TY - JOUR
T1 - Safe and private forward-trading platform for transactive microgrids
AU - Eisele, Scott
AU - Eghtesad, Taha
AU - Campanelli, Keegan
AU - Agrawal, Prakhar
AU - Laszka, Aron
AU - Dubey, Abhishek
N1 - Funding Information:
2020. This is the author’s version of the work. It is posted here for your personal use. Not for redistribution. The definitive Version of Record was published in ACM Transactions on Cyber-Physical Systems. This work was funded in part by a grant from Siemens CT and in part by grants from NSF under award numbers CNS-1647015, CNS-1818901, and CNS-1840052. The views presented in this article are those of the authors and do not reflect the opinion or endorsement of Siemens CT and NSF. Authors’ addresses: S. Eisele, K. Campanelli, P. Agrawal, and A. Dubey, Vanderbilt University, VUSE-ISIS building, 1025 16th Ave S, Suite 102 Nashville, TN 37212 Nashville, TN; emails: {scott.r.eisele, keegan.m.campanelli}@vanderbilt.edu, prakhar98.iitd@gmail.com, abhishek.dubey@vanderbilt.edu; T. Eghtesad and A. Laszka, University of Houston, Department of Computer Science, Philip Guthrie Hoffman Hall, 3551 Cullen Blvd., Room 501, Houston, TX 77204-3010; emails: {teghtesad, alaszka}@uh.edu. Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than the author(s) must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from permissions@acm.org. © 2020 Copyright held by the owner/author(s). Publication rights licensed to ACM. 2378-962X/2020/12-ART8 $15.00 https://doi.org/10.1145/3403711
Publisher Copyright:
© 2020 Copyright held by the owner/author(s). Publication rights licensed to ACM.
PY - 2021/1
Y1 - 2021/1
N2 - Power grids are evolving at an unprecedented pace due to the rapid growth of distributed energy resources (DER) in communities. These resources are very different from traditional power sources, as they are located closer to loads and thus can significantly reduce transmission losses and carbon emissions. However, their intermittent and variable nature often results in spikes in the overall demand on distribution system operators (DSO). To manage these challenges, there has been a surge of interest in building decentralized control schemes, where a pool of DERs combined with energy storage devices can exchange energy locally to smooth fluctuations in net demand. Building a decentralized market for transactive microgrids is challenging, because even though a decentralized system provides resilience, it also must satisfy requirements such as privacy, efficiency, safety, and security, which are often in conflict with each other. As such, existing implementations of decentralized markets often focus on resilience and safety but compromise on privacy. In this article, we describe our platform, called TRANSAX, which enables participants to trade in an energy futures market, which improves efficiency by finding feasible matches for energy trades, enabling DSOs to plan their energy needs better. TRANSAX provides privacy to participants by anonymizing their trading activity using a distributed mixing service, while also enforcing constraints that limit trading activity based on safety requirements, such as keeping planned energy flow below line capacity. We show that TRANSAX can satisfy the seemingly conflicting requirements of efficiency, safety, and privacy. We also provide an analysis of how much trading efficiency is lost. Trading efficiency is improved through the problem formulation, which accounts for temporal flexibility, and system efficiency is improved using a hybrid-solver architecture. Finally, we describe a testbed to run experiments and demonstrate its performance using simulation results.
AB - Power grids are evolving at an unprecedented pace due to the rapid growth of distributed energy resources (DER) in communities. These resources are very different from traditional power sources, as they are located closer to loads and thus can significantly reduce transmission losses and carbon emissions. However, their intermittent and variable nature often results in spikes in the overall demand on distribution system operators (DSO). To manage these challenges, there has been a surge of interest in building decentralized control schemes, where a pool of DERs combined with energy storage devices can exchange energy locally to smooth fluctuations in net demand. Building a decentralized market for transactive microgrids is challenging, because even though a decentralized system provides resilience, it also must satisfy requirements such as privacy, efficiency, safety, and security, which are often in conflict with each other. As such, existing implementations of decentralized markets often focus on resilience and safety but compromise on privacy. In this article, we describe our platform, called TRANSAX, which enables participants to trade in an energy futures market, which improves efficiency by finding feasible matches for energy trades, enabling DSOs to plan their energy needs better. TRANSAX provides privacy to participants by anonymizing their trading activity using a distributed mixing service, while also enforcing constraints that limit trading activity based on safety requirements, such as keeping planned energy flow below line capacity. We show that TRANSAX can satisfy the seemingly conflicting requirements of efficiency, safety, and privacy. We also provide an analysis of how much trading efficiency is lost. Trading efficiency is improved through the problem formulation, which accounts for temporal flexibility, and system efficiency is improved using a hybrid-solver architecture. Finally, we describe a testbed to run experiments and demonstrate its performance using simulation results.
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U2 - 10.1145/3403711
DO - 10.1145/3403711
M3 - Article
AN - SCOPUS:85100307601
SN - 2378-962X
VL - 5
JO - ACM Transactions on Cyber-Physical Systems
JF - ACM Transactions on Cyber-Physical Systems
IS - 1
M1 - 8
ER -