Observability of complex systems

By Yang-Yu Liu, Jean-Jacques E. Slotine, Albert-László Barabási. Proceedings of the National Academy of Sciences of the United States of America, 2013

521 citations recorded by the source corpus.

How researchers see this paper

The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

Minimal Controllability Problems (2013, unknown): “We are motivated by the recent emergence of control-theoretic ideas in the analysis of of biological circuits [17], biochemical reaction networks [15], and systems biology [30], where systems of many reactants often need to be driven to desirable states with inputs which influence only a few key loc”
Synchronization in complex networks and its application - A survey of recent advances and challenges (2014, background): “…et al., 2013), understanding cancer progression and to develop effective anti-cancer therapies (Cornelius et al., 2013), associate memory (Cornelius et al., 2013) and biochemical reaction systems (Liu et al., 2013), they are not discussed here since they are out of the scope of this survey.”
Controllability Metrics, Limitations and Algorithms for Complex Networks (2013, unknown): “Second, most results in [5], [6] rely on particular interconnection properties of the considered networks, perhaps the absence of self-loops around the network nodes.”
Control Principles of Complex Networks (2015, methodology): “Numerical simulations on model networks suggest that for linear systems the sufficient sensor set is noticeably larger than the necessary sensor set predicted by GA (Liu et al., 2013).”