Mapping demand flexibility: A spatio-temporal assessment of flexibility needs, opportunities and response potential
| Autor: | Ye Huang, Neil Hewitt, Oluwasola O. Ademulegun, Patrick Keatley, Osaru Agbonaye |
|---|---|
| Rok vydání: | 2021 |
| Předmět: |
Flexibility (engineering)
Computer science Fair distribution 020209 energy Mechanical Engineering 02 engineering and technology Building and Construction Management Monitoring Policy and Law Energy transition Grid law.invention General Energy 020401 chemical engineering Market segmentation Risk analysis (engineering) law Electrical network 0202 electrical engineering electronic engineering information engineering 0204 chemical engineering Spatial analysis Constraint (mathematics) |
| Zdroj: | Applied Energy. 295:117015 |
| ISSN: | 0306-2619 |
| DOI: | 10.1016/j.apenergy.2021.117015 |
| Popis: | Demand flexibility is needed to manage the challenges of decarbonising the heating and transport sectors and integrating large shares of intermittent renewable generation. While existing literature has provided models for estimating the response potential of some flexible devices, they have not been applied to assess if the response in a location is sufficient to solve the grid issue. Grid issues such as constraint and congestions are geographical issues and hence can be studied through GIS analysis. This paper presents a methodology for the spatio-temporal assessment of demand flexibility opportunities, response potential and adequacy in solving various grid issues of a country. We provide a method that may be used to link the electrical network with socio-demographic spatial data when the low voltage network data is not available using the k-nearest neighbour classification algorithm. The proposed method was able to match neighbourhoods with their primary substation with an accuracy of 60–94%. By segmenting neighbourhoods based on various metrics, we perform a left-behind analysis to identify vulnerable consumer groups at risk of being left behind in the energy transition and propose a flexibility prioritisation model that ensures a fair distribution of flexibility opportunities across all locations. Finally, we present the Northern Ireland demand flexibility map, an interactive tool for use by system planners to help in developing an effective flexibility strategy as well as a flexibility implementation pathway for Northern Ireland. |
| Databáze: | OpenAIRE |
| Externí odkaz: |
|
Full Text from ScienceDirect