Added bandpass filter

Allows values in a given range
This commit is contained in:
nielstron 2018-03-22 14:37:18 +01:00
parent bef15264b7
commit bc70619b17

View File

@ -11,6 +11,7 @@ from numbers import Number
from functools import partial
from copy import copy
from datetime import timedelta
import math
import voluptuous as vol
@ -28,6 +29,7 @@ import homeassistant.util.dt as dt_util
_LOGGER = logging.getLogger(__name__)
FILTER_NAME_BANDPASS = 'bandpass'
FILTER_NAME_LOWPASS = 'lowpass'
FILTER_NAME_OUTLIER = 'outlier'
FILTER_NAME_THROTTLE = 'throttle'
@ -40,6 +42,8 @@ CONF_FILTER_WINDOW_SIZE = 'window_size'
CONF_FILTER_PRECISION = 'precision'
CONF_FILTER_RADIUS = 'radius'
CONF_FILTER_TIME_CONSTANT = 'time_constant'
CONF_FILTER_LOWER_BOUND = 'lower_bound'
CONF_FILTER_UPPER_BOUND = 'upper_bound'
CONF_TIME_SMA_TYPE = 'type'
TIME_SMA_LAST = 'last'
@ -51,6 +55,8 @@ DEFAULT_WINDOW_SIZE = 1
DEFAULT_PRECISION = 2
DEFAULT_FILTER_RADIUS = 2.0
DEFAULT_FILTER_TIME_CONSTANT = 10
DEFAULT_LOWER_BOUND = -math.inf
DEFAULT_UPPER_BOUND = math.inf
NAME_TEMPLATE = "{} filter"
ICON = 'mdi:chart-line-variant'
@ -77,6 +83,14 @@ FILTER_LOWPASS_SCHEMA = FILTER_SCHEMA.extend({
default=DEFAULT_FILTER_TIME_CONSTANT): vol.Coerce(int),
})
FILTER_BANDPASS_SCHEMA = FILTER_SCHEMA.extend({
vol.Required(CONF_FILTER_NAME): FILTER_NAME_BANDPASS,
vol.Optional(CONF_FILTER_LOWER_BOUND,
default=DEFAULT_LOWER_BOUND): vol.Coerce(float),
vol.Optional(CONF_FILTER_UPPER_BOUND,
default=DEFAULT_UPPER_BOUND): vol.Coerce(float),
})
FILTER_TIME_SMA_SCHEMA = FILTER_SCHEMA.extend({
vol.Required(CONF_FILTER_NAME): FILTER_NAME_TIME_SMA,
vol.Optional(CONF_TIME_SMA_TYPE,
@ -100,7 +114,8 @@ PLATFORM_SCHEMA = PLATFORM_SCHEMA.extend({
[vol.Any(FILTER_OUTLIER_SCHEMA,
FILTER_LOWPASS_SCHEMA,
FILTER_TIME_SMA_SCHEMA,
FILTER_THROTTLE_SCHEMA)])
FILTER_THROTTLE_SCHEMA,
FILTER_BANDPASS_SCHEMA)])
})
@ -325,6 +340,51 @@ class Filter(object):
return new_state
@FILTERS.register(FILTER_NAME_BANDPASS)
class BandPassFilter(Filter):
"""Band pass filter.
Determines if new state is in a band between upper_bound and lower_bound.
If not inside, lower or upper bound is returned instead.
Args:
upper_bound (float): band upper bound
lower_bound (float): band lower bound
"""
def __init__(self, window_size=1, precision=None, entity,
lower_bound=math.inf, upper_bound=-math.inf):
"""Initialize Filter."""
super().__init__(FILTER_NAME_OUTLIER, window_size, precision, entity)
self._lower_bound = lower_bound
self._upper_bound = upper_bound
self._stats_internal = Counter()
def _filter_state(self, new_state):
"""Implement the outlier filter."""
new_state = float(new_state)
if new_state > self._upper_bound:
self._stats_internal['erasures_up'] += 1
_LOGGER.debug("Upper outlier nr. %s in %s: %s",
self._stats_internal['erasures_up'],
self._entity, new_state)
return self._upper_bound
if new_state < self._lower_bound:
self._stats_internal['erasures_low'] += 1
_LOGGER.debug("Lower outlier nr. %s in %s: %s",
self._stats_internal['erasures_low'],
self._entity, new_state)
return self._lower_bound
return new_state
@FILTERS.register(FILTER_NAME_OUTLIER)
class OutlierFilter(Filter):
"""BASIC outlier filter.