Research graph
References from Resilience Metric and Enhancement for Adversarial Operational Loop Networks via Reinforcement Learning. Local targets link to admitted publications; unresolved targets remain external evidence.
Universal resilience patterns in complex networks
10.1038/nature16948 · 2016 · External reference
Link-centric research on the capability resilience of heterogeneous information combat networks
10.1109/tnse.2025.3555384 · 2025 · External reference
10.3390/systems12010031
10.3390/systems12010031 · External reference
Enhancing the resilience of combat system-of-systems under continuous attacks: Novel index and reinforcement learning-based protection optimization
10.1016/j.eswa.2024.123912 · 2024 · External reference
10.1007/s42524-025-4179-y
10.1007/s42524-025-4179-y · External reference
Deep reinforcement learning-based resilience enhancement strategy of unmanned weapon system-of-systems under inevitable interferences
10.1016/j.ress.2023.109749 · 2024 · External reference
Resilience evaluation and optimal design for weapon system of systems with dynamic reconfiguration
10.1016/j.ress.2023.109409 · 2023 · External reference
Network resilience: Definitions, approaches, and applications
10.1016/j.jksuci.2023.101882 · 2024 · External reference
10.1109/icsrs59833.2023.10381020
10.1109/icsrs59833.2023.10381020 · External reference
Robustness and resilience of complex networks
10.1038/s42254-023-00676-y · 2024 · External reference
Catastrophic cascade of failures in interdependent networks
10.1038/nature08932 · 2010 · External reference
Complex network evolution model based on Turing pattern dynamics
10.1109/tpami.2022.3197276 · 2023 · External reference
Impact of graph energy on a measurement of resilience for tipping points in complex systems
10.1002/sys.21749 · 2024 · External reference
A new resilience metric to compare system of systems architecture
10.1109/jsyst.2021.3062444 · 2022 · External reference
Resilience metric and dynamic assessment of unmanned system-of-systems considering cooperative reconfiguration strategies
10.1109/tr.2024.3438810 · 2025 · External reference
Recovery of infrastructure networks after localised attacks
10.1038/srep24522 · 2016 · External reference
High-end weapon equipment portfolio selection based on a heterogeneous network model
10.1007/s10898-018-0687-1 · 2020 · External reference
Disintegration of operational capability of heterogeneous combat networks under incomplete information
10.1109/tsmc.2018.2867532 · 2020 · External reference
An evaluation method of contribution rate based on fuzzy Bayesian networks for equipment system-of-systems architecture
10.23919/jsee.2023.000081 · 2023 · External reference
Multilayer networks
10.1093/comnet/cnu016 · 2014 · External reference
The structure and dynamics of multilayer networks
10.1016/j.physrep.2014.07.001 · 2014 · External reference
Temporal networks
10.1016/j.physrep.2012.03.001 · 2012 · External reference
10.3390/math9080895
10.3390/math9080895 · External reference
A comparison of graph-theoretic approaches for resilient system of systems design
10.1115/1.4062231 · 2023 · External reference
Adding a detrital actor to increase system of system resilience: A case study test of a biologically inspired design heuristic to guide sociotechnical network evolution
10.1115/1.4048579 · 2020 · External reference
Efficient link-based spatial network disintegration strategy
10.1109/tnse.2024.3523952 · 2025 · External reference
A cross-layer game-theoretic approach to resilient control of networked switched systems against DoS attacks
10.1109/tcyb.2024.3470011 · 2025 · External reference
10.1007/978-3-031-90109-6_2
10.1007/978-3-031-90109-6_2 · External reference
Cascade-based attacks on complex networks
10.1103/physreve.66.065102 · 2002 · External reference
Network reliability: Heading out on the highway
10.1002/net.21977 · 2021 · External reference
Deep learning resilience inference for complex networked systems
10.1038/s41467-024-53303-4 · 2024 · External reference
Design of robust networks via reinforcement learning prompts the emergence of multi-backbones
10.1038/s41467-026-70745-0 · 2026 · External reference
Machine learning for combinatorial optimization: A methodological tour d’horizon
10.1016/j.ejor.2020.07.063 · 2021 · External reference
Reinforcement learning for combinatorial optimization: A survey
10.1016/j.cor.2021.105400 · 2021 · External reference
Meta-path based neighbors for behavioral target generalization in sequential recommendation
10.1109/tnse.2022.3149328 · 2022 · External reference
Structural robustness of combat networks of weapon system-of-systems based on the operation loop
10.1080/00207721.2016.1212429 · 2017 · External reference
Evaluation method and optimization strategies of resilience for air & space defense system of systems based on kill network theory and improved self-information quantity
10.1016/j.dt.2023.01.005 · 2023 · External reference
Conceptual model for capability planning in a military context—A systems thinking approach
10.1002/sys.21624 · 2022 · External reference
Unresolved reference
External reference
Modeling dual-layer interdependent command and control networks for integrated reconnaissance-strike and OODA-loop capabilities
10.1109/tnse.2024.3443191 · 2024 · External reference
Unresolved reference
External reference
Unresolved reference
External reference
Emergence of scaling in random networks
10.1126/science.286.5439.509 · 1999 · External reference
Collective dynamics of `small-world’ networks
10.1038/30918 · 1998 · External reference
Network reliability: Heading out on the highway
10.1002/net.21977 · ExternalCitation · doi-reference
Conceptual model for capability planning in a military context—A systems thinking approach
10.1002/sys.21624 · ExternalCitation · doi-reference
Impact of graph energy on a measurement of resilience for tipping points in complex systems
10.1002/sys.21749 · ExternalCitation · doi-reference
10.1007/978-3-031-90109-6_2
10.1007/978-3-031-90109-6_2 · ExternalCitation · doi-reference
High-end weapon equipment portfolio selection based on a heterogeneous network model
10.1007/s10898-018-0687-1 · ExternalCitation · doi-reference
10.1007/s42524-025-4179-y
10.1007/s42524-025-4179-y · ExternalCitation · doi-reference
Reinforcement learning for combinatorial optimization: A survey
10.1016/j.cor.2021.105400 · ExternalCitation · doi-reference
Evaluation method and optimization strategies of resilience for air & space defense system of systems based on kill network theory and improved self-information quantity
10.1016/j.dt.2023.01.005 · ExternalCitation · doi-reference
Machine learning for combinatorial optimization: A methodological tour d’horizon
10.1016/j.ejor.2020.07.063 · ExternalCitation · doi-reference
Enhancing the resilience of combat system-of-systems under continuous attacks: Novel index and reinforcement learning-based protection optimization
10.1016/j.eswa.2024.123912 · ExternalCitation · doi-reference
Network resilience: Definitions, approaches, and applications
10.1016/j.jksuci.2023.101882 · ExternalCitation · doi-reference
Temporal networks
10.1016/j.physrep.2012.03.001 · ExternalCitation · doi-reference
The structure and dynamics of multilayer networks
10.1016/j.physrep.2014.07.001 · ExternalCitation · doi-reference
Resilience evaluation and optimal design for weapon system of systems with dynamic reconfiguration
10.1016/j.ress.2023.109409 · ExternalCitation · doi-reference
Deep reinforcement learning-based resilience enhancement strategy of unmanned weapon system-of-systems under inevitable interferences
10.1016/j.ress.2023.109749 · ExternalCitation · doi-reference
Collective dynamics of `small-world’ networks
10.1038/30918 · ExternalCitation · doi-reference
Catastrophic cascade of failures in interdependent networks
10.1038/nature08932 · ExternalCitation · doi-reference
Universal resilience patterns in complex networks
10.1038/nature16948 · ExternalCitation · doi-reference
Deep learning resilience inference for complex networked systems
10.1038/s41467-024-53303-4 · ExternalCitation · doi-reference
Design of robust networks via reinforcement learning prompts the emergence of multi-backbones
10.1038/s41467-026-70745-0 · ExternalCitation · doi-reference
Robustness and resilience of complex networks
10.1038/s42254-023-00676-y · ExternalCitation · doi-reference
Recovery of infrastructure networks after localised attacks
10.1038/srep24522 · ExternalCitation · doi-reference
Structural robustness of combat networks of weapon system-of-systems based on the operation loop
10.1080/00207721.2016.1212429 · ExternalCitation · doi-reference
Multilayer networks
10.1093/comnet/cnu016 · ExternalCitation · doi-reference
Cascade-based attacks on complex networks
10.1103/physreve.66.065102 · ExternalCitation · doi-reference
10.1109/icsrs59833.2023.10381020
10.1109/icsrs59833.2023.10381020 · ExternalCitation · doi-reference
A new resilience metric to compare system of systems architecture
10.1109/jsyst.2021.3062444 · ExternalCitation · doi-reference
A cross-layer game-theoretic approach to resilient control of networked switched systems against DoS attacks
10.1109/tcyb.2024.3470011 · ExternalCitation · doi-reference
Meta-path based neighbors for behavioral target generalization in sequential recommendation
10.1109/tnse.2022.3149328 · ExternalCitation · doi-reference
Modeling dual-layer interdependent command and control networks for integrated reconnaissance-strike and OODA-loop capabilities
10.1109/tnse.2024.3443191 · ExternalCitation · doi-reference
Efficient link-based spatial network disintegration strategy
10.1109/tnse.2024.3523952 · ExternalCitation · doi-reference
Link-centric research on the capability resilience of heterogeneous information combat networks
10.1109/tnse.2025.3555384 · ExternalCitation · doi-reference
Complex network evolution model based on Turing pattern dynamics
10.1109/tpami.2022.3197276 · ExternalCitation · doi-reference
Resilience metric and dynamic assessment of unmanned system-of-systems considering cooperative reconfiguration strategies
10.1109/tr.2024.3438810 · ExternalCitation · doi-reference
Disintegration of operational capability of heterogeneous combat networks under incomplete information
10.1109/tsmc.2018.2867532 · ExternalCitation · doi-reference
Adding a detrital actor to increase system of system resilience: A case study test of a biologically inspired design heuristic to guide sociotechnical network evolution
10.1115/1.4048579 · ExternalCitation · doi-reference
A comparison of graph-theoretic approaches for resilient system of systems design
10.1115/1.4062231 · ExternalCitation · doi-reference
Emergence of scaling in random networks
10.1126/science.286.5439.509 · ExternalCitation · doi-reference
An evaluation method of contribution rate based on fuzzy Bayesian networks for equipment system-of-systems architecture
10.23919/jsee.2023.000081 · ExternalCitation · doi-reference
10.3390/math9080895
10.3390/math9080895 · ExternalCitation · doi-reference
10.3390/systems12010031
10.3390/systems12010031 · ExternalCitation · doi-reference
