The increasing uncertainty that surrounds electricity system operation renders security assessment a highly challenging task; the range of possible operating states expands, rendering traditional approaches based on heuristic practices and ad hoc analysis obsolete. In turn, machine learning can be used to construct surrogate models approximating the system's security boundary in the region of operation. To this end, past system history can be useful for generating anticipated system states suitable for training. However, inferring the underlying data model, to allow high-density sampling, is problematic due to the large number of variables, their complex marginal probability distributions and the nonlinear dependence structure they exhibit. In this paper, we adopt the C-Vine pair-copula decomposition scheme; clustering and principal component transformation stages are introduced, followed by a truncation to the pairwise dependency modeling, enabling efficient fitting and sampling of large datasets. Using measurements from the French grid, we show that a machine learning training database sampled from the proposed method can produce binary security classifiers with superior predictive capability compared to other approaches.@en

This paper presents a computational platform for dynamic security assessment (DSA) of large electricity grids, developed as part of the iTesla project. It leverages high performance computing to analyze large power systems, with many scenarios and possible contingencies, thus paving the way for pan-European operational stability analysis. The results of the DSA are summarized by decision trees of 11 stability indicators. The platform's workflow and parallel implementation architecture is described in detail, including the way commercial tools are integrated into a plug-in architecture. A case study of the French grid is presented, with over 8000 scenarios and 1980 contingencies. Performance data of the case study (using 10 000 parallel cores) is analyzed, including task timings and data flows. Finally, the generated decision trees are compared with test data to quantify the functional performance of the DSA platform.@en

This paper presents a computational platform for dynamic security assessment (DSA) of large electricity grids, developed as part of the iTesla project. It leverages high performance computing to analyze large power systems, with many scenarios and possible contingencies, thus paving the way for pan-European operational stability analysis. The results of the DSA are summarized by decision trees of 11 stability indicators. The platform's workflow and parallel implementation architecture is described in detail, including the way commercial tools are integrated into a plug-in architecture. A case study of the French grid is presented, with over 8000 scenarios and 1980 contingencies. Performance data of the case study (using 10 000 parallel cores) is analyzed, including task timings and data flows. Finally, the generated decision trees are compared with test data to quantify the functional performance of the DSA platform.@en

This paper presents a computational platform for dynamic security assessment (DSA) of large electricity grids, developed as part of the iTesla project. It leverages high performance computing to analyze large power systems, with many scenarios and possible contingencies, thus paving the way for pan-European operational stability analysis. The results of the DSA are summarized by decision trees of 11 stability indicators. The platform's workflow and parallel implementation architecture is described in detail, including the way commercial tools are integrated into a plug-in architecture. A case study of the French grid is presented, with over 8000 scenarios and 1980 contingencies. Performance data of the case study (using 10 000 parallel cores) is analyzed, including task timings and data flows. Finally, the generated decision trees are compared with test data to quantify the functional performance of the DSA platform.@en

A power grid is a critical infrastructure that relies on supervisory control and data acquisition (SCADA) systems for monitoring, control, and operation. On top of the power infrastructure reside layers of information and communications technology (ICT) that are interconnected with electric grids. The cyber and power infrastructures together constitute a large, complex cyberphysical system. ICTs on the power grids have evolved from isolated structures into open and networked environments based on TCP/IP and Ethernet. The technology is known to be vulnerable with respect to cyberintrusions. As ICTs of the power infrastructure have evolved into highly connected network environments, the use of firewalls has become a widely adopted access control method against intruders. Firewalls do not guarantee cybersecurity, however. The misconfiguration of company firewalls has been reported. Even if the configuration of a firewall is correct, it is still vulnerable because firewalls are not able to detect insider attacks and connections from the trusted side. Hence, solutions based solely on firewalls can be inadequate.@en

A power grid is a critical infrastructure that relies on supervisory control and data acquisition (SCADA) systems for monitoring, control, and operation. On top of the power infrastructure reside layers of information and communications technology (ICT) that are interconnected with electric grids. The cyber and power infrastructures together constitute a large, complex cyberphysical system. ICTs on the power grids have evolved from isolated structures into open and networked environments based on TCP/IP and Ethernet. The technology is known to be vulnerable with respect to cyberintrusions. As ICTs of the power infrastructure have evolved into highly connected network environments, the use of firewalls has become a widely adopted access control method against intruders. Firewalls do not guarantee cybersecurity, however. The misconfiguration of company firewalls has been reported. Even if the configuration of a firewall is correct, it is still vulnerable because firewalls are not able to detect insider attacks and connections from the trusted side. Hence, solutions based solely on firewalls can be inadequate.@en

A power grid is a critical infrastructure that relies on supervisory control and data acquisition (SCADA) systems for monitoring, control, and operation. On top of the power infrastructure reside layers of information and communications technology (ICT) that are interconnected with electric grids. The cyber and power infrastructures together constitute a large, complex cyberphysical system. ICTs on the power grids have evolved from isolated structures into open and networked environments based on TCP/IP and Ethernet. The technology is known to be vulnerable with respect to cyberintrusions. As ICTs of the power infrastructure have evolved into highly connected network environments, the use of firewalls has become a widely adopted access control method against intruders. Firewalls do not guarantee cybersecurity, however. The misconfiguration of company firewalls has been reported. Even if the configuration of a firewall is correct, it is still vulnerable because firewalls are not able to detect insider attacks and connections from the trusted side. Hence, solutions based solely on firewalls can be inadequate.@en

A power grid is a critical infrastructure that relies on supervisory control and data acquisition (SCADA) systems for monitoring, control, and operation. On top of the power infrastructure reside layers of information and communications technology (ICT) that are interconnected with electric grids. The cyber and power infrastructures together constitute a large, complex cyberphysical system. ICTs on the power grids have evolved from isolated structures into open and networked environments based on TCP/IP and Ethernet. The technology is known to be vulnerable with respect to cyberintrusions. As ICTs of the power infrastructure have evolved into highly connected network environments, the use of firewalls has become a widely adopted access control method against intruders. Firewalls do not guarantee cybersecurity, however. The misconfiguration of company firewalls has been reported. Even if the configuration of a firewall is correct, it is still vulnerable because firewalls are not able to detect insider attacks and connections from the trusted side. Hence, solutions based solely on firewalls can be inadequate.@en