zwiftout/src/stats/normalizedIntensity.ts

44 lines
1.3 KiB
TypeScript

import { pipe, sum } from "ramda";
import { Interval } from "../ast";
import { ConstantIntensity } from "../Intensity";
import { average } from "./average";
import { intervalsToIntensityNumbers } from "./intervalsToIntensityNumbers";
// Starting at the beginning of the data, calculate 30-second rolling average
const windowSize = 30; // equals to nr of seconds, but also to nr of entries in intensities array
const rollingAverages = (intensities: number[]): number[] => {
let rollingSum: number = sum(intensities.slice(0, windowSize));
if (intensities.length === 0) {
return [0];
}
if (intensities.length < windowSize) {
return [rollingSum / intensities.length];
}
const averages: number[] = [];
averages.push(rollingSum / windowSize);
for (let i = 0; i < intensities.length - windowSize; i++) {
rollingSum -= intensities[i];
rollingSum += intensities[i + windowSize];
averages.push(rollingSum / windowSize);
}
return averages;
};
const fourthPower = (x: number) => Math.pow(x, 4);
const fourthRoot = (x: number) => Math.pow(x, 1 / 4);
export const normalizedIntensity = (intervals: Interval[]): ConstantIntensity => {
return new ConstantIntensity(
pipe(
intervalsToIntensityNumbers,
rollingAverages,
(averages) => averages.map(fourthPower),
average,
fourthRoot,
)(intervals),
);
};