-
Notifications
You must be signed in to change notification settings - Fork 62
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
resolves #10.
- Loading branch information
Showing
4 changed files
with
194 additions
and
0 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,117 @@ | ||
--- | ||
-- Apply automatic gain to a real or complex valued signal to maintain an | ||
-- average target power. | ||
-- | ||
-- $$ y[n] = \text{AGC}(x[n], \text{mode}, \text{target}, \text{threshold}) $$ | ||
-- | ||
-- Implementation note: this is a feedforward AGC. The `power_tau` time | ||
-- constant controls the moving average of the power estimator. The `gain_tau` | ||
-- time constant controls the speed of the gain adjustment. The gain has | ||
-- symmetric attack and decay dynamics. | ||
-- | ||
-- @category Level Control | ||
-- @block AGCBlock | ||
-- @tparam string mode Mode, choice of "fast", "slow", "custom" | ||
-- @tparam[opt=-35] number target Target power in dBFS | ||
-- @tparam[opt=-75] number threshold Threshold power in dBFS | ||
-- @tparam[opt={}] table options Additional options, specifying: | ||
-- * `gain_tau` (number, default 0.1 seconds for | ||
-- fast, 3.0 seconds for slow) | ||
-- * `power_tau` (number, default 1.0 seconds) | ||
-- @signature in:Float32 > out:Float32 | ||
-- @signature in:ComplexFloat32 > out:ComplexFloat32 | ||
-- | ||
-- @usage | ||
-- -- Automatic gain control with fast gain | ||
-- local agc = radio.AGCBlock('fast') | ||
-- | ||
-- -- Automatic gain control with slow gain, -20 dbFS target | ||
-- local agc = radio.AGCBlock('slow', -20) | ||
-- | ||
-- -- Automatic gain control with custom time constant, -30 dbFS target, -100 dbFS threshold | ||
-- local agc = radio.AGCBlock('custom', -30, -100, {gain_tau = 0.5}) | ||
|
||
local math = require('math') | ||
|
||
local block = require('radio.core.block') | ||
local types = require('radio.types') | ||
|
||
local AGCBlock = block.factory("AGCBlock") | ||
|
||
function AGCBlock:instantiate(mode, target, threshold, options) | ||
self.mode = assert(mode, "Missing argument #1 (mode), can be \"fast\", \"slow\", or \"custom\"") | ||
self.target = target or -35 | ||
self.threshold = threshold or -75 | ||
self.options = options or {} | ||
|
||
self.gain_tau = ({fast = 0.1, slow = 3.0})[self.mode] or self.options.gain_tau | ||
self.power_tau = self.options.power_tau or 1.0 | ||
|
||
assert(self.mode == "fast" or self.mode == "slow" or self.mode == "custom", string.format("Invalid mode \"%s\"", tostring(mode))) | ||
assert(self.gain_tau, "Missing gain_tau parameter for \"custom\" mode") | ||
|
||
self:add_type_signature({block.Input("in", types.Float32)}, {block.Output("out", types.Float32)}, self.process_real) | ||
self:add_type_signature({block.Input("in", types.ComplexFloat32)}, {block.Output("out", types.ComplexFloat32)}, self.process_complex) | ||
end | ||
|
||
function AGCBlock:initialize() | ||
-- Compute normalized alpha for power estimator | ||
self.power_alpha = 1/(1 + self.power_tau*self:get_rate()) | ||
-- Compute normalized alpha for gain filter | ||
self.gain_alpha = 1/(1 + self.gain_tau*self:get_rate()) | ||
-- Initialize average power and gain state | ||
self.average_power, self.gain = 0.0, 0.0 | ||
-- Linearize logarithmic power target | ||
self.target = 10^(self.target/10) | ||
-- Linearize logarithmic power threshold | ||
self.threshold = 10^(self.threshold/10) | ||
|
||
self.out = self:get_input_type().vector() | ||
end | ||
|
||
function AGCBlock:process_real(x) | ||
local out = self.out:resize(x.length) | ||
|
||
for i = 0, x.length-1 do | ||
-- Estimate average power | ||
self.average_power = (1 - self.power_alpha)*self.average_power + self.power_alpha*(x.data[i].value*x.data[i].value) | ||
|
||
if self.average_power >= self.threshold then | ||
-- Compute filtered gain | ||
self.gain = (1 - self.gain_alpha)*self.gain + self.gain_alpha*(self.target*(1/self.average_power)) | ||
-- Apply sqrt gain | ||
out.data[i].value = math.sqrt(self.gain)*x.data[i].value | ||
else | ||
-- Pass through without gain | ||
out.data[i].value = x.data[i].value | ||
end | ||
end | ||
|
||
return out | ||
end | ||
|
||
function AGCBlock:process_complex(x) | ||
local out = self.out:resize(x.length) | ||
|
||
for i = 0, x.length-1 do | ||
-- Estimate average power | ||
self.average_power = (1 - self.power_alpha)*self.average_power + self.power_alpha*x.data[i]:abs_squared() | ||
|
||
if self.average_power >= self.threshold then | ||
-- Compute filtered gain | ||
self.gain = (1 - self.gain_alpha)*self.gain + self.gain_alpha*(self.target*(1/self.average_power)) | ||
-- Apply sqrt gain | ||
local gain = math.sqrt(self.gain) | ||
out.data[i].real = gain*x.data[i].real | ||
out.data[i].imag = gain*x.data[i].imag | ||
else | ||
-- Pass through without gain | ||
out.data[i].real = x.data[i].real | ||
out.data[i].imag = x.data[i].imag | ||
end | ||
end | ||
|
||
return out | ||
end | ||
|
||
return AGCBlock |
Oops, something went wrong.