InformationTheory.Shannon.GeneralDMC.Basic
General DMC capacity (limit form) — publish layer #
This file is a thin publish layer on top of BlockwiseChannel/. It
re-exports the limit-form capacity definition and four publish-surface
theorems under a dedicated GeneralDMC namespace so that downstream modules
(AWGN, MAC, BC, RelayCutset, …) can refer to
GeneralDMC.capacity_lim directly without depending on BlockwiseChannel
plumbing names.
For the memoryless case, every publish theorem
is fully discharged via BlockwiseChannel.capacity_lim_eq_capacity_of_memoryless.
For the fully general case (Han–Verdú spectral form / informationally
stable channels) the publish theorems are exposed in hypothesis-form: the
limit-existence / monotonicity hypothesis is taken as an explicit argument and
consumed pass-through. The Han–Verdú spectral form itself is out of scope.
Main publish surface #
GeneralDMC.capacity_lim— namespace abbrev forBlockwiseChannel.capacity_lim.GeneralDMC.capacity_lim_tendsto_of_memoryless— forofMemoryless W, the per-letter capacity sequence converges tocapacity W(memoryless concrete limit form).GeneralDMC.capacity_lim_exists_of_memoryless— limit-existence corollary in∃ ℓ, Tendsto …shape (memoryless concrete limit form).GeneralDMC.capacity_lim_exists_of_subadditive— Fekete-based general limit-existence pass-through: given a real-valued subadditive surrogate that bounds the per-letter capacity, the limit exists.GeneralDMC.capacity_lim_eq_capacity_of_memoryless— alias of theBlockwiseChannelmain theorem (the main publish target).GeneralDMC.capacity_lim_nonneg_of_memoryless— nonnegativity in the memoryless case (direct from the equality +capacity_nonneg).GeneralDMC.capacity_lim_monotone_in_n_of_memoryless— the per-letter sequence(capacityN _ n).toReal / nis monotone innfor memoryless channels (in fact eventually constant).GeneralDMC.capacity_lim_pass_through_of_eventually_const— monotonicity pass-through: if the per-letter sequence is eventually equal to some constantc, thencapacity_lim = c.
Design #
This file is intentionally signature-stable: it does not redefine
BlockwiseChannel, capacityN, or capacity_lim, and adds no new
mathematical content beyond statement-level pass-through. The four
publish surfaces (capacity_lim_exists,
capacity_lim_nonneg, capacity_lim_monotone_in_n,
capacity_lim_eq_capacity_of_memoryless) are split into a concrete
memoryless flavour (discharged 0-sorry from BlockwiseChannel) and a
general hypothesis-form flavour (limit-existence / monotonicity taken
as an explicit argument).
References #
Namespace abbreviations #
We expose BlockwiseChannel and capacity_lim under the GeneralDMC
namespace as plain abbreviations, so downstream code can write
GeneralDMC.capacity_lim W without open-ing BlockwiseChannel.
InformationTheory.Shannon.GeneralDMC.Channel
sourceA general DMC at the BlockwiseChannel abstraction layer.
Equations
Instances For
Used by
InformationTheory.Shannon.GeneralDMC.capacity_lim
sourceGeneral DMC capacity, limit form:
lim_{n → ∞} (1/n) · sup_{p} I(p; W_n). Re-export of
BlockwiseChannel.capacity_lim.
Instances For
Used by
InformationTheory.Shannon.GeneralDMC.capacityRate
sourceThe per-block capacity sequence, in ℝ-valued per-letter normalization.
This is the sequence whose lim_{n→∞} defines capacity_lim.
Equations
- InformationTheory.Shannon.GeneralDMC.capacityRate W n = (W.capacityN n).toReal / ↑n
Instances For
Used by
Memoryless concrete flavour #
Pass-through of BlockwiseChannel.capacity_lim_eq_capacity_of_memoryless plus
its three immediate corollaries (existence, nonnegativity, monotonicity).
InformationTheory.Shannon.GeneralDMC.capacityRate_ofMemoryless_eventually_const
sourceFor memoryless W, the per-letter capacity sequence is eventually
constant equal to capacity W. This is the workhorse used by all three
memoryless-flavour corollaries below.
Used by
InformationTheory.Shannon.GeneralDMC.capacity_lim_tendsto_of_memoryless
sourceMemoryless concrete limit (Tendsto-form): the per-letter capacity sequence
of ofMemoryless W converges to capacity W.
Used by
InformationTheory.Shannon.GeneralDMC.capacity_lim_eq_capacity_of_memoryless
sourceMain bridge: for memoryless W, the general DMC
limit-form capacity coincides with the single-letter capacity. Alias of
BlockwiseChannel.capacity_lim_eq_capacity_of_memoryless.
Used by
General hypothesis-form flavour #
For non-memoryless channels, limit existence and monotonicity are taken as
explicit hypotheses. These versions are
intentionally minimal pass-through wrappers around Subadditive.tendsto_lim
and Filter.Tendsto.limUnder_eq — no new mathematical content; the goal is
to publish a stable downstream-facing API.
InformationTheory.Shannon.GeneralDMC.capacity_lim_pass_through_of_eventually_const
sourcePass-through monotonicity: if the per-letter capacity rate is eventually
equal to a constant c, then capacity_lim W = c. Allows downstream code to
state monotonicity hypotheses and feed them through.