Simulators in Snap4City Digital Twins can be used in What-If analysis, plan and Optimisations
- Mobility and Transport: infrastructure, data, TLP, by Scenario or Wall City/area
- Traffic flow reconstruction: from sensors to full traffic flows (Meso, Macro) (Snap4City)
- Multimodal Traffic: cars, tram, busses, pedestrian (SUMO micro-meso + Snap4City meso-macro)
- https://www.snap4city.org/drupal/node/1084
- also for generating traffic flow data, for optimisation, dynamic routing, optimisation of semaphores, etc.
- https://www.snap4city.org/drupal/node/1022
- https://www.snap4city.org/drupal/node/1084
- Public Transport: match demand vs offer (Snap4City:DORAM1, DORAM2 beta + SUMO: micro-meso-macro)
- Routing, dynamic routing: micro, meso, macro scales (GraphHopper + Snap4City)
- Multimodal routing: micro, meso, macro scales (GraphHopper + Snap4City)
- Road Parking simulator and management system (Snap4City)
- KPI: travel time, emissions, waiting time, etc. (Snap4City, SUMO)
- Environment
- Impact on NO2, CO2 by traffic flow, heating emissions, wind, weather, etc. (Snap4City)
- Waste Collection Simulator and Management system (Snap4City)
- Energy
- Photovoltaic plant: home level, area data (Snap4City)
- Computing roof orientations and patterns from LIDAR data, positioning of PV panels (Snap4City)
- Smart Light management systems (by Snap4 srl, on top of Snap4City
- Other:
- 15 Min City Index: 13 subindexes, (Snap4City)
- SUMI indexes, partial; SUMP indexes, partial; SDG…; etc. (Snap4City)
- 3D Tiles from plant shape extrusions and patterning, Google 3D Tiles, working on other formats (Snap4City)
SUMO is integrated into Snap4City. So that you can create data for SUMO and see simulation on Snap4City dashboards and views.
Other simulators can be added and put in synergic execution with those reported above, all running on Kubernetes/containers, and exploiting CPU/GPU clusters (on your servers or on HPC infrastructure, and/or exploiting ClearML MLOps) and eventually other services via any kind of APIs.
