A pipeline that uses SysML diagrams enhanced by NLP and LLMs to automatically generate dynamical system computational models from unstructured text, demonstrated on a simple pendulum with better results than zero-shot LLMs.
Tarjan, Depth-first search and linear graph algorithms, SIAM journal on computing 1 (2) (1972) 146–160
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Multistage difference-of-convex programming reconstructs topology and edge resistances of circular planar resistive networks from limited measurements assuming known node counts and Kirchhoff index.
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Text to model via SysML: Automated generation of dynamical system computational models from unstructured natural language text via enhanced System Modeling Language diagrams
A pipeline that uses SysML diagrams enhanced by NLP and LLMs to automatically generate dynamical system computational models from unstructured text, demonstrated on a simple pendulum with better results than zero-shot LLMs.
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Topology Reconstruction of a Resistor Network with Limited Boundary Measurements: An Optimization Approach
Multistage difference-of-convex programming reconstructs topology and edge resistances of circular planar resistive networks from limited measurements assuming known node counts and Kirchhoff index.