Large Signal Model · Plate 4 of 17

Refinement closes an observable space

Add the directions generated by known dynamics.

Question to keep in view. Which extra observable directions make the state close?

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For a known finite family \(L_u\) on a \(d\)-dimensional space, start from the rows of a required observation \(C_0\) and form

\[ W_{n+1}=W_n+\sum_uW_nL_u,\qquad W_0=\operatorname{row}(C_0). \]
An observable row space enlarged until it is invariant under the known dynamics.
An observable row space enlarged until it is invariant under the known dynamics.
Read the diagram in words

The diagram adds the directions obtained by applying the known dynamics to the requested observation. In this example, the observation and its one-step image span the two-dimensional dual space. The forward observation must actually become available before it can serve as a causal delay state.

Every strict inclusion raises dimension. After at most \(d-\dim W_0\) strict enlargements, the limit \(W_*\) is the least common invariant row space containing \(W_0\).

For the running example, the rows of

\[ O=\begin{pmatrix}1&0\\1/2&1\end{pmatrix},\qquad D=OLO^{-1}=\begin{pmatrix}0&1\\1/12&5/6\end{pmatrix} \]

span \(W_*={\mathbb R}^{2\,*}\). The state \(Ox_s=(y_s,y_{s+1})^{\mathsf T}\) therefore closes.

The mathematical point

The added coordinate is forced by the action of \(L\) on the requested observable. In a larger system, unobserved directions unrelated to its future can remain outside \(W_*\).

Scope

Computing \(Ox_s\) uses a forward observation. It becomes an available delay state \((y_{t-1},y_t)\) only after a one-step warm-up. Known-operator completion does not establish sensor access to arbitrary new observables.

Formal route

InvariantCompletion.lean; PredictiveCompletion.lean; DelayClosure.lean.

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