Putting the ‘smarts’ into the Smart Grid A Grand Challenge for Artificial Intelligence (and the AIC group) Gopal Ramchurn and Alex Rogers.

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Presentation transcript:

Putting the ‘smarts’ into the Smart Grid A Grand Challenge for Artificial Intelligence (and the AIC group) Gopal Ramchurn and Alex Rogers

The Smart Grid represents a modern vision of a dynamic electricity grid Imagine the possibilities: electricity and information flowing together in real time, near-zero economic losses from outages and power quality disturbances, a wider array of customized energy choices, suppliers competing in open markets to provide the world’s best electric services, and all of this supported by a new energy infrastructure built on superconductivity, distributed intelligence and resources, clean power, and the hydrogen economy. US Department of Energy (2009) 2

The Smart Grid represents a modern vision of a dynamic electricity grid Imagine the possibilities: electricity and information flowing together in real time, near-zero economic losses from outages and power quality disturbances, a wider array of customized energy choices, suppliers competing in open markets to provide the world’s best electric services, and all of this supported by a new energy infrastructure built on superconductivity, distributed intelligence and resources, clean power, and the hydrogen economy. US Department of Energy (2009) 3

We have a range of projects pursuing this vision of the smart gird 4 iDEaS Project: Intelligent Decentralised Energy-Aware Systems £1M industrial funding Intelligent Agents for Home Energy Management £800K EPSRC funding ORCHID: Human-Agent Collectives £10M EPSRC funded (+ industry) Building Banter: Human Centred Design for Energy Efficient Buidlings £100K TSB funded (project partner Arup)

Some of the topics addressed in these projects cover: Home energy management – Optimisation of home heating Energy storage – Home and grid level optimisation Virtual Power Plants – Coalition formation between renewable generators Electric vehicle charge pricing – Mechanism design for allocating scarce resources Smart Grid Optimisation – Algorithms for Decentralised optimal dispatch of generators Energy feedback 5

7

8 ½ hour periods Demand (kW) Smart Home Macroscopic Market Model

9

Developing a test site using 26 university owned homes in a single Southampton street All currently being refurbished. Installing energy metering and control: – AlertMe energy monitoring. – Moxia DC energy hub. – Horstmann Controls Home Energy Controller

Pricing the charging of electric vehicle using mechanism design Local transformer may limit EV charging in near future How to price and schedule use this scarce resource? – Online mechanism design to incentivise truthful reporting of requirement. – Naturally prices impatience and high-charging rates. 11

Formulate as a distributed constraint optimisation problem (DCOP) Decompose DCOP to a factor graph

Applying coalition formation to form efficient virtual power plants (VVP) Multiple small scale renewable generators come together to participate within the grid. – Alternatives to feed-in-tariffs – Flexible coalitions of generators to hedge their volatile generation to participate – Coalitions reward their members to ensure stability 13

Providing Energy Feedback