Skip to content
DraconiticResearch
Search Sources API
203,234 studies31 sourcesUpdated 14 min ago
PreprintarXiv licencearXiv

Generic Local Identifiability Does Not Imply Generic Global Identifiability in Linear Networks

Abstract

We give a counterexample to the implication from generic local to generic global identifiability for linear networks with a fixed topology, independently unknown edge coefficients, and selected excited and measured nodes. A six-node network with nine unknown coefficients has exactly two compatible parameter vectors generically. Adding six excited and measured nodes preserves this ambiguity while making the added coefficients directly recoverable. The resulting twelve-node structure has forty-two independent unknown coefficients and zero diagonal. For every positive bound on the largest eigenvalue magnitude, a nonempty open set of parameters has two distinct compatible networks satisfying that bound. This holds for both real and complex coefficients. Other open regions have exactly one admissible solution. The proof uses a rational transformation exchanging the two solutions and a common limiting matrix whose fourth power vanishes. Exact rational-number certificates verify an explicit pair. The construction also extends algebraically when the unknown coordinates are whole rational transfer functions. Genericity in prescribed numerator and denominator coefficient families, and the requirement that every transfer function vanish at infinite frequency, remain separate questions.

Related

  1. Reinforcement Learning for Global-Local Control of Dynamic Networks with Applications to Systemic Risk
    Nils Detering, Florian Grell, Thilo Meyer-Brandis
    arXivPreprintarXiv licenceFull textOptimisation & controlarXiv
  2. Twisted Rational Zeros and Local-Global Principles for Linear Recurrence Sequences
    Piotr Bacik
    arXivPreprintCC BY 4.0Full textAlgebra & number theoryarXiv
  3. Generic Triviality of Linear Automorphisms of Complete Intersections
    Zhaoning Cui
    arXivPreprintarXiv licenceFull textAlgebra & number theoryarXiv
  4. Local centralizer rigidity for a non-generic diagonal map
    Zhijing Wendy Wang, Amie Wilkinson
    arXivPreprintCC BY 4.0Full textDynamical systemsarXiv
  5. Characterizing Identifiability and Generalization for Inverse Receding-Horizon Linear-Quadratic Regulator Problems
    Zhiyuan Jin, Jingqi Li, David Fridovich-Keil
    arXivPreprintarXiv licenceFull textOptimisation & controlarXiv
BibTeX
@misc{hansson2026generic,
  title = {{Generic Local Identifiability Does Not Imply Generic Global Identifiability in Linear Networks}},
  author = {Anders Hansson},
  howpublished = {arXiv},
  year = {2026},
  month = oct,
  doi = {10.48550/arxiv.2610.18228},
  eprint = {2610.18228},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2610.18228},
}
RIS
TY  - UNPB
TI  - Generic Local Identifiability Does Not Imply Generic Global Identifiability in Linear Networks
AU  - Anders Hansson
PY  - 2026
DA  - 2026/10/13
PB  - arXiv
DO  - 10.48550/arxiv.2610.18228
UR  - https://arxiv.org/abs/2610.18228
AB  - We give a counterexample to the implication from generic local to generic global identifiability for linear networks with a fixed topology, independently unknown edge coefficients, and selected excited and measured nodes. A six-node network with nine unknown coefficients has exactly two compatible parameter vectors generically. Adding six excited and measured nodes preserves this ambiguity while making the added coefficients directly recoverable. The resulting twelve-node structure has forty-two independent unknown coefficients and zero diagonal. For every positive bound on the largest eigenvalue magnitude, a nonempty open set of parameters has two distinct compatible networks satisfying that bound. This holds for both real and complex coefficients. Other open regions have exactly one admissible solution. The proof uses a rational transformation exchanging the two solutions and a common limiting matrix whose fourth power vanishes. Exact rational-number certificates verify an explicit pair. The construction also extends algebraically when the unknown coordinates are whole rational transfer functions. Genericity in prescribed numerator and denominator coefficient families, and the requirement that every transfer function vanish at infinite frequency, remain separate questions.
ER  -