Structural Robustness of Complex Networks: A Survey of A Posteriori Measures [Feature]
Network robustness is critical for various industrial and social networks against malicious
attacks, which has various meanings in different research contexts and here it refers to the …
attacks, which has various meanings in different research contexts and here it refers to the …
An adaptive attack model to network controllability
S Li, W Liu, R Wu, J Li - Reliability Engineering & System Safety, 2023 - Elsevier
For the ultimate goal of protecting the network controllability and enhancing the
controllability robustness, one can learn from how a network can be effectively destructed. In …
controllability robustness, one can learn from how a network can be effectively destructed. In …
Reachability-based robustness of controllability in sparse communication networks
In this paper, we propose closed-form analytic approximations for the number of controllable
nodes in sparse communication networks from the aspect of network controllability …
nodes in sparse communication networks from the aspect of network controllability …
A framework of hierarchical attacks to network controllability
Network controllability robustness reflects how well a networked dynamical system can
maintain its controllability against destructive attacks. This paper investigates the network …
maintain its controllability against destructive attacks. This paper investigates the network …
Using machine learning to quantify the robustness of network controllability
A Dhiman, P Sun, R Kooij - … , MLN 2020, Paris, France, November 24–26 …, 2021 - Springer
This paper presents machine learning based approximations for the minimum number of
driver nodes needed for structural controllability of networks under link-based random and …
driver nodes needed for structural controllability of networks under link-based random and …
Spp-cnn: An efficient framework for network robustness prediction
This paper addresses the robustness of a network to sustain its connectivity and
controllability against malicious attacks. This kind of network robustness is typically …
controllability against malicious attacks. This kind of network robustness is typically …
CNN-based prediction of network robustness with missing edges
Connectivity and controllability of a complex network are two important issues that
guarantee a networked system to function. Robustness of connectivity and controllability …
guarantee a networked system to function. Robustness of connectivity and controllability …
The recoverability of network controllability with respect to node additions
Network controllability is a critical attribute of dynamic networked systems. Investigating
methods to restore network controllability after network degradation is crucial for enhancing …
methods to restore network controllability after network degradation is crucial for enhancing …
Toward robust network controllability: Insights and future directions
Network controllability refers to the ability of a networked system to drive its state to any
desired configuration through control inputs. Controllability robustness ensures that this …
desired configuration through control inputs. Controllability robustness ensures that this …
Approximating the controllability robustness of directed random-graph networks against random edge-removal attacks
Network controllability robustness reflects how well a networked system can maintain its
controllability against destructive attacks. Its performance can be measured by a sequence …
controllability against destructive attacks. Its performance can be measured by a sequence …