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Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
	
  
	
  
What	
  We	
  Do	
  in	
  CASA	
  	
  
At	
  University	
  College	
  London	
  
	
  
Vassilis	
  Zachariadis	
  
	
  	
  
	
  
	
  	
  	
  	
  
	
  	
  	
  	
  
h#p://www.casa.ucl.ac.uk/	
  	
  
	
  
	
  
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
v.zachariadis@ucl.ac.uk	
  
	
  	
  
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Things	
  we	
  are	
  doing	
  
•  The	
  Simula+on	
  Modelling	
  Projects:	
  	
  
	
  	
  	
  	
  	
  	
  for	
  the	
  FCC,	
  land	
  use	
  transport	
  forecas9ng	
  models	
  
•  The	
  Mobility	
  Projects:	
  Insight	
  Project:	
  FP7	
  
	
  	
  	
  	
  	
  Review	
  of	
  Land	
  Use	
  Transport	
  Models	
  –	
  LUTI	
  	
  
•  The	
  Sensing	
  Projects:	
  Big	
  Data	
  
	
  	
  	
  	
  Subway	
  and	
  Taxi	
  Data	
  Flows;	
  Matching	
  Demand	
  and	
  Supply	
  
•  The	
  Science	
  of	
  Ci+es	
  Projects:	
  ERC	
  AdG	
  Mechanicity	
  
	
  Allometry	
  of	
  City	
  Sizes	
  –	
  Percola9on,	
  Ci9es	
  as	
  Networks	
  
•  Other	
  Projects:	
  EPSRC	
  Global	
  Dynamics,	
  Urban	
  Flow	
  Engine,	
  
ESRC	
  Talisman,	
  Several	
  Small	
  Projects	
  on	
  Visualising	
  3D	
  CiIes,	
  
City	
  Engine,	
  VR,	
  Social	
  Media	
  Data	
  etc.	
  	
  
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Amongst the first integrated urban models in
the UK were built for the Tyndall Centre for
Climate Change Cities program which
involved linking macro-economic and
demographic to land use, transport and
hydrological models dealing with flooding.
Here is the block diagram
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
The	
  Simula+on	
  Modelling	
  Projects:	
  	
  
	
  for	
  the	
  FCC,	
  land	
  use	
  transport	
  forecas9ng	
  models	
  –	
  this	
  is	
  the	
  
area	
  we	
  are	
  spinning	
  off	
  as	
  a	
  semi-­‐commercial	
  opera9on	
  –	
  to	
  
build	
  plaQorms	
  for	
  urban	
  land	
  use	
  transport	
  models	
  
Demographic
Microsimulation
Model
LUTI Model
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Demographic
Microsimulation
Model
LUTI Model
Leeds
Geography
Cambridge
Land
Economy
CASA -UCL
Leeds
Transport
Studies
Newcastle Civil Engineering
This Consortium was funded by NERC through RCUK
Led by Jim Hall (Oxford) who is involved in our platform
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
ENERGY - WATER
INTERMEDIATE INPUTS
FACTORS OF PRODUCTION
SERVICES
LAND
CAPITAL
LABOUR
generation of demand in each zone
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
DEMANDED
INPUT
emergence of prices and densities from constraints (mainly land and density)
PRODUCTION
LOCATION PRODUCTION
LOCATION
PRODUCTION
LOCATION
PRODUCTION
LOCATION
assignment of demand in production locations
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
The Structure of SIMULACRA
	
  
	
  
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
TesIng	
  the	
  Impact	
  of	
  Cross	
  Rail-­‐1	
  
	
  
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
SIMULACRA
A simplification and extension of one part of
SIMULACRA is being developed for the FCC
by CASA called the QUANT model that will
cover all areas of England and Wales in a
single model at the scale of middle layer
super output areas (average units of 7500
population, 7201 in total)
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
QUANT Outline
QUANT in one line:
Take n=7201 Census MSOA travel to work areas, compute n2=51,854,401
interactions and fit a mathematical model to the data based on distance.
Mean predicted O→D
flows
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
The	
  Mobility	
  Projects:	
  Insight	
  Project:	
  FP7	
  
	
  Land	
  Use	
  Transport	
  Models	
  –	
  LUTI	
  and	
  the	
  development	
  of	
  an	
  
agent	
  based	
  model	
  of	
  London	
  and	
  the	
  Outer	
  Met	
  Area	
  –	
  
simulates	
  some	
  400,000	
  households	
  trip	
  paVerns	
  using	
  
acIvity	
  model	
  
EvaluaIon	
  of	
  model	
  performance	
  –	
  focus	
  in	
  
London	
  
Transport	
  infrastructure	
  (supply)	
  
–  Road	
  network	
  
–  Public	
  transport	
  services:	
  tube,	
  bus,	
  	
  
–  overground,	
  DLR,	
  rail	
  
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
~520k road links
https://vimeo.com/119354430
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
The	
  Sensing	
  Projects:	
  Big	
  Data	
  
	
  Subway	
  and	
  Taxi	
  Data	
  Flows;	
  
Matching	
  Demand	
  and	
  Supply	
  
Smart	
  Card	
  Data	
  
	
  
Oyster	
  Card	
  Taps	
  
Tap	
  at	
  start	
  and	
  end	
  of	
  train	
  journeys	
  
Tap	
  at	
  start	
  only	
  on	
  buses	
  
Accepted	
  at	
  695	
  Underground	
  and	
  rail	
  
staIons,	
  and	
  on	
  thousands	
  of	
  buses	
  
991	
  million	
  Oyster	
  Card	
  taps	
  over	
  
Summer	
  2012	
  –	
  this	
  is	
  big	
  data	
  
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
h?p://www.simulacra.info/	
  	
  
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Oyster	
  Card	
  Data	
  –	
  interpreIng	
  urban	
  structure,	
  mulItrips,	
  etc.	
  	
  
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
We	
  can	
  examine	
  origins	
  volumes,	
  desInaIon	
  volumes	
  separately	
  
and	
  we	
  are	
  doing	
  but	
  here	
  we	
  will	
  simply	
  add	
  these	
  together	
  
as	
  total	
  volumes	
  –	
  in	
  this	
  sense	
  they	
  will	
  not	
  have	
  meaning	
  
any	
  longer	
  as	
  trips	
  
	
  
We	
  will	
  now	
  examine	
  the	
  
profiles	
  of	
  behaviour	
  during	
  
the	
  24	
  hour	
  day	
  to	
  provide	
  
some	
  sense	
  of	
  the	
  problem	
  
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Entries
Leakage
Exits
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
ParIcular	
  Events:	
  Weekdays,	
  Saturdays	
  and	
  Sundays	
  
2am 4am 6am 8am 10am 12pm 2pm 4pm 6pm 8pm 10pm 12am 2am 4am
−100
0
100
200
300
400
500
600
700
800
900
Time of Day
NumberofEvents
Entry at Arsenal (10 Mn. Intervals)
Weekday
Saturday
Sunday
2am 4am 6am 8am 10am 12pm 2pm 4pm 6pm 8pm 10pm 12am 2am 4am
−1000
−800
−600
−400
−200
0
200
400
600
800
1000
Time of Day
NumberofEvents
Entry at Bank (10 Mn. Intervals)
Weekday
Saturday
Sunday
2am 4am 6am 8am 10am 12pm 2pm 4pm 6pm 8pm 10pm 12am 2am 4am
−150
−100
−50
0
50
100
150
Time of Day
NumberofEvents
Entry at Bayswater (10 Mn. Intervals)
Weekday
Saturday
Sunday
2am 4am 6am 8am 10am 12pm 2pm 4pm 6pm 8pm 10pm 12am 2am 4am
−500
−400
−300
−200
−100
0
100
200
300
400
Time of Day
NumberofEvents
Entry at Camden Town (10 Mn. Intervals)
Weekday
Saturday
Sunday
Nightlife
Work
Tourism?
Events
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Circle and District line
part closure
From Edgware Road to
Aldgate/Aldgate East
19th July 2012
07:49 to 12:04
1234022 Oyster Cards
with regular pattern
during disrupted time
period travelled
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Increased Travel Time
Greater than 2SD above mean increase on usual
travel time for that Oyster Card
Size equal to proportion of users that regularly travel from station
during time period, and travelled that during disruption
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Exemplar	
  4:	
  The	
  Public	
  Bike	
  Scheme:	
  Local	
  Rou9ng	
  and	
  
Local	
  Models	
  of	
  Movement
	
  
	
  	
   Bikes Data – 4200 bikes, started Nov 2010, all the data–
everything – all trips, all times, all stations/docks
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Geolocated Tweets and estimated activity patterns.
Colours reflect estimated activity (Red: Offices, Yellow: Retail, Green: Leisure, Cyan: Rail).
https://www.youtube.com/watch?v=seH0GkKb36I
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
New York London Paris Moscow
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Modelling and Visualising Pedestrian Congestion in Neighbourhoods
and Large Building Complexes
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Modelling and Visualising Pedestrian Congestion in Neighbourhoods and Large Building Complexes
https://www.youtube.com/watch?v=QWuHTXufElU
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
The	
  Science	
  of	
  Ci+es	
  Projects:	
  ERC	
  AdG	
  Mechanicity	
  
	
  Allometry	
  of	
  City	
  Sizes	
  –	
  Percola9on,	
  Ci9es	
  as	
  Networks	
  
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Shi`s	
  in	
  Traffic	
  Accessibility	
  if	
  all	
  Bridges	
  across	
  the	
  Thames	
  are	
  Inoperable	
  
as	
  far	
  West	
  as	
  Hammersmith	
  
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Shi`s	
  in	
  Traffic	
  Accessibility	
  if	
  all	
  Bridges	
  across	
  the	
  Thames	
  are	
  Inoperable	
  
as	
  far	
  West	
  as	
  Hammersmith	
  
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Other	
  Projects:	
  Several	
  Small	
  Projects	
  on	
  Visualising	
  3D	
  CiIes,	
  City	
  Engine,	
  VR,	
  
Social	
  Media	
  Data	
  etc.	
  EPSRC	
  Global	
  Dynamics,	
  Urban	
  Flow	
  Engine,	
  ESRC	
  Talisman,	
  	
  
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
SimulaIng	
  Crowds:	
  Fine	
  Scale	
  Modelling	
  and	
  Sensing	
  	
  
	
  In	
  a	
  different	
  tradiIon	
  but	
  one	
  
which	
  is	
  rapidly	
  converging	
  with	
  
our	
  interests	
  in	
  sensing	
  and	
  
networks,	
  we	
  have	
  developed	
  a	
  
number	
  of	
  pedestrian	
  models,	
  first	
  
for	
  the	
  Nofng	
  Hill	
  Carnival,	
  and	
  
then	
  for	
  many	
  town	
  centres	
  
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
We	
  are	
  now	
  working	
  
on	
  fine	
  scale	
  models	
  
which	
  are	
  mirror	
  
diffusion	
  and	
  spread	
  in	
  
situaIons	
  ranging	
  from	
  
epidemics	
  to	
  
evacuaIon	
  and	
  
shopping.	
  
	
  
We	
  have	
  a	
  simple	
  
model	
  of	
  epidemics	
  on	
  
networks	
  in	
  London	
  
and	
  we	
  are	
  looking	
  at	
  
evacuaIons	
  of	
  major	
  
shopping	
  centres	
  such	
  
as	
  Covent	
  Garden	
  
(right)	
  
Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
Thanks	
  	
  
h#p://blogs.casa.ucl.ac.uk/	
  	
  
h#p://www.casa.ucl.ac.uk/	
  	
  
	
  
Acknowledgements	
  
	
  
Michael	
  Ba#y,	
  Andy	
  Hudson-­‐Smith,	
  Richard	
  Milton,	
  Oliver	
  O’Brien,	
  Stephen	
  Gray,	
  
Fabian	
  Neuhaus,	
  Pete	
  Ferguson,	
  Mar9n	
  Austwick,	
  Joan	
  Serras,	
  Camilo-­‐Vargas-­‐Ruiz,	
  
Paul	
  Longley,	
  Jon	
  Reades,	
  Ed	
  Manley,	
  Anders	
  Johansson,	
  Elsa	
  Arcaute	
  

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UCL CASA Projects Spatial Analysis Modelling Mobility Sensing Science Cities

  • 1. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis     What  We  Do  in  CASA     At  University  College  London     Vassilis  Zachariadis                         h#p://www.casa.ucl.ac.uk/         Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis v.zachariadis@ucl.ac.uk      
  • 2. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis Things  we  are  doing   •  The  Simula+on  Modelling  Projects:                for  the  FCC,  land  use  transport  forecas9ng  models   •  The  Mobility  Projects:  Insight  Project:  FP7            Review  of  Land  Use  Transport  Models  –  LUTI     •  The  Sensing  Projects:  Big  Data          Subway  and  Taxi  Data  Flows;  Matching  Demand  and  Supply   •  The  Science  of  Ci+es  Projects:  ERC  AdG  Mechanicity    Allometry  of  City  Sizes  –  Percola9on,  Ci9es  as  Networks   •  Other  Projects:  EPSRC  Global  Dynamics,  Urban  Flow  Engine,   ESRC  Talisman,  Several  Small  Projects  on  Visualising  3D  CiIes,   City  Engine,  VR,  Social  Media  Data  etc.    
  • 3. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis Amongst the first integrated urban models in the UK were built for the Tyndall Centre for Climate Change Cities program which involved linking macro-economic and demographic to land use, transport and hydrological models dealing with flooding. Here is the block diagram
  • 4. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis The  Simula+on  Modelling  Projects:      for  the  FCC,  land  use  transport  forecas9ng  models  –  this  is  the   area  we  are  spinning  off  as  a  semi-­‐commercial  opera9on  –  to   build  plaQorms  for  urban  land  use  transport  models   Demographic Microsimulation Model LUTI Model
  • 5. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis Demographic Microsimulation Model LUTI Model Leeds Geography Cambridge Land Economy CASA -UCL Leeds Transport Studies Newcastle Civil Engineering This Consortium was funded by NERC through RCUK Led by Jim Hall (Oxford) who is involved in our platform
  • 6. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis ENERGY - WATER INTERMEDIATE INPUTS FACTORS OF PRODUCTION SERVICES LAND CAPITAL LABOUR generation of demand in each zone
  • 7. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis DEMANDED INPUT emergence of prices and densities from constraints (mainly land and density) PRODUCTION LOCATION PRODUCTION LOCATION PRODUCTION LOCATION PRODUCTION LOCATION assignment of demand in production locations
  • 8. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis The Structure of SIMULACRA    
  • 9. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
  • 10. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
  • 11. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
  • 12. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
  • 13. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis TesIng  the  Impact  of  Cross  Rail-­‐1    
  • 14. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
  • 15. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
  • 16. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
  • 17. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
  • 18. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
  • 19. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
  • 20. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
  • 21. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
  • 22. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
  • 23. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
  • 24. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis SIMULACRA A simplification and extension of one part of SIMULACRA is being developed for the FCC by CASA called the QUANT model that will cover all areas of England and Wales in a single model at the scale of middle layer super output areas (average units of 7500 population, 7201 in total)
  • 25. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis QUANT Outline QUANT in one line: Take n=7201 Census MSOA travel to work areas, compute n2=51,854,401 interactions and fit a mathematical model to the data based on distance. Mean predicted O→D flows
  • 26. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis The  Mobility  Projects:  Insight  Project:  FP7    Land  Use  Transport  Models  –  LUTI  and  the  development  of  an   agent  based  model  of  London  and  the  Outer  Met  Area  –   simulates  some  400,000  households  trip  paVerns  using   acIvity  model   EvaluaIon  of  model  performance  –  focus  in   London   Transport  infrastructure  (supply)   –  Road  network   –  Public  transport  services:  tube,  bus,     –  overground,  DLR,  rail  
  • 27. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
  • 28. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
  • 29. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis ~520k road links https://vimeo.com/119354430
  • 30. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis The  Sensing  Projects:  Big  Data    Subway  and  Taxi  Data  Flows;   Matching  Demand  and  Supply   Smart  Card  Data     Oyster  Card  Taps   Tap  at  start  and  end  of  train  journeys   Tap  at  start  only  on  buses   Accepted  at  695  Underground  and  rail   staIons,  and  on  thousands  of  buses   991  million  Oyster  Card  taps  over   Summer  2012  –  this  is  big  data  
  • 31. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis h?p://www.simulacra.info/    
  • 32. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis Oyster  Card  Data  –  interpreIng  urban  structure,  mulItrips,  etc.    
  • 33. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis We  can  examine  origins  volumes,  desInaIon  volumes  separately   and  we  are  doing  but  here  we  will  simply  add  these  together   as  total  volumes  –  in  this  sense  they  will  not  have  meaning   any  longer  as  trips     We  will  now  examine  the   profiles  of  behaviour  during   the  24  hour  day  to  provide   some  sense  of  the  problem  
  • 34. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis Entries Leakage Exits
  • 35. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis ParIcular  Events:  Weekdays,  Saturdays  and  Sundays   2am 4am 6am 8am 10am 12pm 2pm 4pm 6pm 8pm 10pm 12am 2am 4am −100 0 100 200 300 400 500 600 700 800 900 Time of Day NumberofEvents Entry at Arsenal (10 Mn. Intervals) Weekday Saturday Sunday 2am 4am 6am 8am 10am 12pm 2pm 4pm 6pm 8pm 10pm 12am 2am 4am −1000 −800 −600 −400 −200 0 200 400 600 800 1000 Time of Day NumberofEvents Entry at Bank (10 Mn. Intervals) Weekday Saturday Sunday 2am 4am 6am 8am 10am 12pm 2pm 4pm 6pm 8pm 10pm 12am 2am 4am −150 −100 −50 0 50 100 150 Time of Day NumberofEvents Entry at Bayswater (10 Mn. Intervals) Weekday Saturday Sunday 2am 4am 6am 8am 10am 12pm 2pm 4pm 6pm 8pm 10pm 12am 2am 4am −500 −400 −300 −200 −100 0 100 200 300 400 Time of Day NumberofEvents Entry at Camden Town (10 Mn. Intervals) Weekday Saturday Sunday Nightlife Work Tourism? Events
  • 36. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis Circle and District line part closure From Edgware Road to Aldgate/Aldgate East 19th July 2012 07:49 to 12:04 1234022 Oyster Cards with regular pattern during disrupted time period travelled
  • 37. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis Increased Travel Time Greater than 2SD above mean increase on usual travel time for that Oyster Card Size equal to proportion of users that regularly travel from station during time period, and travelled that during disruption
  • 38. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis Exemplar  4:  The  Public  Bike  Scheme:  Local  Rou9ng  and   Local  Models  of  Movement       Bikes Data – 4200 bikes, started Nov 2010, all the data– everything – all trips, all times, all stations/docks
  • 39. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis
  • 40. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis Geolocated Tweets and estimated activity patterns. Colours reflect estimated activity (Red: Offices, Yellow: Retail, Green: Leisure, Cyan: Rail). https://www.youtube.com/watch?v=seH0GkKb36I
  • 41. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis New York London Paris Moscow
  • 42. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis Modelling and Visualising Pedestrian Congestion in Neighbourhoods and Large Building Complexes
  • 43. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis Modelling and Visualising Pedestrian Congestion in Neighbourhoods and Large Building Complexes https://www.youtube.com/watch?v=QWuHTXufElU
  • 44. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis The  Science  of  Ci+es  Projects:  ERC  AdG  Mechanicity    Allometry  of  City  Sizes  –  Percola9on,  Ci9es  as  Networks  
  • 45. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis Shi`s  in  Traffic  Accessibility  if  all  Bridges  across  the  Thames  are  Inoperable   as  far  West  as  Hammersmith  
  • 46. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis Shi`s  in  Traffic  Accessibility  if  all  Bridges  across  the  Thames  are  Inoperable   as  far  West  as  Hammersmith  
  • 47. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis Other  Projects:  Several  Small  Projects  on  Visualising  3D  CiIes,  City  Engine,  VR,   Social  Media  Data  etc.  EPSRC  Global  Dynamics,  Urban  Flow  Engine,  ESRC  Talisman,    
  • 48. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis SimulaIng  Crowds:  Fine  Scale  Modelling  and  Sensing      In  a  different  tradiIon  but  one   which  is  rapidly  converging  with   our  interests  in  sensing  and   networks,  we  have  developed  a   number  of  pedestrian  models,  first   for  the  Nofng  Hill  Carnival,  and   then  for  many  town  centres  
  • 49. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis We  are  now  working   on  fine  scale  models   which  are  mirror   diffusion  and  spread  in   situaIons  ranging  from   epidemics  to   evacuaIon  and   shopping.     We  have  a  simple   model  of  epidemics  on   networks  in  London   and  we  are  looking  at   evacuaIons  of  major   shopping  centres  such   as  Covent  Garden   (right)  
  • 50. Centre for Advanced Spatial Analysis, University College LondonCentre for Advanced Spatial Analysis Thanks     h#p://blogs.casa.ucl.ac.uk/     h#p://www.casa.ucl.ac.uk/       Acknowledgements     Michael  Ba#y,  Andy  Hudson-­‐Smith,  Richard  Milton,  Oliver  O’Brien,  Stephen  Gray,   Fabian  Neuhaus,  Pete  Ferguson,  Mar9n  Austwick,  Joan  Serras,  Camilo-­‐Vargas-­‐Ruiz,   Paul  Longley,  Jon  Reades,  Ed  Manley,  Anders  Johansson,  Elsa  Arcaute