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Spatial t hinking and learnings u sing AIS data

Work in progress, phase 2/3 : developing the tools and methods A pilot study has been doneNext phase is implementation Partly funded by Vinnova ( Swedens Innovation Agency)Joint venture between Transport

Слайды и текст этой презентации

Слайд 1Spatial thinking and learnings using AIS data
Marcus Justesen, GIS-analyst
Ljubljana 2016-10-13

Spatial thinking and learnings using AIS dataMarcus Justesen, GIS-analystLjubljana 2016-10-13

Слайд 2Work in progress, phase 2/3 : developing the tools and

methods
A pilot study has been done
Next phase is implementation


Partly funded by Vinnova ( Swedens Innovation Agency)
Joint venture between Transport Analysis and Statistics Sweden (with a bit different objectives)

The Project – what are we doing?

Work in progress, phase 2/3 : developing the tools and methods A pilot study has been doneNext

Слайд 3The Project – what are we doing?
Port to port distance

calculations by:
Domestic/international/inland waters
ship type
List of vessels entered in Swedish ports
Passage

lines
Traffic in county regions

AIS data for Baltic Sea, years 2013-2015

Statistical results

Input

Output

The Project – what are we doing?Port to port distance calculations by:Domestic/international/inland watersship typeList of vessels entered

Слайд 4Challenges
Data must be restructured to better suit our purposes
Data should

be reduced
We will in the end only use a small

part of total data
Part of filtering the data must be done geographicaly
We must identify transports between Swedish ports
Lines must be created from points
Ports have to be created – using AIS data
ChallengesData must be restructured to better suit our purposesData should be reducedWe will in the end only

Слайд 5Restructuring data: creating lines
Four attributes are needed to create transport

lines between ports:
Ship id (MMSI)
Position
Time
Ports
This is not available to us

so must be created
Restructuring data: creating linesFour attributes are needed to create transport lines between ports:Ship id (MMSI)PositionTimePortsThis is not

Слайд 6Using AIS data to create ports

Using AIS data to create ports

Слайд 7High data resolution can be useful when creating ports
Approx. 10

High data resolution can be useful when creating portsApprox. 10 m

Слайд 8High data resolution can be useful when creating ports
Original data
Aggregated

data (10m resolution)
Low speed areas

High data resolution can be useful when creating portsOriginal dataAggregated data (10m resolution)Low speed areas

Слайд 9Ports, status and results
Work still in progress, but:
Rough port

areas created for all countries around Baltic Sea
Good port areas

created for Swedish ports

Ports, status and resultsWork still in progress, but: Rough port areas created for all countries around Baltic

Слайд 10Historical AIS data

Historical AIS data

Слайд 11Index of breakpoints
Leaving port area
Entering port area

Index of breakpointsLeaving port areaEntering port area

Слайд 12Index of breakpoints
From each exit to next enter in the

index a line can be created that represents the transports

between ports (or within regions)
Some advantages of this:
We only create the lines we are interested in, e.g. transports between Swedish ports
It makes us flexible and can create ad hoc tranport lines
Saves us data storage space

And we use this as input for the distance matrix model!
Index of breakpointsFrom each exit to next enter in the index a line can be created that

Слайд 13Distance matrix
Distances between ports is used to calculate transport

perfomance (tonne kilometers)
Distance between ports should equal distance of the

most common route.
A transportation network is created
Built from the line we created earlier, converted to raster with 1 km resolution.
Additionial weights are added to the network:
Destination
density
Most common route is calculated using shortest path analysis (the resulting route= route with least accumulated cost)
Distance matrix Distances between ports is used to calculate transport perfomance (tonne kilometers)Distance between ports should equal

Слайд 14Distance matrix
Distances between ports is used to calculate transport

perfomance (tonne kilometers)
Distance between ports should equal distance of the

most common route.
A transportation network is created
Built from the line we created earlier, converted to raster with 1 km resolution.
Additionial weights are added to the network:
Destination
density
Most common route is calculated using shortest path analysis (the resulting route= route with least accumulated cost)
Distance matrix Distances between ports is used to calculate transport perfomance (tonne kilometers)Distance between ports should equal

Слайд 15Distance matrix
Distances between ports is used to calculate transport

perfomance (tonne kilometers)
Distance between ports should equal distance of the

most common route.
A transportation network is created
Built from the line we created earlier, converted to raster with 1 km resolution.
Additionial weights are added to the network:
Destination
density
Most common route is calculated using shortest path analysis (the resulting route= route with least accumulated cost)

Real routes to Norrköping

Distance matrix Distances between ports is used to calculate transport perfomance (tonne kilometers)Distance between ports should equal

Слайд 16Distance matrix
Distances between ports is used to calculate transport

perfomance (tonne kilometers)
Distance between ports should equal distance of the

most common route.
A transportation network is created
Built from the line we created earlier, converted to raster with 1 km resolution.
Additionial weights are added to the network:
Destination
density
Most common route is calculated using shortest path analysis (the resulting route= route with least accumulated cost)

Real routes to Norrköping

Distance matrix Distances between ports is used to calculate transport perfomance (tonne kilometers)Distance between ports should equal

Слайд 17Thank you!
Marcus justesen, phone: +46 10 479 49 61
Marcus.justesen@scb.se



Thank you!Marcus justesen, phone: +46 10 479 49 61 Marcus.justesen@scb.se

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