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Metropolitan Transportation Authority
Smart Infrastructure Asset Management
December 11, 2017
Michael Salvato, Director and Program Executive
Enterprise Information and Asset Management
Email: MISalvato@MTAHQ.org
Phone: (646) 252-6859
Printed12/29/20173:41PM
ā€¢ The ASCE 2017 Report Card found the national grade for
infrastructure remains at a ā€œD+ā€
ā€¢ $4.6tn will be needed by 2025 to bring US infrastructure
to an acceptable standard
ā€¢ Construction productivity has been flat for decades,
according to McKinsey research.
ā€¢ Essential infrastructure systems such as water, energy
supply, and transportation will increasingly be
compromised by interrelated climate change impacts.
December 11, 2017 Smart Infrastructure Asset Management 2
Houston, we have a problem
https://www.infrastructurereportcard.org/wp-content/uploads/2016/10/2017-Infrastructure-Report-Card.pdf
https://www.mckinsey.com/industries/capital-projects-and-infrastructure/our-insights/the-construction-productivity-imperative
http://nca2014.globalchange.gov/highlights/report-findings/infrastructure
https://www.cg-la.com/documents/B2025Report_2.0.pdf
ā€¢ We need a guiding vision, one that
is courageous enough to re-invent
the infrastructure industry
Printed12/29/20173:41PM
ā€¢ McKinseyā€™s research has shown that emerging technologies
could boost productivity by 25-30%.
ā€¢ So far the UK BIM Level 2 program has managed to deliver
cost reductions in the region of 20%
Smart Infrastructure Asset Management is key
to realizing the best value for money per whole life cost
December 11, 2017 Smart Infrastructure Asset Management 3
https://spectrum.ieee.org/transportation/mass-transit/londons-crossrail-is-a-21-billion-test-of-virtual-modeling
https://www.weforum.org/agenda/2016/06/the-world-has-an-800bn-annual-infrastructure-gap-heres-how-to-close-it
https://www.thenbs.com/knowledge/four-things-mark-bew-told-us-about-the-future-of-bim-and-digital-construction
Printed12/29/20173:41PM
Image: https://www.moxa.com/Solutions/Railway/Solution/Overview.htm
Ogie R., Perez P., and Dignum V., Smart infrastructure: an emerging frontier for multidisciplinary research.
Proceedings of the Institution of Civil Engineers - Smart Infrastructure and Construction 2017 170:1, 8-16
The marriage of digital technologies and physical infrastructure
has given rise to SMART INFRASTRUCTURE
December 11, 2017 Smart Infrastructure Asset Management 4
Printed12/29/20173:41PM
A wide variety of sensing, information and communications
technologies are being embedded into our infrastructure
assets at an increasing rate.
5December 11, 2017 Smart Infrastructure Asset Management
Printed12/29/20173:41PM
There no one definition, but this one by Cambridge Centre for Smart Infrastructure and Construction
covers the essence of smart infrastructure.
In a world where infrastructure is truly smart, sensing technologies are embedded in
infrastructure and the equipment it interacts with. These sensors are connected to a communication
backbone which allows real-time data acquisition and analysis. The information
gathered is analyzed, interpreted and delivered as reliable, robust and meaningful information to
infrastructure providers, who can then make better-informed decisions about the structural health and
maintenance of their assets.
In a sensing environment, infrastructure is able to respond in real time to usersā€™ needs. Self-aware
infrastructure assets direct their own maintenance, leading to condition-based
maintenance, reduced down time and greater operational efficiency of the infrastructure overall.
Better information leads to an enhanced understanding of the behavior of infrastructure. The impact of
this will lead to transformations in the approaches to design and construction as well as
step changes in improved health and productivity, greater efficiency in design and performance, a low-
carbon society and sustainable urban planning and management.
https://www-smartinfrastructure.eng.cam.ac.uk/
December 11, 2017 6Smart Infrastructure Asset Management
What is Smart Infrastructure?
Printed12/29/20173:41PM
Project 13 - Transactions to Enterprises
A new approach to delivering high performing infrastructure
At the heart of smart infrastructure is a
digital asset management systems
driving better outcomes per whole life cost.
Asset Management
System
Information Management System
December 11, 2017 Smart Infrastructure Asset Management 7
Courtesy: Mark Enzer, Chief Technical Officer, Mott MacDonald
https://www.ice.org.uk/knowledge-and-resources/best-practice/project-13-from-transactions-to-enterprises
Printed12/29/20173:41PM
December 11, 2017 Smart Infrastructure Asset Management 8
Reframing Our
Problems
ā€œIn order to change an existing
paradigm you do not struggle to
try and change the problematic
model. You create a new model
and make the old one obsolete.ā€
ā€• R. Buckminster Fuller
Printed12/29/20173:41PM
MTA Enterprise Information and Asset Management
December 11, 2017 Smart Infrastructure Asset Management 9
Printed12/29/20173:41PM
The MTA operates one of the largest transportation systems in the world.
Our physical assets are valued at nearly $1,000,000,000,000
The MTA owns and operates 6,300 subway cars and 2,400
commuter rail cars. This is greater than all other US metro
rail and commuter railroads combined. The MTAā€™s 5,600 city
buses comprise America's largest bus fleet.
December 11, 2017 Smart Infrastructure Asset Management 10
Printed12/29/20173:41PM
The mandate for the MTA Enterprise Asset Management Program is to create
a management system for evidence-based planning and decisions for a critical
infrastructure system with $1 trillion in physical assets
December 11, 2017 Smart Infrastructure Asset Management 11
ā€œThe goal of Enterprise Asset Management is to create an effective
management system that supports informed decision making for
operational and capital needs relative to how we manage and maintain all
of our infrastructure assets.ā€
"There's a direct connection between safer service and better asset
management, and nothing is more important than the safety and security
of our customers. Nothing.ā€
ā€œAs we come under increased pressure from funders and other stakeholders,
we must become more effective at planning and delivering our projects
and services over the whole asset lifecycle. Unless we can fully justify
our funding requirements, we put our entire mission of providing world-class
transportation services for the New York metropolitan region at risk.ā€
Printed12/29/20173:41PM
ā€¢ Defines the organizational aim
ā€¢ States the high-level objectives for asset
management
ā€¢ Lays out the overall approach to asset
management
ā€¢ Make the ā€œrules of the gameā€ for decision
making clear
ā€¢ Anchors consistency for Asset
Management Strategy, Objectives and
Asset Management Plans
ā€¢ Forms the basis of the performance
management framework
December 11, 2017 Smart Infrastructure Asset Management 12
Printed12/29/20173:41PM
The MTA Asset
Management
System
describes how the
MTA and its
agencies develop,
fund and plan to
deliver required
outcomes
Scope of Agency AMS
Performance
Reporting
Agency Data,
IT Systems
& Support
Services
Agency Vision, Objectives &
Decision Criteria
Demand Analysis
& Agency Strategy
Asset Management
Objectives
Asset Strategies & Plans
Operations & Delivery
Assets
REQUIREMENTS SLAā€™s
MTA People, Capability & Communities of Practice
MTAIdentity,Culture&ChangeManagement
StakeholderCommunication&Reporting
Changing Business Context
External
Stakeholders
Legislation /
Regulation
Funding
Environment &
Population Change
Frameworks
Safety &
Security
Asset
Management
Investment
Performance
Risk
Governance
Information
Competency
Shared
Services
Human
Resources
Procurement
Enterprise
Technology
Finance
Legal
Operating
Agencies
MTA Objectives & Decision-criteria
COMPLIANCE REQUIREMENTS
APPROVAL
FUNDING CYCLE
December 11, 2017 Smart Infrastructure Asset Management 13
Printed12/29/20173:41PM
December 11, 2017 Smart Infrastructure Asset Management
The MTA Enterprise Business Architecture provides a process
perspective and integrates dimensions like organizational units, applications,
KPIs/metrics, or risk using the modeling platform ARIS
14
Printed12/29/20173:41PM
This provides necessary visibility, structure and integration of requirements to drive functional, process
improvement and integration design, inside and outside of the EAM Information System footprint
Process maps are being developed for all key functions down to work flows
December 11, 2017 Smart Infrastructure Asset Management 15
Printed12/29/20173:41PM
INPUTS
$14Bn / $6Bn
External Challenges
The MTA Delivery
Model ensures a
clear line of sight
between the MTA
objectives,
planning, work
execution and
business outcomes
December 11, 2017 Smart Infrastructure Asset Management 16
Printed12/29/20173:41PM
Current State
of Assets
Performance
Requirements
Asset Portfolio
Summary
Optimised Plan - Resources, $, Outputs
Decision
Processes
Information
Quality
Asset Class Strategy
Summaries
Agency Alignment, Strategy &
Objectives
Delivery Strategy
Monitoring &
Continuous
Improvement
Enabling
Strategies
MTA Objectives & EAM
Policy
December 11, 2017 Smart Infrastructure Asset Management 17
AM Planning/
System Manual
MTA Asset Management Plan
The MTA Asset
Management System
support FTA compliant
Asset Management
Plans
Printed12/29/20173:41PM
Quality asset information is required to support decisions and provide
justification of funding that underpin effective asset management planning
December 11, 2017 Smart Infrastructure Asset Management 18
Printed12/29/20173:41PM
Our Vision for asset information is to ā€˜to get the
right information, to the right people, at the right
time, via the right technology'
December 11, 2017 Smart Infrastructure Asset Management 19
Printed12/29/20173:41PM
The MTA approach to asset information management is to create
a ā€œsingle source of truthā€ through the asset lifecycle accessible via multiple
technology platforms
(Single Source of Truth)
December 11, 2017 Smart Infrastructure Asset Management 20
Printed12/29/20173:41PM
Asset Lifecycle Information Management capabilities are integral
to the proper functioning of the MTA Asset Management Systems
December 11, 2017 Smart Infrastructure Asset Management 21
Printed12/29/20173:41PM
To accelerate the adoption of good practices, MTA has aligned with the BIM
standards and practices articulated in PAS 1192
December 11, 2017 Smart Infrastructure Asset Management 22
http://www.ukroadsliaisongroup.org/en/guidance/bim.cfm
Printed12/29/20173:41PM
Network Engineering
Configuration Management & Simulation
The systems application architecture is designed to support
integrated business decisions, monitoring and reporting.
Source: Sample architecture from RFI respondent SEAMS
December 11, 2017 Smart Infrastructure Asset Management 23
0
Printed12/29/20173:41PM
Enterprise Business Systems (i.e Financial, ERP etc.)
The MTA enterprise application architecture is following
MIMOSA open standards for systems integration
Smart Infrastructure Asset Management 24
GISMobility
December 11, 2017
BI / Analytics
Printed12/29/20173:41PM
The open standards allow seamless integration of Asset Lifecycle
Information Management including work management and analytics
December 11, 2017 Smart Infrastructure Asset Management
GIS
25
Automation,
Controls,
Sensors
0
Printed12/29/20173:41PM
The MTA is issuing 15,000 mobile devices to frontline employees
December 11, 2017 Smart Infrastructure Asset Management 26
Joint Switch
Inspection Mobile
Application
Printed12/29/20173:41PM
Introducing standardized asset health, performance and visualization
utilities for all asset classes
December 11, 2017 Smart Infrastructure Asset Management 27
0
Printed12/29/20173:41PM
Bring enterprise GIS to the field, desktop and operations command center
December 11, 2017 Smart Infrastructure Asset Management 28
Printed12/29/20173:41PM
MTA Asset
Information
Management
MTA Asset Information Management from target operating model and process
improvements to asset information lifecycle management
December 11, 2017 Smart Infrastructure Asset Management 29
Reqā€™s Management:
Bus>Func>Ops>Tech
MTA Enterprise
Architecture
Buses
DOS
MNR
LIRR
B&T
MTA TOM Digital
Target
Operating
Model
Process Intelligence
BPM CoE
Performance
Management and
Business Intelligence
ProjectsTraining
Alteryx Tableau
PMF
Health of the Process
Process
improvements
L4 Visio L3 ARIS
Culture of Continuous
Improvement
MTA Process Digitization
Building the MTA Enterprise Process Model
System
Integration
Bentley APM
BPM-EA Integration
Infor MTA EA
AILM Config Mgnt
PeopleSoft
ESRI GIS
Printed12/29/20173:41PM
December 11, 2017 Smart Infrastructure Asset Management 30
Smart Infrastructure Asset Management
Printed12/29/20173:41PM
31
Pervasive sensing, information
and communication technologies
are already generating massive
amounts of information about our
infrastructure assets, systems
and cities
Smart City
Infrastructure
December 11, 2017 Smart Infrastructure Asset Management
Printed12/29/20173:41PM
Invent the future
ā€œThere is only one revolution
tolerable to all men, all societies,
all political systems: revolution
by design and invention.ā€
ā€“ R. Buckminster Fuller
Image: http://www.eco-business.com/news/smart-cities-asias-new-frontier/
32December 11, 2017 Smart Infrastructure Asset Management

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Smart Infrastructure Asset Management 2017

  • 1. Metropolitan Transportation Authority Smart Infrastructure Asset Management December 11, 2017 Michael Salvato, Director and Program Executive Enterprise Information and Asset Management Email: MISalvato@MTAHQ.org Phone: (646) 252-6859
  • 2. Printed12/29/20173:41PM ā€¢ The ASCE 2017 Report Card found the national grade for infrastructure remains at a ā€œD+ā€ ā€¢ $4.6tn will be needed by 2025 to bring US infrastructure to an acceptable standard ā€¢ Construction productivity has been flat for decades, according to McKinsey research. ā€¢ Essential infrastructure systems such as water, energy supply, and transportation will increasingly be compromised by interrelated climate change impacts. December 11, 2017 Smart Infrastructure Asset Management 2 Houston, we have a problem https://www.infrastructurereportcard.org/wp-content/uploads/2016/10/2017-Infrastructure-Report-Card.pdf https://www.mckinsey.com/industries/capital-projects-and-infrastructure/our-insights/the-construction-productivity-imperative http://nca2014.globalchange.gov/highlights/report-findings/infrastructure https://www.cg-la.com/documents/B2025Report_2.0.pdf ā€¢ We need a guiding vision, one that is courageous enough to re-invent the infrastructure industry
  • 3. Printed12/29/20173:41PM ā€¢ McKinseyā€™s research has shown that emerging technologies could boost productivity by 25-30%. ā€¢ So far the UK BIM Level 2 program has managed to deliver cost reductions in the region of 20% Smart Infrastructure Asset Management is key to realizing the best value for money per whole life cost December 11, 2017 Smart Infrastructure Asset Management 3 https://spectrum.ieee.org/transportation/mass-transit/londons-crossrail-is-a-21-billion-test-of-virtual-modeling https://www.weforum.org/agenda/2016/06/the-world-has-an-800bn-annual-infrastructure-gap-heres-how-to-close-it https://www.thenbs.com/knowledge/four-things-mark-bew-told-us-about-the-future-of-bim-and-digital-construction
  • 4. Printed12/29/20173:41PM Image: https://www.moxa.com/Solutions/Railway/Solution/Overview.htm Ogie R., Perez P., and Dignum V., Smart infrastructure: an emerging frontier for multidisciplinary research. Proceedings of the Institution of Civil Engineers - Smart Infrastructure and Construction 2017 170:1, 8-16 The marriage of digital technologies and physical infrastructure has given rise to SMART INFRASTRUCTURE December 11, 2017 Smart Infrastructure Asset Management 4
  • 5. Printed12/29/20173:41PM A wide variety of sensing, information and communications technologies are being embedded into our infrastructure assets at an increasing rate. 5December 11, 2017 Smart Infrastructure Asset Management
  • 6. Printed12/29/20173:41PM There no one definition, but this one by Cambridge Centre for Smart Infrastructure and Construction covers the essence of smart infrastructure. In a world where infrastructure is truly smart, sensing technologies are embedded in infrastructure and the equipment it interacts with. These sensors are connected to a communication backbone which allows real-time data acquisition and analysis. The information gathered is analyzed, interpreted and delivered as reliable, robust and meaningful information to infrastructure providers, who can then make better-informed decisions about the structural health and maintenance of their assets. In a sensing environment, infrastructure is able to respond in real time to usersā€™ needs. Self-aware infrastructure assets direct their own maintenance, leading to condition-based maintenance, reduced down time and greater operational efficiency of the infrastructure overall. Better information leads to an enhanced understanding of the behavior of infrastructure. The impact of this will lead to transformations in the approaches to design and construction as well as step changes in improved health and productivity, greater efficiency in design and performance, a low- carbon society and sustainable urban planning and management. https://www-smartinfrastructure.eng.cam.ac.uk/ December 11, 2017 6Smart Infrastructure Asset Management What is Smart Infrastructure?
  • 7. Printed12/29/20173:41PM Project 13 - Transactions to Enterprises A new approach to delivering high performing infrastructure At the heart of smart infrastructure is a digital asset management systems driving better outcomes per whole life cost. Asset Management System Information Management System December 11, 2017 Smart Infrastructure Asset Management 7 Courtesy: Mark Enzer, Chief Technical Officer, Mott MacDonald https://www.ice.org.uk/knowledge-and-resources/best-practice/project-13-from-transactions-to-enterprises
  • 8. Printed12/29/20173:41PM December 11, 2017 Smart Infrastructure Asset Management 8 Reframing Our Problems ā€œIn order to change an existing paradigm you do not struggle to try and change the problematic model. You create a new model and make the old one obsolete.ā€ ā€• R. Buckminster Fuller
  • 9. Printed12/29/20173:41PM MTA Enterprise Information and Asset Management December 11, 2017 Smart Infrastructure Asset Management 9
  • 10. Printed12/29/20173:41PM The MTA operates one of the largest transportation systems in the world. Our physical assets are valued at nearly $1,000,000,000,000 The MTA owns and operates 6,300 subway cars and 2,400 commuter rail cars. This is greater than all other US metro rail and commuter railroads combined. The MTAā€™s 5,600 city buses comprise America's largest bus fleet. December 11, 2017 Smart Infrastructure Asset Management 10
  • 11. Printed12/29/20173:41PM The mandate for the MTA Enterprise Asset Management Program is to create a management system for evidence-based planning and decisions for a critical infrastructure system with $1 trillion in physical assets December 11, 2017 Smart Infrastructure Asset Management 11 ā€œThe goal of Enterprise Asset Management is to create an effective management system that supports informed decision making for operational and capital needs relative to how we manage and maintain all of our infrastructure assets.ā€ "There's a direct connection between safer service and better asset management, and nothing is more important than the safety and security of our customers. Nothing.ā€ ā€œAs we come under increased pressure from funders and other stakeholders, we must become more effective at planning and delivering our projects and services over the whole asset lifecycle. Unless we can fully justify our funding requirements, we put our entire mission of providing world-class transportation services for the New York metropolitan region at risk.ā€
  • 12. Printed12/29/20173:41PM ā€¢ Defines the organizational aim ā€¢ States the high-level objectives for asset management ā€¢ Lays out the overall approach to asset management ā€¢ Make the ā€œrules of the gameā€ for decision making clear ā€¢ Anchors consistency for Asset Management Strategy, Objectives and Asset Management Plans ā€¢ Forms the basis of the performance management framework December 11, 2017 Smart Infrastructure Asset Management 12
  • 13. Printed12/29/20173:41PM The MTA Asset Management System describes how the MTA and its agencies develop, fund and plan to deliver required outcomes Scope of Agency AMS Performance Reporting Agency Data, IT Systems & Support Services Agency Vision, Objectives & Decision Criteria Demand Analysis & Agency Strategy Asset Management Objectives Asset Strategies & Plans Operations & Delivery Assets REQUIREMENTS SLAā€™s MTA People, Capability & Communities of Practice MTAIdentity,Culture&ChangeManagement StakeholderCommunication&Reporting Changing Business Context External Stakeholders Legislation / Regulation Funding Environment & Population Change Frameworks Safety & Security Asset Management Investment Performance Risk Governance Information Competency Shared Services Human Resources Procurement Enterprise Technology Finance Legal Operating Agencies MTA Objectives & Decision-criteria COMPLIANCE REQUIREMENTS APPROVAL FUNDING CYCLE December 11, 2017 Smart Infrastructure Asset Management 13
  • 14. Printed12/29/20173:41PM December 11, 2017 Smart Infrastructure Asset Management The MTA Enterprise Business Architecture provides a process perspective and integrates dimensions like organizational units, applications, KPIs/metrics, or risk using the modeling platform ARIS 14
  • 15. Printed12/29/20173:41PM This provides necessary visibility, structure and integration of requirements to drive functional, process improvement and integration design, inside and outside of the EAM Information System footprint Process maps are being developed for all key functions down to work flows December 11, 2017 Smart Infrastructure Asset Management 15
  • 16. Printed12/29/20173:41PM INPUTS $14Bn / $6Bn External Challenges The MTA Delivery Model ensures a clear line of sight between the MTA objectives, planning, work execution and business outcomes December 11, 2017 Smart Infrastructure Asset Management 16
  • 17. Printed12/29/20173:41PM Current State of Assets Performance Requirements Asset Portfolio Summary Optimised Plan - Resources, $, Outputs Decision Processes Information Quality Asset Class Strategy Summaries Agency Alignment, Strategy & Objectives Delivery Strategy Monitoring & Continuous Improvement Enabling Strategies MTA Objectives & EAM Policy December 11, 2017 Smart Infrastructure Asset Management 17 AM Planning/ System Manual MTA Asset Management Plan The MTA Asset Management System support FTA compliant Asset Management Plans
  • 18. Printed12/29/20173:41PM Quality asset information is required to support decisions and provide justification of funding that underpin effective asset management planning December 11, 2017 Smart Infrastructure Asset Management 18
  • 19. Printed12/29/20173:41PM Our Vision for asset information is to ā€˜to get the right information, to the right people, at the right time, via the right technology' December 11, 2017 Smart Infrastructure Asset Management 19
  • 20. Printed12/29/20173:41PM The MTA approach to asset information management is to create a ā€œsingle source of truthā€ through the asset lifecycle accessible via multiple technology platforms (Single Source of Truth) December 11, 2017 Smart Infrastructure Asset Management 20
  • 21. Printed12/29/20173:41PM Asset Lifecycle Information Management capabilities are integral to the proper functioning of the MTA Asset Management Systems December 11, 2017 Smart Infrastructure Asset Management 21
  • 22. Printed12/29/20173:41PM To accelerate the adoption of good practices, MTA has aligned with the BIM standards and practices articulated in PAS 1192 December 11, 2017 Smart Infrastructure Asset Management 22 http://www.ukroadsliaisongroup.org/en/guidance/bim.cfm
  • 23. Printed12/29/20173:41PM Network Engineering Configuration Management & Simulation The systems application architecture is designed to support integrated business decisions, monitoring and reporting. Source: Sample architecture from RFI respondent SEAMS December 11, 2017 Smart Infrastructure Asset Management 23 0
  • 24. Printed12/29/20173:41PM Enterprise Business Systems (i.e Financial, ERP etc.) The MTA enterprise application architecture is following MIMOSA open standards for systems integration Smart Infrastructure Asset Management 24 GISMobility December 11, 2017 BI / Analytics
  • 25. Printed12/29/20173:41PM The open standards allow seamless integration of Asset Lifecycle Information Management including work management and analytics December 11, 2017 Smart Infrastructure Asset Management GIS 25 Automation, Controls, Sensors 0
  • 26. Printed12/29/20173:41PM The MTA is issuing 15,000 mobile devices to frontline employees December 11, 2017 Smart Infrastructure Asset Management 26 Joint Switch Inspection Mobile Application
  • 27. Printed12/29/20173:41PM Introducing standardized asset health, performance and visualization utilities for all asset classes December 11, 2017 Smart Infrastructure Asset Management 27 0
  • 28. Printed12/29/20173:41PM Bring enterprise GIS to the field, desktop and operations command center December 11, 2017 Smart Infrastructure Asset Management 28
  • 29. Printed12/29/20173:41PM MTA Asset Information Management MTA Asset Information Management from target operating model and process improvements to asset information lifecycle management December 11, 2017 Smart Infrastructure Asset Management 29 Reqā€™s Management: Bus>Func>Ops>Tech MTA Enterprise Architecture Buses DOS MNR LIRR B&T MTA TOM Digital Target Operating Model Process Intelligence BPM CoE Performance Management and Business Intelligence ProjectsTraining Alteryx Tableau PMF Health of the Process Process improvements L4 Visio L3 ARIS Culture of Continuous Improvement MTA Process Digitization Building the MTA Enterprise Process Model System Integration Bentley APM BPM-EA Integration Infor MTA EA AILM Config Mgnt PeopleSoft ESRI GIS
  • 30. Printed12/29/20173:41PM December 11, 2017 Smart Infrastructure Asset Management 30 Smart Infrastructure Asset Management
  • 31. Printed12/29/20173:41PM 31 Pervasive sensing, information and communication technologies are already generating massive amounts of information about our infrastructure assets, systems and cities Smart City Infrastructure December 11, 2017 Smart Infrastructure Asset Management
  • 32. Printed12/29/20173:41PM Invent the future ā€œThere is only one revolution tolerable to all men, all societies, all political systems: revolution by design and invention.ā€ ā€“ R. Buckminster Fuller Image: http://www.eco-business.com/news/smart-cities-asias-new-frontier/ 32December 11, 2017 Smart Infrastructure Asset Management