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Using data to keep London
moving
Roland Major – Enterprise Architect
Agenda
§Business Context
§Conceptual Architecture
§Examples of components
§Review
Breadth of Transport for London
§ 30 million journeys daily
§ In addition to all road and rail
transport, we look after rivers, assisted
travel, taxi and private hire regulation
§ We do much more also from education
to running the world’s largest out of
home advertising estate of its type
§ We’re 150 years old and chock full of
heritage and design assets
Road Space Management
§ Sponsorship
- Own the improvement strategy for the TLRN
- Engage with a wide range of customers and external stakeholders
- Deliver user benefits that are clearly defined and measured
§ Outcome Delivery
- highways design and engineering
- traffic modelling capability
- intelligent control of traffic signals
- Monitor, analyse and optimise road network performance
§ Operations
- 24/7 Operation to keep London moving
- Real-time incident management through LSTCC
- Assess and coordinate works and schemes to minimise disruption on TfL’s roads
Wikipedia Definition
§ Digital transformation is the change associated with the application
of digitaltechnology in all aspects of human society. ...
§ The transformation stage means that digital usages inherently enable new types
of innovation and creativity in a particular domain, rather than simply enhance and
support the traditional methods.
The proposition
§ Understand the impact of cloud native
§ How do we support portals and data mashups
§ How is the breadth of data incorporated in a relevant display
§ How flexible and future proof
§ CAPEX v OPEX
Conceptual Architecture
Key Characteristics
§ Bringing information and insight
closer to decisions
- Locale, map based UI
- Timely, event driven not batch
- Trusted, consistent and accurate
§ Public cloud hosted
§ Reusable commodity platforms
§ Open Standards
Integration
Data Hub
Collaboration
and Innovation
Analytics and
Visualisation
Data Driven
Operational
Applications
Secure Enclave
Data Driven
Operational
Applications
Secure Enclave
Data Hub
Commodity Cloud
§ Scalable Object Store S3
§ Persistence Services (SQL and No SQL) Aurora +Dynamo
§ Elastic Search
§ Spark
§ Compute EC2
Configured Platform Services
§ Spatial - ESRI
§ Data Warehouse - Oracle RDBMS +Redshift
§ SOA Platform – WS02
Data Hub
Public Interfaces
§We currently provide a number of (digital)
road information sets including:
- Incidents - Live traffic information and
planned works/events disruption.
Includes planned closures.
- Road status tool – Web interface
- VMS (including some journey times),
JamCams, Post Code impact areas and
Other Camera locations.
Many users, applications and value added
providers
Analytics and Visualisation
§ Everything we monitor is linked in time and place
§ Improvement in identifying effects and finding cause
§ Balance of models and sensors
§ Where you have multiple data sources how do you bring these
together to inform you of new insight
§ How feasible is prediction ?
Analytics Summary
§ Looking into how we present data and how trusted is it,
differentiating
- Modelled
- Measured low density sensors
- Measured high density sensors
§ Bringing multiple dimensions together coherently is the key feature
§ Planning and Operational co-ordination activities need and use the
same information
§ How to introduce real time analytics
Operational Systems
§ TfL has an operations center which coordinates on the day
activities across Surface
§ Many events are planned, some events just occur
§ Plan à Do à Review
§ Situational Awareness is important
§ Silo systems just do not work
Situational Awareness
§ Should be common across operations
§ The ability to understand what is happening
§ The ability to identify where things are unusual - quickly
§ Sensor coverage is seen as limiting factor
§ Waze data is being trialed
Situational Awareness
§ Trial of Waze crowdsourced has
just started
§ Early results are promising for
incident detection
§ Solution combines several data
sources to enrich real time view
§ Management views and
dashboard included
Situational Awareness
§ Needs Filters and Alerts
§ Areas of Interest
§ Design is evolving
rapidly
Traffic Control Sensors
§ We have about 14,000 sensors measuring junctions approaching junctions
§ This data is currently used by the Real Time Control to manage optimisation
§ We have been investigating how it can be processed for insight
- Scale 780 Million events per day
- Latency to data center circa 1 Second
- Resolution 250mS scans
Traffic Sensors and derived flow
Key points
§ Sensor data is great for modern analytics platforms
§ Meta data preparation is the hardest part
§ Its completely anonymous
§ Granularity of data gives early identification of incidents
§ ML predictions out to 45 mins, are quickly running at >80% accuracy
§ Complex network, understanding its dynamics needs a lot of work
Operation Technology
§ Traffic Management Act Notifications (TMAN) - A dedicated interface between
London boroughs and TfL enabling the balanced delivery of major schemes and
works on the TLRN and SRN
§ Forward Planning Tool - An advance planning tool that allows promoters to
provide early visibility of road and street works
London Works 2
§ Central Register – a pan London system enabling
visibility and management of works and related activities in
London
Internet
AWS
EU-W
2 AZ’s
Review
§Use Technology as a commodity
- Open Source is a key enabler
- IoT, Big Data, Cloud don’t resonate
- Skills are the biggest hurdle to overcome
§Bringing information sets together encourages new thinking
§Agile changes the organisation
§Composable systems delivers solutions quickly
Questions

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A Platform Approach to Digital Transformation

  • 1. Using data to keep London moving Roland Major – Enterprise Architect
  • 3. Breadth of Transport for London § 30 million journeys daily § In addition to all road and rail transport, we look after rivers, assisted travel, taxi and private hire regulation § We do much more also from education to running the world’s largest out of home advertising estate of its type § We’re 150 years old and chock full of heritage and design assets
  • 4. Road Space Management § Sponsorship - Own the improvement strategy for the TLRN - Engage with a wide range of customers and external stakeholders - Deliver user benefits that are clearly defined and measured § Outcome Delivery - highways design and engineering - traffic modelling capability - intelligent control of traffic signals - Monitor, analyse and optimise road network performance § Operations - 24/7 Operation to keep London moving - Real-time incident management through LSTCC - Assess and coordinate works and schemes to minimise disruption on TfL’s roads
  • 5. Wikipedia Definition § Digital transformation is the change associated with the application of digitaltechnology in all aspects of human society. ... § The transformation stage means that digital usages inherently enable new types of innovation and creativity in a particular domain, rather than simply enhance and support the traditional methods.
  • 6. The proposition § Understand the impact of cloud native § How do we support portals and data mashups § How is the breadth of data incorporated in a relevant display § How flexible and future proof § CAPEX v OPEX
  • 7. Conceptual Architecture Key Characteristics § Bringing information and insight closer to decisions - Locale, map based UI - Timely, event driven not batch - Trusted, consistent and accurate § Public cloud hosted § Reusable commodity platforms § Open Standards Integration Data Hub Collaboration and Innovation Analytics and Visualisation Data Driven Operational Applications Secure Enclave Data Driven Operational Applications Secure Enclave
  • 8. Data Hub Commodity Cloud § Scalable Object Store S3 § Persistence Services (SQL and No SQL) Aurora +Dynamo § Elastic Search § Spark § Compute EC2 Configured Platform Services § Spatial - ESRI § Data Warehouse - Oracle RDBMS +Redshift § SOA Platform – WS02 Data Hub
  • 9. Public Interfaces §We currently provide a number of (digital) road information sets including: - Incidents - Live traffic information and planned works/events disruption. Includes planned closures. - Road status tool – Web interface - VMS (including some journey times), JamCams, Post Code impact areas and Other Camera locations. Many users, applications and value added providers
  • 10. Analytics and Visualisation § Everything we monitor is linked in time and place § Improvement in identifying effects and finding cause § Balance of models and sensors § Where you have multiple data sources how do you bring these together to inform you of new insight § How feasible is prediction ?
  • 11.
  • 12.
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  • 16. Analytics Summary § Looking into how we present data and how trusted is it, differentiating - Modelled - Measured low density sensors - Measured high density sensors § Bringing multiple dimensions together coherently is the key feature § Planning and Operational co-ordination activities need and use the same information § How to introduce real time analytics
  • 17. Operational Systems § TfL has an operations center which coordinates on the day activities across Surface § Many events are planned, some events just occur § Plan à Do à Review § Situational Awareness is important § Silo systems just do not work
  • 18. Situational Awareness § Should be common across operations § The ability to understand what is happening § The ability to identify where things are unusual - quickly § Sensor coverage is seen as limiting factor § Waze data is being trialed
  • 19. Situational Awareness § Trial of Waze crowdsourced has just started § Early results are promising for incident detection § Solution combines several data sources to enrich real time view § Management views and dashboard included
  • 20. Situational Awareness § Needs Filters and Alerts § Areas of Interest § Design is evolving rapidly
  • 21. Traffic Control Sensors § We have about 14,000 sensors measuring junctions approaching junctions § This data is currently used by the Real Time Control to manage optimisation § We have been investigating how it can be processed for insight - Scale 780 Million events per day - Latency to data center circa 1 Second - Resolution 250mS scans
  • 22.
  • 23. Traffic Sensors and derived flow
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  • 26. Key points § Sensor data is great for modern analytics platforms § Meta data preparation is the hardest part § Its completely anonymous § Granularity of data gives early identification of incidents § ML predictions out to 45 mins, are quickly running at >80% accuracy § Complex network, understanding its dynamics needs a lot of work
  • 27. Operation Technology § Traffic Management Act Notifications (TMAN) - A dedicated interface between London boroughs and TfL enabling the balanced delivery of major schemes and works on the TLRN and SRN § Forward Planning Tool - An advance planning tool that allows promoters to provide early visibility of road and street works London Works 2 § Central Register – a pan London system enabling visibility and management of works and related activities in London
  • 29.
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  • 31. Review §Use Technology as a commodity - Open Source is a key enabler - IoT, Big Data, Cloud don’t resonate - Skills are the biggest hurdle to overcome §Bringing information sets together encourages new thinking §Agile changes the organisation §Composable systems delivers solutions quickly