Loading Events

« All Events

  • This event has passed.

PhD-defence: Analysis of High Frequency Smart...

January 30, 2019 @ 13:00 - 16:00

Alexander Tureczek will be defending his PhD ”Analysis of High Frequency Smart Meter Energy Consumption Data” Wednesday, 30th of January 2019, at 13:00. Download programme here

The PhD thesis is part of the CITIES-project.

Principal supervisor: Senior Researcher Per Sieverts Nielsen, DTU Management Engineering

Co supervisors: Professor Henrik Madsen, DTU Compute

Examiners: Senior Researcher Geraldine Henningsen, DTU Management

Senior Quantitative Developer Fannar örn Thordarson, Ørsted

Professor Kjell Sand, Norwegian University of Science and Technology NTNU

There will be a reception in building 426 afterwards, in the common room downstairs.

 

From the abstract: As society moves towards increasing electrification in areas such as transportation, the future peak electricity demand may very well exceed the capacity of the electricity grid. Consumption flexibility is expected to play an important role in peak shaving and smart meters can help analyze demand. Electricity smart meters are capable of recording consumption at very high frequency, down to the minute. These recordings allow for unprecedented consumption insights and identification of consumption patterns and flexibility. This thesis investigates the ability of electricity smart-meter consumption data to be used for consumption clustering to identify consumer types and enable diverse tariff structures and thus incentivize flexible consumption patterns.

The thesis concludes that smart-meter data can be applied to identify consumption clusters, but the current prevailing methodology produce academically viable clusters with limited practical applicability. There are structures in the data that the methodology currently applied are unable to manage e.g. reduce the within cluster variance to such a degree that the clusters are uniquely defined and identifiable. Further research into methods for time series clustering is needed to control the cluster variance and enable distinct consumption clusters.

Danish abstract can be downloaded here and English abstract can be downloaded here

 

Details

Date:
January 30, 2019
Time:
13:00 - 16:00
Event Category:
Event Tags:
, , ,

Venue

DTU Lyngby Campus
Building 421, aud. 71
Kgs. Lyngby, 2800 Denmark

Organizers

CITIES
DTU Management Engineering
Latest Articles

Overskudsvarme kan gøre den frosne juleand g...

Varmeproduktionen fra køleanlæg i supermarkeder kan let genbruges internt og ledes ud i fjernvarmenettet, viser projektet Super Supermarkets med bl.a. CITIES-partnere. Gratis kogebog og to beregningsmetoder kan hjælpe supermarkeder, der vil i gang. Og lovændring vil gøre det endnu mere attraktivt. — Efter mange års tøven behandler Folketinget lige nu et lovforslag, der skal gøre …

Smart heat control makes holiday homes with p...

Holiday homes in Blåvand will significantly reduce CO2 emissions by controlling heating after the production of wind energy. The project – Flexible Energy Denmark (FED) is one of the new projects at Center Danmark. Smart varmestyring gør poolsommerhuse mere klimavenlige Sommerhuse i Blåvand skal reducere CO2-udledningen markant ved at styre opvarmningen efter produktionen af vindenergi. …