10 problems
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Conditioning conjecture for linear time-invariant system identification
Conditioning conjecture. The global optima of the underlying optimization problem are among the best-conditioned eigenvalues of the rectangular multiparameter eigenvalue problem.
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Chen's fundamental-limit conjecture for stochastic-gradient identification
Chen's conjecture. The established sufficient condition for strong consistency of the stochastic-gradient identification algorithm is inherently conservative; the…
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Radius-selection conjecture for weak-form system identification
Radius-selection conjecture. The stagnation radius satisfies
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Conjecture on weakening the data-collection requirements for bilinear Koopman surrogates
Let be a set of data points and, for each , let be collected data triplets satisfying the stated assump…
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Weak-form methods improve coarse-graining algorithms
Consider coarse-graining algorithms for dynamical systems, including methods based on weak formulations of the governing equations. Weak-form improvement conjecture. The weak form…
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Ill-conditioning conjecture for empirical Bayes hyper-parameter convergence
Let be the regression matrix, let be the empirical Bayes hyper-parameter estimator, and let denote its limit…
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Wahlberg et al.'s conjecture on the last module in EMP I
Let EMP I be a minimal excitation and measurement pattern for a cascade network, and distinguish its first and last modules along the cascade. The first module's accuracy is not im…
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Kernel-based uncertainty-set conjecture for system identification
The estimation methods RLS, SRLS, and KRLS are compared, where the uncertainty set in each method represents possible disturbances or model uncertainty in the system-identification…
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The direct-module excitation and measurement allocation conjecture
Let an excitation and measurement placement (EMP) be an allocation of excitations and measurements in a dynamic network, and let the covariance matrix refer to the theoretical cova…
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Conjecture on connections determining NDS structure identifiability
A networked dynamical system (NDS) is constructed from interconnected subsystems, whose (pseudo) free pole parameters (FPPs) describe subsystem dynamics. Connections determining st…