2006.12427
Learning Koopman Representations for Hybrid Systems
Craig Bakker, Arnab Bhattacharya, Samrat Chatterjee, Casey J. Perkins, Matthew R. Oster
correctmedium confidence
- Category
- Not specified
- Journal tier
- Specialist/Solid
- Processed
- Sep 28, 2025, 12:55 AM
- arXiv Links
- Abstract ↗PDF ↗
Audit review
The candidate reproduces the paper’s Theorem 2.1 construction almost verbatim: introduce v_k := x_{k+1} − x_k, define control/discrete increments φ_k and ω_k, assume the single-step identifiability condition so that G(·,x,u): V(x,u) → S is a bijection, and evolve a continuous-state, time-varying system with state s_k = (x_k,u_k,v_k) ∈ R^{2n+m} that is in bijection with (x_k,y_k) along the fixed {u_k,z_k} trajectory. This is precisely the paper’s setup and proof (Eqs. (16)–(32)), including the definition of V(x,u), the decoder via G yielding y_k and z_k, and the update for v_{k+1} (Eq. (29)); the paper explicitly concludes the bijection “Given u_k and z_k” between (x_k,y_k) and s_k (x,u,v) . The candidate’s only addition is to make the encoder/decoder (E_k,H) explicit and to verify invertibility by induction, which is consistent with and not stronger than the paper’s argument.
Referee report (LaTeX)
\textbf{Recommendation:} minor revisions
\textbf{Journal Tier:} specialist/solid
\textbf{Justification:}
The main theoretical result (existence of a continuous-state representation in bijection with the original hybrid trajectory under a clear identifiability condition) is correct and well motivated. The proof is concise and sound; modest additions clarifying the domain of the decoding map G, the initialization data, and robustness considerations (projection onto V(x,u)) would improve readability and practical applicability without altering the core contribution.