Sökning: "electricity consumer clustering"

Hittade 3 uppsatser innehållade orden electricity consumer clustering.

  1. 1. Finding Anomalous Energy ConsumersUsing Time Series Clustering in the Swedish Energy Market

    Master-uppsats, Umeå universitet/Institutionen för datavetenskap

    Författare :Lukas Tonneman; [2023]
    Nyckelord :time-series analysis; clustering; electricity consumer clustering; anomaly detection; gaussian mixture model; hierarchical clustering;

    Sammanfattning : Improving the energy efficiency of buildings is important for many reasons. There is a large body of data detailing the hourly energy consumption of buildings. This work studies a large data set from the Swedish energy market. LÄS MER

  2. 2. Load profiling and customer segmentation for demand-side management

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

    Författare :Anne Baril; [2023]
    Nyckelord :Smart meter data; TLP; customer segmentation; DSM; EE; D R; clustering; Data från smarta mätare; TLP; kundsegmentering; DSM; EE; D R; klustring;

    Sammanfattning : The energy transition is accompanied by massive electrification of uses and sectors such as transport. As a result, the pressure on the electricity grid is increasing, and the time to connect to the power system is lengthening. LÄS MER

  3. 3. Development of Typical Load Profiles on residential electricity consumption using attribute data on electric vehicles, heating systems and fuse sizes

    Uppsats för yrkesexamina på avancerad nivå, Uppsala universitet/Industriell teknik

    Författare :Aikaterini Manousidou; Martina Lundberg; [2022]
    Nyckelord :Typical Load Profiles; electric vehicles; load curves; smart grid; electrification; Velander formula;

    Sammanfattning : It is time to phase out fossil fuels and invest our efforts in green energy production through a major restructuring of the energy system. At the same time, more people are acquiring electric vehicles (EVs), thus creating a higher demand of electricity, and solar panels, allowing the consumer to also be a micro-producer. LÄS MER