pid: option A heat-rate pre-filter (beta IIR before differentiation)
Adds a configurable IIR pre-filter (beta, default 0.05, τ≈19 s at dt=1 s) applied to theta_ist before the derivative, so stirrer-induced temperature noise is attenuated before being amplified by differentiation rather than after. The shared filter/derivative/post-filter logic is factored into TempControllerBase._compute_heatrate(); both Normal and Smith subclasses call it, replacing their duplicated inline rate blocks. beta is read from TempCtrl.beta in the config (default 0.05 if absent) and added to config-sim.json.tpl and config-real.json.tpl. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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@@ -4,28 +4,14 @@ from components.pid.temp_controller_base import TempControllerBase
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class TempController(TempControllerBase):
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def __init__(self, dt):
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TempControllerBase.__init__(self, dt)
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self.dt = dt
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# None until the first process() tick - rather than hardcoding a
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# starting point (e.g. 20), which would make that very first
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# tick's heatrate come out as a bogus spike whenever the real
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# starting temperature isn't actually 20 (see
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# components/sud_forecast.py's SudForecastEstimator, which builds
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# a fresh TempController on every call - unlike the real one,
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# which only ever goes through this exactly once, it has no
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# earlier ticks to have already settled past that spike by).
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self.last_theta_ist = None
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self.heatrate_ist = 0
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# last_theta_ist / theta_ist_filtered / beta / dt all live in the base -
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# see TempControllerBase.__init__ and _compute_heatrate().
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def process(self):
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self._require_params()
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# Process Kalman
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self.theta_ist = self.theta_ist_set
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heatrate = 0 if self.last_theta_ist is None else (self.theta_ist - self.last_theta_ist)/self.dt*60
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alpha = 0.1
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self.heatrate_ist = (1-alpha) * self.heatrate_ist + alpha*heatrate
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self.last_theta_ist = self.theta_ist
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self._compute_heatrate(self.theta_ist)
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# Compensate for max heat rate to reduce overshoot
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hold_scale = 1.0/self.heatrate_soll_set if self.heatrate_soll_set > 0 else 1.0
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@@ -7,6 +7,7 @@ class TempControllerBase(TempControllerFsm, APid):
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def __init__(self, dt):
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APid.__init__(self)
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TempControllerFsm.__init__(self, dt)
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self.dt = dt
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self.theta_ist_set = 0
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self.theta_soll_set = 0
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self.heatrate_ist_set = 0
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@@ -19,14 +20,36 @@ class TempControllerBase(TempControllerFsm, APid):
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# already relies on the same "None means not configured yet".
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self.params = None
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self.y = -1
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# Heat-rate pre-filter state (option A) - None until first process() tick
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self.last_theta_ist = None
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self.theta_ist_filtered = None
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self.beta = 0.05
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def set_params(self, params):
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self.params = params
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self.thresholds = {**DEFAULT_THRESHOLDS, **params.get('Thresholds', {})}
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self.beta = params.get('beta', 0.05)
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self.pid_hold.set_params(params['Hold'])
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self.pid_heat.set_params(params['Heat'])
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self.pid_cool.set_params(params['Cool'])
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def _compute_heatrate(self, theta_ist):
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"""Pre-filter theta_ist, then differentiate and low-pass to get heatrate_ist.
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Filtering before differentiating (option A) keeps noise that comes in on
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theta_ist from being amplified by the derivative — stirrer-induced
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temperature fluctuations would otherwise produce K/min rate noise of the
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same order as a typical rate_soll, directly corrupting the heat PID error."""
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if self.theta_ist_filtered is None:
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self.theta_ist_filtered = theta_ist
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else:
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self.theta_ist_filtered = (1 - self.beta) * self.theta_ist_filtered + self.beta * theta_ist
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heatrate = 0.0 if self.last_theta_ist is None else \
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(self.theta_ist_filtered - self.last_theta_ist) / self.dt * 60
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alpha = 0.1
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self.heatrate_ist = (1 - alpha) * self.heatrate_ist + alpha * heatrate
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self.last_theta_ist = self.theta_ist_filtered
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def _require_params(self):
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"""Called by each subclass's process() before doing anything else -
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without it, a missing set_params() call would otherwise only
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@@ -5,17 +5,8 @@ from components.pid.temp_controller_base import TempControllerBase, States
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class TempController(TempControllerBase):
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def __init__(self, dt):
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TempControllerBase.__init__(self, dt)
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self.dt = dt
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# None until the first process() tick - rather than hardcoding a
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# starting point (e.g. 20), which would make that very first
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# tick's heatrate come out as a bogus spike whenever the real
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# starting temperature isn't actually 20 (see
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# components/sud_forecast.py's SudForecastEstimator, which builds
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# a fresh TempController on every call - unlike the real one,
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# which only ever goes through this exactly once, it has no
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# earlier ticks to have already settled past that spike by).
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self.last_theta_ist = None
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self.heatrate_ist = 0
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# last_theta_ist / theta_ist_filtered / beta / dt all live in the base -
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# see TempControllerBase.__init__ and _compute_heatrate().
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# Fast model: same plant model but with zero transport delay, used
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# to predict the current temperature without the dead time.
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@@ -68,11 +59,7 @@ class TempController(TempControllerBase):
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# so the dead time drops out of the feedback path.
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self.theta_ist = self.theta_ist_model + (self.theta_ist_plant - self.theta_ist_model_delay)
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heatrate = 0 if self.last_theta_ist is None else (self.theta_ist - self.last_theta_ist)/self.dt*60
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alpha = 0.1
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self.heatrate_ist = (1-alpha) * self.heatrate_ist + alpha*heatrate
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self.last_theta_ist = self.theta_ist
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self._compute_heatrate(self.theta_ist)
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# Compensate for max heat rate to reduce overshoot
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hold_scale = 1.0/self.heatrate_soll_set if self.heatrate_soll_set > 0 else 1.0
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@@ -6,6 +6,7 @@
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"pid_type": "Smith"
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},
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"TempCtrl": {
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"beta": 0.05,
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"Hold": {
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"kp": 0.4,
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"ki": 0.0,
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@@ -6,6 +6,7 @@
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"pid_type": "Smith"
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},
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"TempCtrl": {
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"beta": 0.05,
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"Hold": {
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"kp": 0.4,
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"ki": 0.0,
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