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2016 | OriginalPaper | Buchkapitel

TugaTAC Broker: A Fuzzy Logic Adaptive Reasoning Agent for Energy Trading

verfasst von : Thiago R. P. M. Rúbio, Jonas Queiroz, Henrique Lopes Cardoso, Ana Paula Rocha, Eugénio Oliveira

Erschienen in: Multi-Agent Systems and Agreement Technologies

Verlag: Springer International Publishing

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Abstract

Smart Grid technologies are changing the way energy is generated, distributed and consumed. With the increasing spread of renewable power sources, new market strategies are needed to guarantee a more sustainable participation and less dependency of bulk generation. In PowerTAC (Power Trading Agent Competition), different software agents compete in a simulated energy market, impersonating broker companies to create and manage attractive tariffs for customers while aiming to profit. In this paper, we present TugaTAC Broker, a PowerTAC agent that uses a fuzzy logic mechanism to compose tariffs based on its customers portfolio. Fuzzy sets allow adaptive configurations for brokers in different scenarios. To validate and compare the performance of TugaTAC, we have run a local version of the PowerTAC competition. The experiments comprise TugaTAC competing against other simple agents and a more realistic configuration, with instances of the winners of previous editions of the competition. Preliminary results show a promising dynamic: our approach was able to manage imbalances and win the competition in the simple case, but need refinements to compete with more sophisticated market.

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Literatur
1.
Zurück zum Zitat Jackson, M.O.: Networks and economic behavior. Annu. Rev. Econ. 1(1), 489–511 (2009)CrossRef Jackson, M.O.: Networks and economic behavior. Annu. Rev. Econ. 1(1), 489–511 (2009)CrossRef
2.
Zurück zum Zitat Joskow, P.L.: Lessons learned from electricity market liberalization. Energy J. 29(2), 9–42 (2008) Joskow, P.L.: Lessons learned from electricity market liberalization. Energy J. 29(2), 9–42 (2008)
3.
Zurück zum Zitat Ketter, W., Collins, J., Reddy, P.: Power TAC: a competitive economic simulation of the smart grid. Energy Econ. 39, 262–270 (2013)CrossRef Ketter, W., Collins, J., Reddy, P.: Power TAC: a competitive economic simulation of the smart grid. Energy Econ. 39, 262–270 (2013)CrossRef
4.
Zurück zum Zitat Ketter, W., Collins, J., Block, C.A.: Smart grid economics: policy guidance through competitive simulation (2010) Ketter, W., Collins, J., Block, C.A.: Smart grid economics: policy guidance through competitive simulation (2010)
5.
Zurück zum Zitat Tykhonov, D.: Designing Generic and Efficient Negotiation Strategies. Delft University of Technology, TU Delft (2010) Tykhonov, D.: Designing Generic and Efficient Negotiation Strategies. Delft University of Technology, TU Delft (2010)
6.
Zurück zum Zitat Stango, V., Zinman, J.: Fuzzy math, disclosure regulation, and market outcomes: evidence from truth-in-lending reform. Rev. Finan. Stud. 24(2), 506–534 (2011)CrossRef Stango, V., Zinman, J.: Fuzzy math, disclosure regulation, and market outcomes: evidence from truth-in-lending reform. Rev. Finan. Stud. 24(2), 506–534 (2011)CrossRef
7.
Zurück zum Zitat Kuate, R.T., He, M., Chli, M., Wang, H.H.: An intelligent broker agent for energy trading: an MDP approach. In: Proceedings of the Twenty-Third International Joint Conference on Artificial Intelligence, pp. 234–240. AAAI Press (2013) Kuate, R.T., He, M., Chli, M., Wang, H.H.: An intelligent broker agent for energy trading: an MDP approach. In: Proceedings of the Twenty-Third International Joint Conference on Artificial Intelligence, pp. 234–240. AAAI Press (2013)
8.
Zurück zum Zitat Ketter, W., Collins, J., Reddy, P.P., Weerdt, M.D.: The 2015 Power Trading Agent Competition. ERIM Report Series Reference No. ERS-2015-001-LIS (2015) Ketter, W., Collins, J., Reddy, P.P., Weerdt, M.D.: The 2015 Power Trading Agent Competition. ERIM Report Series Reference No. ERS-2015-001-LIS (2015)
9.
Zurück zum Zitat Reddy, P.P., Veloso, M.M.: Negotiated learning for smart grid agents: entity selection based on dynamic partially observable features. In: AAAI (2013) Reddy, P.P., Veloso, M.M.: Negotiated learning for smart grid agents: entity selection based on dynamic partially observable features. In: AAAI (2013)
10.
Zurück zum Zitat Liefers, B., Hoogland, J., Poutré, H.L.: A successful broker agent for power TAC. In: Ceppi, S., David, E., Podobnik, V., Robu, V., Shehory, O., Stein, S., Vetsikas, I.A. (eds.) AMEC/TADA 2013 and 2014. LNBIP, vol. 187, pp. 99–113. Springer, Heidelberg (2014) Liefers, B., Hoogland, J., Poutré, H.L.: A successful broker agent for power TAC. In: Ceppi, S., David, E., Podobnik, V., Robu, V., Shehory, O., Stein, S., Vetsikas, I.A. (eds.) AMEC/TADA 2013 and 2014. LNBIP, vol. 187, pp. 99–113. Springer, Heidelberg (2014)
11.
Zurück zum Zitat Matetic, S., Babic, J., Matijas, M., Petric, A., Podobnik, V.: The Crocodileagent 2012: negotiating agreements in smart grid tariff market. In: AT, pp. 203–204 (2012) Matetic, S., Babic, J., Matijas, M., Petric, A., Podobnik, V.: The Crocodileagent 2012: negotiating agreements in smart grid tariff market. In: AT, pp. 203–204 (2012)
12.
Zurück zum Zitat Özdemir, S., Unland, R.: The broker strategies of a winner agent in power TAC Özdemir, S., Unland, R.: The broker strategies of a winner agent in power TAC
13.
Zurück zum Zitat Hoogland, J.: Power TAC cwiBroker2014 (2014) Hoogland, J.: Power TAC cwiBroker2014 (2014)
14.
Zurück zum Zitat Diamantopoulos, T.G., Symeonidis, A.L., Chrysopoulos, A.C.: Designing robust strategies for continuous trading in contemporary power markets. In: David, E., Kiekintveld, C., Robu, V., Shehory, O., Stein, S. (eds.) AMEC 2012 and TADA 2012. LNBIP, vol. 136, pp. 30–44. Springer, Heidelberg (2013) Diamantopoulos, T.G., Symeonidis, A.L., Chrysopoulos, A.C.: Designing robust strategies for continuous trading in contemporary power markets. In: David, E., Kiekintveld, C., Robu, V., Shehory, O., Stein, S. (eds.) AMEC 2012 and TADA 2012. LNBIP, vol. 136, pp. 30–44. Springer, Heidelberg (2013)
15.
Zurück zum Zitat Urieli, D., Stone, P.: Tactex’13: A champion adaptive power trading agent. In: Proceedings of the 2014 International Conference on Autonomous Agents and Multi-agent Systems, AAMAS 2014, pp. 1447–1448. International Foundation for Autonomous Agents and Multiagent Systems, Richland (2014) Urieli, D., Stone, P.: Tactex’13: A champion adaptive power trading agent. In: Proceedings of the 2014 International Conference on Autonomous Agents and Multi-agent Systems, AAMAS 2014, pp. 1447–1448. International Foundation for Autonomous Agents and Multiagent Systems, Richland (2014)
16.
Zurück zum Zitat Ketter, W., Collins, J., Reddy, P.P., Flath, C.M., Weerdt, M.D.: The power trading agent competition. ERIM Report Series Reference No. ERS-2011-027-LIS (2011) Ketter, W., Collins, J., Reddy, P.P., Flath, C.M., Weerdt, M.D.: The power trading agent competition. ERIM Report Series Reference No. ERS-2011-027-LIS (2011)
17.
Zurück zum Zitat Novák, V., Perfilieva, I., Močkoř, J.: Mathematical Principles of Fuzzy Logic. Springer, New York (1999)CrossRefMATH Novák, V., Perfilieva, I., Močkoř, J.: Mathematical Principles of Fuzzy Logic. Springer, New York (1999)CrossRefMATH
18.
Zurück zum Zitat Babic, J., Podobnik, V.: An analysis of power trading agent competition 2014. In: Ceppi, S., David, E., Podobnik, V., Robu, V., Shehory, O., Stein, S., Vetsikas, I.A. (eds.) AMEC/TADA 2013 and 2014. LNBIP, vol. 187, pp. 1–15. Springer, Heidelberg (2014) Babic, J., Podobnik, V.: An analysis of power trading agent competition 2014. In: Ceppi, S., David, E., Podobnik, V., Robu, V., Shehory, O., Stein, S., Vetsikas, I.A. (eds.) AMEC/TADA 2013 and 2014. LNBIP, vol. 187, pp. 1–15. Springer, Heidelberg (2014)
Metadaten
Titel
TugaTAC Broker: A Fuzzy Logic Adaptive Reasoning Agent for Energy Trading
verfasst von
Thiago R. P. M. Rúbio
Jonas Queiroz
Henrique Lopes Cardoso
Ana Paula Rocha
Eugénio Oliveira
Copyright-Jahr
2016
DOI
https://doi.org/10.1007/978-3-319-33509-4_16