Westminster

Bottle Necks

  1. Cost of Electric Vehicles
  2. Range Anxiety
  3. Lack of public charging infrastructure

Chicken and Egg

  • Drivers unwilling to buy an EV until they see a sufficient level of infrastructure

  • Governments unwilling to invest in charge points until there is enough demand

  • What came first, the electric car or the charging post?

Dissertation Questions

  1. How many charge points do we need and where is the best place to put them?
  2. What type of chargers are most appropriate for Westminster?
  3. How can we quickly deploy are large amount of charging infrastructure?

Problems with Westminster

  • Few residents have off-street parking
  • Narrow pavements
  • Multiple driver types:
    • Fleet Vehicles
    • Taxis
    • Residents
    • Commuters
  • Old infrastructure
  • Large amount of traffic from surrounding boroughs

Modelling

  • Clustering charging data into characteristic charging behaviours (unsupervised DBSCAN).
  • Location Allocation of charge points (p-median).
  • Forecasting EV adoption and required infrastructure.
  • Using predictive algorithms to determine the characteristics of a good charging location.

Before Slide

After Slide