Peter Nijkamp Universidade de Amesterdãoapdsi.pt/uploads/news/id297/peter nijkampnew.pdf ·...

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Conferência – Crise, Sociedade da Informação e Poder Local 30 de Outubro de 2009 Auditório da Fundação Portuguesa das Comunicações Peter Nijkamp Universidade de Amesterdão Patrocínio: Patrocinadores Globais

Transcript of Peter Nijkamp Universidade de Amesterdãoapdsi.pt/uploads/news/id297/peter nijkampnew.pdf ·...

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Conferência – Crise, Sociedade da Informação e Poder Local 30 de Outubro de 2009

Auditório da Fundação Portuguesa das Comunicações

Peter NijkampUniversidade de Amesterdão

Patrocínio: Patrocinadores Globais

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Cell Phone Use and Urban Traffic Management: a Revolution inSpace-Time Geography?

Peter Nijkampcurrentcity.org

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Time-Spac Cilinder

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Topics• History of wireless location technology• Which data types can be retrieved• How these data types can be used to

create useful (transportation) applications• Review research projects and field test• Current city Amsterdam: an example• Issues regarding telecom data• Future work

currentcity.org

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History telecom network• 1982: CEPT create the Groupe Special Mobile

to develop 2G standard (GSM)• 1987: memorandum of understanding 13

countries to develop cellular system• 1991: first commercial launch• 1993: over million subscribers in 48 countries

operated by 70 carriers• 2009: 80% mobile market uses GSM in more

than 212 countries used over 3 billion people!• Recent market surveys show cellular phone

penetration reaches 100% in many countriescurrentcity.org

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Cell phone activity parameters

currentcity.org

• Location update and positioning technology– Databases (HLR and VLR)– Location areas and Cell id’s– Triangulation and Received Signal Strength (RSS)– AoA, ToA, TDoA, E-OTD

• Handovers• Cell dwell time• Communication counts

– Erlang– SMS– New calls, Duration of calls, Originating calls, Sum of

call length, Average call length

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GSM network Architecture

currentcity.org

BTSBase Transceiver

Stationcell

Base Station Controllers

Mobile Switching CentreHome/Visitor

Location Register

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Positioning technology

currentcity.org

Position obtained at the cell ID

level

Position obtained with triangulation

Position obtained with RSS

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Handovers• Handover (or handoff) is the switching of an on-going call to a

different channel or cell. It is the mechanism of managing a permanent connection when the phone moves through two cells of the network

• Together with the Mobile Switching Centers (MSC) they provide the call routing and roaming capabilities of GSM.

currentcity.org

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Cell dwell time

• Cell Dwell Time is the duration that a cellular phone remains associated to a base station between handover events

• In the literature this count is used on an individual cell basis and from multiple adjacent cells to estimate traffic congestion.

currentcity.org

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Call volume parameters

• Erlang– Erlang is one person hour of phone use.

Erlang data is aggregated and anonymous data in terms of usage time and depends on the number of communications and their duration

• SMS• New calls, Duration of calls, Originating

calls, Sum of call length, Average call length

currentcity.org

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Traffic parameters• OD matrices (handover, location update)

– Caceres et al., 2007; White and Wells, 2002; Sohn and Kim, 2008• Travel speed (handover)

– Caceres et al., 2008; Ygnance et .al., 2001; Thiesenhusen et. al., 2003; Fontaine and Smith, 2004; Birle and Wermuth, 2006; Bar-Gera, 2007

• Travel time (handover)– Caceres et .al., 2008; Linauer and Leish, 2003; Yim, 2003; Buisson, 2006;

Bar-Gera, 2007; Liu et al., 2008• Traffic flow (handover, call duration)

– Thiesenhusen et al., 2003; Caceres et al., 2007• Traffic congestion (call volume)

– Ygnance et al., 2001; Astarita, 2005; • Traffic density (Erlang)

– Ratti et al., 2006; Hansapalangkul et al., 2007; Pattara-Atikom et al., 2007• People presence / activity (network counters)

– Dal Fiore and Beinat, 2009; Vaccari et al, 2009

currentcity.org

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Historical review (I)Table: year, project name, promoters, location, cell

phone data, traffic estimation, results

• 15 years of research and field tests• First start CAPITAL project in 1994• Speed and time are most studied estimations• Projects are often initiated by Technology providers,

Telco’s and Transport agencies• Validation studies mostly carried out by Universities

currentcity.org

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Historical review (II)• Adoption is still limited, field is largely dominated by

R&D• Technology is promising but not yet developed for

large scale utilization• Accuracy early generated systems was not

sufficient to produce useful traffic information• Recent studies show better results however..• Transport agencies historically failed to define

suitable performance requirements• This causes problems for validation to draw clear

conclusionscurrentcity.org

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Current City AmsterdamGrowing interest in urban dynamics

> How many people are in that area? > Where are traffic jams? > Where are incidents or major events?> What percentage of people have left the area? > What is the current demand and supply of public

transportation? > How much CO2 was emitted today?> Is there a relation between energy consumption and the

presence of people> What’s the hottest spot in town now?

currentcity.org

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> People create the dynamics of the city

> A telecom network is a natural candidate to sense this dynamics

> It addresses the collective behavior of the city, rather than the physical parameters of the city

> It provides a new layer of information for essential services, in the public and private sector

> … and also opens technical and ethical challenges

currentcity.org

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VisualizationCurrent City Rome (2006)

currentcity.org

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currentcity.org

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Visualization – New Years Eve Current City Amsterdam (2008)

currentcity.org

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currentcity.org

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Data Collection, Processing and Analyzing

> anonymous > aggregated

> interpretation> processing > modeling

> time patterns> spatial patterns> flows, crowds

> real-time, operations> data mining, strategy

currentcity.org

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currentcity.org

~ 40 x 30 km

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Central Station

Rembrandtplein

Jordaan

WTC

Museumplein

currentcity.org

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`

Arena

Zuid Oost

currentcity.org

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currentcity.org

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World Trade Center

currentcity.org

00:00 12:0006:00 18:00

MondayTuesdayWednesdayThursdayFridaySaturdaySunday

Aggregared call intensity

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Source: bMA Amsterdam

currentcity.org

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Central Station

MondayTuesdayWednesdayThursdayFridaySaturdaySunday

Aggregared call intensity

00:00 12:0006:00 18:00

currentcity.org

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currentcity.org

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Amsterdam Arena

MondayTuesdayWednesdayThursdayFridaySaturdaySunday

Aggregared call intensity

00:00 12:0006:00 18:00

currentcity.org

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currentcity.org

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Rembrandtplein

MondayTuesdayWednesdayThursdayFridaySaturdaySunday

Aggregared call intensity

00:00 12:0006:00 18:00

currentcity.org

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Queens day (2008)

queensday

currentcity.org

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30 April 2008 14:30 currentcity.org

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Calls+SMS

RembrandtWTC

`

30 April

Visualization – Queens day Heartbeat of the city

Creating normality maps to detect anomaliescurrentcity.org

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currentcity.org

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VisualizationDemand & Supply Transportation

currentcity.org

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Issues regarding telecom data• Legal aspects and privacy

– Directive 2002/22/EC (driver E112)– Aggregated anonymous data– Directive 1995/46/EC (protection personal data)– Directive 2002/58/EC (location privacy)– Opt-in / Opt-out policy (perceived privacy concerns)

• Role transport agencies (need to balance between)– Regulation on privacy, data ownership, road safety,

interoperability, market structure, performance requirements, service of general economic interest…

currentcity.org

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Future work

• Develop new applications (Proof of Concepts) – crowd management– evacuation support for disaster management– traffic management inner city of Amsterdam– Incident management based on network activity

• Analyze of third generation telecom networks• Analyze of main sollution providers WLT

– Cellint, Intrix, ITIS Holding, Intellione, AIRSAGE, TomTOM, NAVTEQ, Globis Data..

currentcity.org

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currentcity.org

currentcity.org