kanya Nalini Ramakrishna; [2020]
    Nyckelord :outage; fault; distribution system; component importance indices; outage prediction.;

    Sammanfattning : Interruptions in power supply are inevitable due to faults in power system distribution network. These interruptions are not only expensive for the customers but also for the distribution system operator in the form of penalties. Increase in system redundancy or the use of component-specific sensors can help in reduction of interruptions. LÄS MER

  5. 4. On-board recursive state estimation for dead-reckoning in an autonomous truck

    Master-uppsats, KTH/Skolan för elektro- och systemteknik (EES)

    Författare :Francisco Martucci; [2014]
    Nyckelord :;

    Sammanfattning : Most of fully-autonomous vehicles are equipped with GPS devices in order to keep track of their exact location while driving towards any target destination. However, it is widely known that GPS systems are likely to fail under certain conditions, e.g., in long tunnels or during very bad weather conditions. LÄS MER