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Physics of Decision: A data-driven framework for socio-technical systems, using parametric surrogates to enable real-time "what-if" analysis

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Outgoing claims: the papers this work cites, builds on, or argues with.

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Data‐driven control and a prey–predator model for sourcing decisions in the low‐carbon intertwined supply chain
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A Data–Driven Approximation of the Koopman Operator: Extending Dynamic Mode Decomposition
inferredcites →https://doi.org/10.1016/j.automatica.2018.03.046openalex-snapshot
Linear predictors for nonlinear dynamical systems: Koopman operator meets model predictive control
inferredcites →https://doi.org/10.1016/j.cma.2022.115346openalex-snapshot
Bayesian Physics Informed Neural Networks for real-world nonlinear dynamical systems
inferredcites →https://doi.org/10.1016/j.eswa.2023.120116openalex-snapshot
Collaborative intuitionistic fuzzy-AHP to evaluate simulation-based analytics for freight transport
inferredcites →https://doi.org/10.1016/j.ijinfomgt.2019.01.021openalex-snapshot
Artificial intelligence for decision making in the era of Big Data – evolution, challenges and research agenda
inferredcites →https://doi.org/10.1016/j.neucom.2022.09.005openalex-snapshot
Deep learning for Covid-19 forecasting: State-of-the-art review.
inferredcites →https://doi.org/10.1016/j.nls.2025.100095openalex-snapshot
A Koopman operator framework for nonlinear epidemic dynamics: Application to an SIRSD model
inferredcites →https://doi.org/10.1016/j.simpat.2016.02.001openalex-snapshot
Perspectives and relationships in Supply Chain Simulation: A systematic literature review
inferredcites →https://doi.org/10.1037/13978-000openalex-snapshot
The new science of management decision.
inferredcites →https://doi.org/10.1038/s41598-020-63877-wopenalex-snapshot
Algorithmic discovery of dynamic models from infectious disease data
inferredcites →https://doi.org/10.1073/pnas.17.5.315openalex-snapshot
Hamiltonian Systems and Transformation in Hilbert Space
inferredcites →https://doi.org/10.1080/00207543.2020.1725171openalex-snapshot
System dynamics modelling for supply chain disruptions
inferredcites →https://doi.org/10.1093/inthealth/ihv009openalex-snapshot
Discovering dynamic patterns from infectious disease data using dynamic mode decomposition
inferredcites →https://doi.org/10.1109/cdc49753.2023.10384235openalex-snapshot
Parameter-Varying Koopman Operator for Nonlinear System Modeling and Control
inferredcites →https://doi.org/10.1109/wsc.2015.7408294openalex-snapshot
Tutorial: Simulation metamodeling
inferredcites →https://doi.org/10.1109/wsc68292.2025.11338967openalex-snapshot
Predictive Vision of Physics of Decision : Modelisation of Virus Propagation with Force Fields Paradigm
inferredcites →https://doi.org/10.1111/risa.17452openalex-snapshot
Resist and recover: Introducing a spring theory for modeling disaster resilience
inferredcites →https://doi.org/10.1137/21m1401243openalex-snapshot
Modern Koopman Theory for Dynamical Systems
inferredcites →https://doi.org/10.24251/hicss.2019.369openalex-snapshot
A Tentative Framework for Risk and Opportunity Detection in A Collaborative Environment Based on Data Interpretation
inferredcites →https://doi.org/10.24251/hicss.2022.309openalex-snapshot
Persistent physics-based crisis management framework: A case study of traffic in the Nantes city due to flood exposure
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