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Apr 09, 2018

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    Complexity Science & Transport Systems

    Jeffrey Johnson & Joan Serras

    Design, Development, Environment & MaterialsThe Open University

    to infinity and beyond

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    The Complex Systems Perspective:

    Road systems - interconnected systems of dynamic systems.

    Many subsystems: Populations, roads, railways, land uses, regulations.All have multilevel structure, e.g. people, families,

    neighbourhoods, cities.All have dynamics => emergent dynamics of whole

    Subsystems have thousands or millions of partscan only be modelled on computers.

    How to represent and modelling huge heterogeneous multilevelroad systems such as the whole of the UK or Europe ?

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    You are here You came in here

    or hereor here

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    You are here

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    9/72 and youre still in England Wales !

    Theres a lot of stuff

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    10/72 how can we represent so much stuff ?

    Theres a lot of stuff

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    11/72 how can we represent so much stuff ?

    Theres a lot of stuff

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    12/72from micro to macro ?

    Theres a lot of stuff

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    Traffic Modelling Conference 31-March-2009 Open University

    Everything is becoming more & more connected

    MiltonKeynes

    Bedford

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    Traffic Modelling Conference 31-March-2009 Open University

    Everything is becoming more & more connected

    MiltonKeynes

    Bedford

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    Traffic Modelling Conference 31-March-2009 Open University

    Everything is becoming more & more connected

    MiltonKeynes

    Bedford

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    Traffic Modelling Conference 31-March-2009 Open University

    Everything is becoming more & more connected

    MiltonKeynes

    Bedford

    Cannot divide & rule

    - the are connected !

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    Traffic Modelling Conference 31-March-2009 Open University

    Objectives of the research

    To model road system in an holistic way such that:

    captures the dynamics of road traffic:

    microdynamics: e.g. shock wavesmacrodynamics: e.g. transmission of congestion

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    Traffic Modelling Conference 31-March-2009 Open University

    Objectives of the research

    To model road system in an holistic way such that:

    captures the dynamics of road traffic:

    microdynamics: e.g. shock wavesmacrodynamics: e.g. transmission of congestion

    includes all the smallest level links nothing left out!

    aggregates bottom-up dynamics no information loss!

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    Traffic Modelling Conference 31-March-2009 Open University

    Objectives of the research

    To model road system in an holistic way such that:

    captures the dynamics of road traffic:

    microdynamics: e.g. shock wavesmacrodynamics: e.g. transmission of congestion

    includes all the smallest level links nothing left out!

    aggregates bottom-up dynamics no information loss!

    distributes computation and data naturally acrossadministrative levels

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    Traffic Modelling Conference 31-March-2009 Open University

    Objectives of the research

    To model road system in an holistic way such that:

    captures the dynamics of road traffic:

    microdynamics: e.g. shock wavesmacrodynamics: e.g. transmission of congestion

    includes all the smallest level links nothing left out!

    aggregates bottom-up dynamics no information loss!

    distributes computation and data naturally acrossadministrative levels

    illustrate by huge road systems, e.g. London, Europe

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    Traffic Modelling Conference 31-March-2009 Open University

    Starting point: it is like this

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    Traffic Modelling Conference 31-March-2009 Open University

    Starting point: it is like this

    Plots of land zones

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    Traffic Modelling Conference 31-March-2009 Open University

    Starting point: it is like this

    Plots of land zones

    ActivityLand Uses

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    Traffic Modelling Conference 31-March-2009 Open University

    Starting point: it is like this

    Plots of land zones

    ActivityLand Uses

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    Traffic Modelling Conference 31-March-2009 Open University

    Starting point: it is like this

    origin

    destination

    Trips are madebetween locatedactivities

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    Traffic Modelling Conference 31-March-2009 Open University

    Starting point: it is like this

    origin

    destination

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    Traffic Modelling Conference 31-March-2009 Open University

    Starting point: it is like this

    origin

    destination

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    Traffic Modelling Conference 31-March-2009 Open University

    Starting point: it is like this

    origin

    destination

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    Traffic Modelling Conference 31-March-2009 Open University

    Starting point: it is like this

    origin

    destination

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    Traffic Modelling Conference 31-March-2009 Open University

    Starting point: it is like this

    origin

    destination

    A route traversesa set of zones atdifferent levels

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    Traffic Modelling Conference 31-March-2009 Open University

    Starting point: it is like this

    Plots aggregateinto larger areas

    zones

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    Traffic Modelling Conference 31-March-2009 Open University

    Zones aggregate into larger zones

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    Traffic Modelling Conference 31-March-2009 Open University

    Zones aggregate into larger zones

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    Traffic Modelling Conference 31-March-2009 Open University

    Zones aggregate into larger zones

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    Traffic Modelling Conference 31-March-2009 Open University

    Larger zones aggregate into even larger zones

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    Traffic Modelling Conference 31-March-2009 Open University

    Larger zones aggregate into even larger zones

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    Traffic Modelling Conference 31-March-2009 Open University

    Larger zones aggregate into even larger zones

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    Traffic Modelling Conference 31-March-2009 Open University

    Even larger zones aggregate into even larger zones

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    Traffic Modelling Conference 31-March-2009 Open University

    Even larger zones aggregate into even larger zones

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    Traffic Modelling Conference 31-March-2009 Open University

    and so on to zones for London, England, Europe,

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    Traffic Modelling Conference 31-March-2009 Open University

    We assume there is a hierarchical set of zones

    ZN-3 Z N-1 ZN ZN+2 ZN+k-1 ZN+k

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    Traffic Modelling Conference 31-March-2009 Open University

    We assume there is a hierarchical set of zones

    link between junction nodes

    kitchen

    houseplot,road

    segment

    ZN-3 Z N-1 ZN ZN+2 ZN+k-1 ZN+k

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    Traffic Modelling Conference 31-March-2009 Open University

    We assume there is a hierarchical set of zones

    link between junction nodes

    kitchen

    houseplot,road

    segment

    ZN-3 Z N-1 ZN ZN+2 ZN+k-1 ZN+k

    Abstract higher level lines(to be explained)

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    Traffic Modelling Conference 31-March-2009 Open University

    Define a set of nodes -

    where a vehicle can cross aroad zone boundary

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    Traffic Modelling Conference 31-March-2009 Open University

    Define a set of nodes -

    where a vehicle can cross aroad zone boundary

    A link is defined by a pair of nodes

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    Traffic Modelling Conference 31-March-2009 Open University

    Define a set of nodes -

    where a vehicle can cross aroad zone boundary

    A link is defined by a pair of nodes

    conventional links exist at Level N

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    Traffic Modelling Conference 31-March-2009 Open University

    A

    B

    A Level-N route is a set of Level N links

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    Traffic Modelling Conference 31-March-2009 Open University

    A

    B

    There are many N-Level routes between A and B

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    Traffic Modelling Conference 31-March-2009 Open University

    A

    B

    There are many N-Level routes between A and B

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    Traffic Modelling Conference 31-March-2009 Open University

    A

    B

    There are many N-Level routes between A and B

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    Traffic Modelling Conference 31-March-2009 Open University

    A

    B

    Let this set of routes be a Level N+2 Link

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    Traffic Modelling Conference 31-March-2009 Open University

    There are ~8000 Level-N routes between A and B

    AB

    ~ 20 routes ~ 20 routes ~ 20 routes

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    Traffic Modelling Conference 31-March-2009 Open University

    Put a N+2-level nodes on the boundaries

    AB

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    Traffic Modelling Conference 31-March-2009 Open University

    Make Level N+2 links and a Level N+2 route

    AB

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    Traffic Modelling Conference 31-March-2009 Open University

    Make Level N+2 links and a Level N+2 route

    AB

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    Traffic Modelling Conference 31-March-2009 Open University

    Make Level N+2 links and a Level N+2 route

    AB

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    Traffic Modelling Conference 31-March-2009 Open University

    We now have 20 + 20 + 20 + 1 = 61

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    Traffic Modelling Conference 31-March-2009 Open University

    We now have ~ 100,000 possible routes !

    AB

    ~ 50 routes ~ 50 routes ~ 50 routes

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    Traffic Modelling Conference 31-March-2009 Open University

    We now have ~150 + 9 = ~159

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    Traffic Modelling Conference 31-March-2009 Open University

    If the routes cross a Level N+3 Zone ..

    AB

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    Traffic Modelling Conference 31-March-2009 Open University

    AB

    make a Level N+3 link as the set of N+2 routes

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    Traffic Modelling Conference 31-March-2009 Open University

    AB

    Hierarchical routes used for routing trips

    Level N+2 linksLevel N+1 linksLevel N+1

    Level N linksLevel N links

    Within hierarchical zones, always use the highestlevel links available

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    Traffic Modelling Conference 31-March-2009 Open University

    AB

    Higher level links have lower variance !

    Level N+2 linksLevel N+1 linksLevel N+1

    Level N linksLevel N links

    relative

    frequenc

    y

    travel time, minutes travel time travel time, hours

    100%

    relative

    frequenc

    y

    relative

    frequency

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    Traffic Modelling Conference 31-March-2009 Open University

    AB

    Hierarchical routes used for routing trips

    Level N+2 linksLevel N+1 linksLevel N+1

    Level N linksLevel N links

    Note: higher level links have more stable flowand travel time statistics than lower level links initialisation heuristics ?

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    TRANSIMS from Micro simulation to Macro dynamics

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    Traffic Modelling Conference 31-March-2009 Open University

    TRANSIMS from Micro simulation to Macro dynamics

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    Traffic Modelling Conference 31-March-2009 Open University

    TRANSIMS from Micro simulation to Macro dynamics

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    Traffic Modelling Conference 31-March-2009 Open University

    TRANSIMS from Micro simulation to Macro dynamics

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    Traffic Modelling Conference 31-March-2009 Open University

    TRANSIMS from Micro simulation to Macro dynamics

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    Traffic Modelling Conference 31-March-2009 Open University

    Level N+7

    Level N+6

    Level N+5

    Level N+4

    Level N+3

    Level N+2

    Level N+1

    Level N

    Level N-1

    Level N-2

    Level N-3

    The World !

    Region (e.g. the Americas, Asia )

    Nation (e.g. USA, UK )

    State (e.g. Virginia, Buckinghamshire)

    City, rural region (e.g. New River Valley)

    Small town (e.g. Blacksburg, Milton Keynes)

    Neighbourhood (e.g. VT Campus)

    Conventional Links and zones

    Road segment, plot of land

    House, garden, garage

    Rooms

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    Research in Progress

    1. Devise new microlevel simulation

    2. Implement at microlevel for Milton Keynes

    3. Implement hierarchical routing schemes

    4. New synthetic micropopulation all properties

    5. Run the system for Milton Keynes

    6. extend to UK7. extend to Europe

    8. extend to infinity, and beyond !