Limiting the Failure Impact of Interdependent Power-Communication Networks via Optimal Partitioning
The mutual dependency between the power grid and communication network increases the risk of large-scale cascading failure, making the mitigation of outages a difficult task. In this paper, we use the concept of joint partitioning of the power and communication subsystems by identifying the most vul...
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Published in | IEEE transactions on smart grid Vol. 14; no. 1; pp. 732 - 745 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
Piscataway
IEEE
01.01.2023
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
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Abstract | The mutual dependency between the power grid and communication network increases the risk of large-scale cascading failure, making the mitigation of outages a difficult task. In this paper, we use the concept of joint partitioning of the power and communication subsystems by identifying the most vulnerable typed-graphlets. This results in higher-order partitions, which prevent cascading failures from propagating globally in the system. For this purpose, we first formulate the problem of partitioning the interdependent system as a large-scale optimization problem with the objective of minimizing the overall load shedding subject to: i) power flow convergence, ii) power stability, iii) partition connectivity, iv) communication congestion/delay control, and v) a high partition quality. Then, using Benders' method, we solve the problem by decomposing it into a relaxed master problem that consists of constrained spectral clustering, and a linear subproblem that consists of minimizing the load shedding subject to power flow convergence, stability, and congestion/delay control. Simulations are conducted on an IEEE 118-bus supported by a 118-node communication network. Our investigations reveal an average of 62% decrease in damage when the system is optimally partitioned. |
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AbstractList | The mutual dependency between the power grid and communication network increases the risk of large-scale cascading failure, making the mitigation of outages a difficult task. In this paper, we use the concept of joint partitioning of the power and communication subsystems by identifying the most vulnerable typed-graphlets. This results in higher-order partitions, which prevent cascading failures from propagating globally in the system. For this purpose, we first formulate the problem of partitioning the interdependent system as a large-scale optimization problem with the objective of minimizing the overall load shedding subject to: i) power flow convergence, ii) power stability, iii) partition connectivity, iv) communication congestion/delay control, and v) a high partition quality. Then, using Benders’ method, we solve the problem by decomposing it into a relaxed master problem that consists of constrained spectral clustering, and a linear subproblem that consists of minimizing the load shedding subject to power flow convergence, stability, and congestion/delay control. Simulations are conducted on an IEEE 118-bus supported by a 118-node communication network. Our investigations reveal an average of 62% decrease in damage when the system is optimally partitioned. |
Author | Atat, Rachad Ismail, Muhammad Serpedin, Erchin |
Author_xml | – sequence: 1 givenname: Rachad orcidid: 0000-0001-8075-6243 surname: Atat fullname: Atat, Rachad email: rachad.atat@qatar.tamu.edu organization: Department of Electrical and Computer Engineering, Texas A&M University at Qatar, Doha, Qatar – sequence: 2 givenname: Muhammad orcidid: 0000-0002-8051-9747 surname: Ismail fullname: Ismail, Muhammad email: mismail@tntech.edu organization: Department of Computer Science, Tennessee Technological University, Cookeville, TN, USA – sequence: 3 givenname: Erchin orcidid: 0000-0001-9069-770X surname: Serpedin fullname: Serpedin, Erchin email: eserpedin@tamu.edu organization: Department of Electrical and Computer Engineering, Texas A&M University, College Station, TX, USA |
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SubjectTerms | and cascading Benders decomposition Bending machines Clustering Communication Communication networks Communications networks Congestion constrained clustering Convergence Flow stability Generators interdependency Load flow Load shedding Optimization Partitioning Power flow Power grids Power system faults Power system protection Power system stability Risk communication Smart grid Subsystems typed-graphlets |
Title | Limiting the Failure Impact of Interdependent Power-Communication Networks via Optimal Partitioning |
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