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Diffstat (limited to 'src/argaze/PupillAnalysis/WorkloadIndex.py')
-rw-r--r-- | src/argaze/PupillAnalysis/WorkloadIndex.py | 64 |
1 files changed, 64 insertions, 0 deletions
diff --git a/src/argaze/PupillAnalysis/WorkloadIndex.py b/src/argaze/PupillAnalysis/WorkloadIndex.py new file mode 100644 index 0000000..4a20091 --- /dev/null +++ b/src/argaze/PupillAnalysis/WorkloadIndex.py @@ -0,0 +1,64 @@ +#!/usr/bin/env python + +""" """ + +__author__ = "Théo de la Hogue" +__credits__ = ["Jean-Paul Imbert"] +__copyright__ = "Copyright 2023, Ecole Nationale de l'Aviation Civile (ENAC)" +__license__ = "BSD" + +from typing import TypeVar +from dataclasses import dataclass, field +import math + +from argaze import PupillFeatures + +import numpy + +@dataclass +class PupillDiameterAnalyzer(PupillFeatures.PupillDiameterAnalyzer): + """Periodic average of pupill diameter variations to pupill diameter reference value.""" + + reference: PupillFeatures.PupillDiameter + """ """ + + period: int | float = field(default=1) + """Identification period length.""" + + def __post_init__(self): + + assert(self.reference.valid) + + self.__variations_sum = 0. + self.__variations_number = 0 + self.__last_ts = 0 + + def analyze(self, ts, pupill_diameter) -> float: + """Analyze workload index from successive timestamped pupill diameters.""" + + # Ignore non valid pupill diameter + if not pupill_diameter.valid: + + return None + + if ts - self.__last_ts >= self.period: + + if self.__variations_number > 0 and self.reference.value > 0.: + + workload_index = (self.__variations_sum / self.__variations_number) / self.reference.value + + else: + + workload_index = 0. + + self.__variations_sum = pupill_diameter.value - self.reference.value + self.__variations_number = 1 + self.__last_ts = ts + + return workload_index + + else: + + self.__variations_sum += pupill_diameter.value - self.reference.value + self.__variations_number += 1 +
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