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Erschienen in: AI & SOCIETY 3/2015

01.08.2015 | Original Article

Agent-based community coordination of local energy distribution

verfasst von: Muhammad Yasir, Martin K. Purvis, Maryam Purvis, Bastin Tony Roy Savarimuthu

Erschienen in: AI & SOCIETY | Ausgabe 3/2015

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Abstract

The diminishing availability of fossil fuels will necessitate a shift toward renewable energy resources to supply vital electrical energy needs in the future. Two abundant renewable energy sources, solar and wind, are increasingly cost-competitive and also offer the potential of decentralized, and hence more robust, sourcing. However, the intermittent nature of solar and wind power can present difficulties in connection with integrating them into the main electric power grid. In this paper, we present an agent-based architecture for coordinating locally connected micro-grids, thereby supporting more cost-effective integration into the main power grid. These interconnected micro-grids, with renewable energy sources and energy storage devices, employ agents so that each micro-grid can choose to save or resell its stored energy in an open market in order to optimize its utility and costs. We show via simulation experiments how the micro-grid agent society operates and adapts under varying conditions of renewable energy availability and energy demand patterns. Such a system provides not only financial advantages but also local autonomy and a more robust energy distribution. In addition, these interconnected agents can also facilitate the reduction of carbon emission. In this connection, we compare five different micro-grid energy trading strategies. Thus, the experimental design and evaluation are motivated by a policy modeling perspective whereby the utility of an energy policy to a community (i.e., the strategy) is computed based on two attributes, the financial gain and the reduction in carbon emissions. Further, by means of “what-if” analysis, different energy policies that can potentially be employed by a community are compared against one another. Also, the implications of these policies for a community are discussed.

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Fußnoten
1
Although real utility prices for purchasing and selling energy would be expected to vary over time, we have kept them fixed here in order to simplify the discussion of the model operation. It is a straightforward adjustment to our model to incorporate varying utility price settings.
 
2
Net profit/loss = ((cash in − generation cost) − cash-out).
 
3
Carbon emission stores the amount of carbon dioxide emitted during electricity production, transmission, and distribution.
 
4
Value is calculated by the mentioned authority in 2010. This value is derived by considering the proportion of natural gas (15.9 %), liquid fuels (0.142 %), and coal (10 %) as nonrenewable energy source in New Zealand’s grid.
 
5
Net profit/loss = ((2 * (0.18) − 2 * (0.07)) − 2 * (0.25)).
 
6
Loss of power when the battery is charging.
 
7
Maximum power that can be drained out from the battery.
 
8
Loss of stored energy if no discharging takes place.
 
9
Note that the first three are uniform strategies (all three communities have the same strategy). The rest are the mixed strategies (i.e., at least one community has a strategy that is different to its neighbors).
 
Literatur
Zurück zum Zitat Alam M, Ramchurn S, Rogers A (2013) Cooperative energy exchange for the efficient use of energy and resources in remote communities. In: 12th autonomous agents and multiagent systems (AAMAS) conference, Saint Paul Minnesota, USA Alam M, Ramchurn S, Rogers A (2013) Cooperative energy exchange for the efficient use of energy and resources in remote communities. In: 12th autonomous agents and multiagent systems (AAMAS) conference, Saint Paul Minnesota, USA
Zurück zum Zitat Asif M, Muneer T (2007) Energy supply, its demand and security issues for developed and emerging economies. Renew Sustain Energy Rev 11(7):1388–1413CrossRef Asif M, Muneer T (2007) Energy supply, its demand and security issues for developed and emerging economies. Renew Sustain Energy Rev 11(7):1388–1413CrossRef
Zurück zum Zitat Conti J, Holtberg P (2011) International energy outlook 2011. U.S. Energy Information Administration, Washington, DC, USA Conti J, Holtberg P (2011) International energy outlook 2011. U.S. Energy Information Administration, Washington, DC, USA
Zurück zum Zitat Cossentino M, Lodato C, Pucci M, Vitale G (2011) A multi-agent architecture for simulating and managing microgrids. In: Federated conference on computer science and information systems (FedCSIS), Szczecin, Poland, pp 619–622 Cossentino M, Lodato C, Pucci M, Vitale G (2011) A multi-agent architecture for simulating and managing microgrids. In: Federated conference on computer science and information systems (FedCSIS), Szczecin, Poland, pp 619–622
Zurück zum Zitat Delucchi MA, Jacobson MZ (2011) Providing all global energy with wind, water, and solar power, part II: reliability, system and transmission costs, and policies. Energy Policy 39(3):1170–1190CrossRef Delucchi MA, Jacobson MZ (2011) Providing all global energy with wind, water, and solar power, part II: reliability, system and transmission costs, and policies. Energy Policy 39(3):1170–1190CrossRef
Zurück zum Zitat Diemas AL, Hatziargyriou ND (2005) Operation of a multiagent system for microgrid control. IEEE Trans Power Syst 20(3):1447–1455CrossRef Diemas AL, Hatziargyriou ND (2005) Operation of a multiagent system for microgrid control. IEEE Trans Power Syst 20(3):1447–1455CrossRef
Zurück zum Zitat Fthenakis V, Mason J, Zweibel K (2009) The technical, geographical, and economic feasibility of solar energy to supply the energy needs of the US. Energy Policy 37:387–399CrossRef Fthenakis V, Mason J, Zweibel K (2009) The technical, geographical, and economic feasibility of solar energy to supply the energy needs of the US. Energy Policy 37:387–399CrossRef
Zurück zum Zitat Ishowo-oloko F, Vytelingum P, Jennings N, Rahwan I (2012) A storage pricing mechanism for learning agents in Masdar city smart grid. In: 11th international conference on autonomous agents and multiagent systems, Valencia, Spain, pp 1167–1168 Ishowo-oloko F, Vytelingum P, Jennings N, Rahwan I (2012) A storage pricing mechanism for learning agents in Masdar city smart grid. In: 11th international conference on autonomous agents and multiagent systems, Valencia, Spain, pp 1167–1168
Zurück zum Zitat Jacobson M (2009) Review of solutions to global warming, air pollution, and energy security. Energy Environ Sci 2:148–173CrossRef Jacobson M (2009) Review of solutions to global warming, air pollution, and energy security. Energy Environ Sci 2:148–173CrossRef
Zurück zum Zitat Logenthiran T, Srinivasan D, Wong D (2008) Multi-agent coordination for DER in MicroGrid. In: Sustainable energy technologies, 2008. ICSET 2008, pp 77–82 Logenthiran T, Srinivasan D, Wong D (2008) Multi-agent coordination for DER in MicroGrid. In: Sustainable energy technologies, 2008. ICSET 2008, pp 77–82
Zurück zum Zitat Ministry for the Environment (New Zealand) (2010) Guidance for voluntary corporate greenhouse gas reporting data and methods for the 2010 calendar year. Wellington, New Zealand Ministry for the Environment (New Zealand) (2010) Guidance for voluntary corporate greenhouse gas reporting data and methods for the 2010 calendar year. Wellington, New Zealand
Zurück zum Zitat Nicolaisen J, Petrov V, Tesfatsion L (2001) Market power and efficiency in a computational electricity market with discriminatory double-auction pricing. IEEE Trans Evol Comput 5(5):504–523CrossRef Nicolaisen J, Petrov V, Tesfatsion L (2001) Market power and efficiency in a computational electricity market with discriminatory double-auction pricing. IEEE Trans Evol Comput 5(5):504–523CrossRef
Zurück zum Zitat Vinyals M, Bistaffa F, Rogers A (2012) Stable coalition formation among energy consumers in the smart grid. In: 3rd international workshop on agent technologies for energy systems (ATES 2012), Valencia, Spain Vinyals M, Bistaffa F, Rogers A (2012) Stable coalition formation among energy consumers in the smart grid. In: 3rd international workshop on agent technologies for energy systems (ATES 2012), Valencia, Spain
Metadaten
Titel
Agent-based community coordination of local energy distribution
verfasst von
Muhammad Yasir
Martin K. Purvis
Maryam Purvis
Bastin Tony Roy Savarimuthu
Publikationsdatum
01.08.2015
Verlag
Springer London
Erschienen in
AI & SOCIETY / Ausgabe 3/2015
Print ISSN: 0951-5666
Elektronische ISSN: 1435-5655
DOI
https://doi.org/10.1007/s00146-013-0528-1

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