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AI, Machine Learning, Big Data:
Social and Environmental Impact
Katina Michael
University of Wollongong
katinamichael.com/seminars
September 26, 2017
UTS Energy Lab
Basic Definitions
• Artificial Intelligence: a branch of computer science dealing with the simulation of intelligent
behavior in computers. 2 :the capability of a machine to imitate intelligent human behavior.
• Machine Learning: is an application of artificial intelligence (AI) that provides systems the
ability to automatically learn and improve from experience without being explicitly
programmed. Machine learning focuses on the development of computer programs that can
access data and use it learn for themselves.
• Big Data: extremely large data sets that may be analysed computationally to reveal patterns,
trends, and associations, especially relating to human behaviour and interactions.
• Crowdsourcing: the practice of obtaining information or input into a task or project by
enlisting the services of a large number of people, either paid or unpaid, typically via the
Internet.
• Open Data Institute: (ODI) equip, connect and inspire people around the world to innovate
with data.
• Planetary skin: Institute (PSI) is a global non-profit research and development organization
that aims to improve the lives of millions of people around the world.
• Collective Awareness: Platforms for Sustainability and Social Innovation (CAPS) initiative
pioneers new models to create awareness of emerging sustainability challenges and of the
role that each and every one of us can play to ease them through collective action.
Mega Cities = Mega Problems
Toward Sustainable Development
• Environmental Stresses
– Air pollution
– Traffic management
– Climate change
• Infrastructure
– Energy
– Water
– Transportation
– Health care
• Mobility/ migration
– Economic development
– Food supplies
• Power consumption
– Cont. to build out
infrastructure and use
them more efficiently
– Proactively manage
demand
• Governance/
coordination
• Financing
• Public-private
partnerships (PPP)
• Natural vs human-made
disasters
Argus-IS (DARPA) for the World
https://www.youtube.com/watch?v=QGxNyaXfJsA
The Thermostat Made Me Do It
Dropcam works with NEST - Convenient
https://www.dropcam.com/
The Internet of Things
The Open Data Movement
• Internet of Everything
• Nothing should be private
• Look at the great things big data will herald
• The end of starving children in Africa
• The end of criminal activity by underground
networks
• No more corruption, only transparency
• Nowhere to hide
• Sensors everywhere
Crowd-sourcing Platform for Self Coordination
The Collective Awareness Movement
• Equitable access to energy
• Sharing energy toward sustainability
• Smart grids, smart homes, smart meters, smart
cars, smart phones, smart people
– What’s wrong with this model?
• I know who you are, where you live, what
condition you are in because of the energy you
draw
• If you have something your neighbour does not,
why not share it? Redistribution is great!
Tagging our livestock…
Source: https://www.youtube.com/watch?v=oRqCiD4bIGc
Tagging our wildlife…
Tagging our trees and plants…
Tagging our food…
Source: http://www.smartag.my/wp-content/uploads/2014/03/Meat-Traceability1.jpg
Source: Committee on Radio Frequency Identification Technologies, Computer Science
and Telecommunications Board, Division on Engineering and Physical Sciences, National
Research Council (2004), Radio Frequency Identification Technologies:: A Workshop
Summary, p. 28, footnote 18.
Stick a chip in every person, of course
Source: Derek Clements-Croome (2004), Intelligent Buildings: Design, Management and Operation, p. 10
Utopia
• Automatic ID
– Who
• Location Tracking
– Where
• Condition Monitoring
– What
• Points of View
– How
• Evidence-on-demand
• Validation
• Risk minimisation
• Control Applications
– Security-related
• Care Applications
– Wander-alerts
• Convenience Applications
– Key-less access
• Efficiencies
• Effectiveness
• Resource optimisation

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Artificial Intelligence & Machine Learning. Is it Planet Saving Tech?

  • 1. AI, Machine Learning, Big Data: Social and Environmental Impact Katina Michael University of Wollongong katinamichael.com/seminars September 26, 2017 UTS Energy Lab
  • 2. Basic Definitions • Artificial Intelligence: a branch of computer science dealing with the simulation of intelligent behavior in computers. 2 :the capability of a machine to imitate intelligent human behavior. • Machine Learning: is an application of artificial intelligence (AI) that provides systems the ability to automatically learn and improve from experience without being explicitly programmed. Machine learning focuses on the development of computer programs that can access data and use it learn for themselves. • Big Data: extremely large data sets that may be analysed computationally to reveal patterns, trends, and associations, especially relating to human behaviour and interactions. • Crowdsourcing: the practice of obtaining information or input into a task or project by enlisting the services of a large number of people, either paid or unpaid, typically via the Internet. • Open Data Institute: (ODI) equip, connect and inspire people around the world to innovate with data. • Planetary skin: Institute (PSI) is a global non-profit research and development organization that aims to improve the lives of millions of people around the world. • Collective Awareness: Platforms for Sustainability and Social Innovation (CAPS) initiative pioneers new models to create awareness of emerging sustainability challenges and of the role that each and every one of us can play to ease them through collective action.
  • 3. Mega Cities = Mega Problems Toward Sustainable Development • Environmental Stresses – Air pollution – Traffic management – Climate change • Infrastructure – Energy – Water – Transportation – Health care • Mobility/ migration – Economic development – Food supplies • Power consumption – Cont. to build out infrastructure and use them more efficiently – Proactively manage demand • Governance/ coordination • Financing • Public-private partnerships (PPP) • Natural vs human-made disasters
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  • 5. Argus-IS (DARPA) for the World https://www.youtube.com/watch?v=QGxNyaXfJsA
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  • 11. Dropcam works with NEST - Convenient https://www.dropcam.com/
  • 12. The Internet of Things
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  • 14. The Open Data Movement • Internet of Everything • Nothing should be private • Look at the great things big data will herald • The end of starving children in Africa • The end of criminal activity by underground networks • No more corruption, only transparency • Nowhere to hide • Sensors everywhere
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  • 16. Crowd-sourcing Platform for Self Coordination
  • 17. The Collective Awareness Movement • Equitable access to energy • Sharing energy toward sustainability • Smart grids, smart homes, smart meters, smart cars, smart phones, smart people – What’s wrong with this model? • I know who you are, where you live, what condition you are in because of the energy you draw • If you have something your neighbour does not, why not share it? Redistribution is great!
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  • 21. Tagging our livestock… Source: https://www.youtube.com/watch?v=oRqCiD4bIGc
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  • 24. Tagging our trees and plants…
  • 25. Tagging our food… Source: http://www.smartag.my/wp-content/uploads/2014/03/Meat-Traceability1.jpg
  • 26. Source: Committee on Radio Frequency Identification Technologies, Computer Science and Telecommunications Board, Division on Engineering and Physical Sciences, National Research Council (2004), Radio Frequency Identification Technologies:: A Workshop Summary, p. 28, footnote 18. Stick a chip in every person, of course
  • 27. Source: Derek Clements-Croome (2004), Intelligent Buildings: Design, Management and Operation, p. 10
  • 28. Utopia • Automatic ID – Who • Location Tracking – Where • Condition Monitoring – What • Points of View – How • Evidence-on-demand • Validation • Risk minimisation • Control Applications – Security-related • Care Applications – Wander-alerts • Convenience Applications – Key-less access • Efficiencies • Effectiveness • Resource optimisation

Hinweis der Redaktion

  1. http://www.citymayors.com/development/megacities.html http://www.themoscowtimes.com/special/environment/eng/megacities-face-mega-problems.html http://www.forbes.com/sites/megacities/2011/04/04/the-problem-with-megacities/
  2. http://www.lowyat.net/2013/08/google-malaysia-announces-street-view-availability-in-malaysia-street-view-cars-rolling-out-now/
  3. Planetary Skin Institute will research, develop and prototype an approach to provide near-to-real-time global monitoring of environmental conditions and changes. This will deliver the required decision support capabilities to manage global resources and risks.
  4. https://www.youtube.com/watch?v=oRqCiD4bIGc
  5. http://www.treehugger.com/clean-technology/brazilian-trees-implanted-with-microchips-for-forest-management.html
  6. http://www.shapedscape.com/articles/new-microchip-technology-for-accurate-plant-identification
  7. p.28
  8. Intelligent Buildings: Design, Management and Operation  By Derek Clements-Croome 2004, p. 10