166 lines
5.5 KiB
JavaScript
166 lines
5.5 KiB
JavaScript
/**
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* Indicator Definition Object for Hurst Bands.
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* This object is used by the indicator manager to create and control the indicator.
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* It defines the parameters and the calculation functions.
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*/
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const HURST_INDICATOR = {
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name: 'Hurst',
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label: 'Hurst Bands',
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params: [
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{ name: 'cycle', type: 'number', defaultValue: 30, min: 2 },
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{ name: 'atr_mult', type: 'number', defaultValue: 1.8, min: 0.1, step: 0.1 },
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],
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// This indicator returns multiple lines, so the manager will need to handle an object of arrays.
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calculateFull: calculateFullHurst,
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createRealtime: createRealtimeHurstCalculator,
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};
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// --- Helper Functions (private to this file) ---
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/**
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* Calculates RMA (Relative Moving Average), a type of EMA.
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* @param {number[]} series - An array of numbers.
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* @param {number} period - The smoothing period.
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* @returns {number[]} The calculated RMA series.
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*/
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function _calculateRMA(series, period) {
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const alpha = 1 / period;
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let rma = [];
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if (series.length < period) return rma;
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// Initial SMA
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let sum = 0;
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for (let i = 0; i < period; i++) {
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sum += series[i];
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}
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rma.push(sum / period);
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// Subsequent RMAs
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for (let i = period; i < series.length; i++) {
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const val = alpha * series[i] + (1 - alpha) * rma[rma.length - 1];
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rma.push(val);
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}
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return rma;
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}
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/**
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* Calculates ATR (Average True Range).
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* @param {Array<Object>} data - The full candle data.
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* @param {number} period - The ATR period.
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* @returns {number[]} The calculated ATR series.
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*/
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function _calculateATR(data, period) {
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if (data.length < period) return [];
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let tr_series = [];
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tr_series.push(data[0].high - data[0].low); // First TR is just High - Low
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for (let i = 1; i < data.length; i++) {
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const h = data[i].high;
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const l = data[i].low;
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const prev_c = data[i - 1].close;
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const tr = Math.max(h - l, Math.abs(h - prev_c), Math.abs(l - prev_c));
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tr_series.push(tr);
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}
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// Smooth the True Range series with RMA to get ATR
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return _calculateRMA(tr_series, period);
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}
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// --- Main Calculation Functions ---
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/**
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* Calculates the Hurst Bands for an entire dataset.
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* @param {Array<Object>} data - An array of candle objects.
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* @param {Object} params - An object with { cycle, atr_mult }.
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* @returns {Object} An object containing two arrays: { topBand: [...], bottomBand: [...] }.
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*/
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function calculateFullHurst(data, params) {
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const { cycle, atr_mult } = params;
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const mcl = Math.floor(cycle / 2);
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const mcl_2 = Math.floor(mcl / 2);
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// Ensure there's enough data for all calculations, including the lookback.
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if (data.length < cycle + mcl_2) {
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return { topBand: [], bottomBand: [] };
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}
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const closePrices = data.map(d => d.close);
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// 1. Calculate RMA of close prices
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const ma_mcl_full = _calculateRMA(closePrices, mcl);
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// 2. Calculate ATR
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const atr_full = _calculateATR(data, mcl);
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const topBand = [];
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const bottomBand = [];
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// Loop through the data to construct the bands.
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// We start the loop where the first valid calculation can occur.
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const startIndex = mcl - 1 + mcl_2;
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for (let i = startIndex; i < data.length; i++) {
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// Align indices: the result of RMA/ATR at index `j` corresponds to the original data at index `j + mcl - 1`.
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const rma_atr_base_index = i - (mcl - 1);
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const center_ma_index = rma_atr_base_index - mcl_2;
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if (center_ma_index >= 0 && rma_atr_base_index >= 0) {
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const center = ma_mcl_full[center_ma_index];
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const offset = atr_full[rma_atr_base_index] * atr_mult;
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topBand.push({
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time: data[i].time,
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value: center + offset
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});
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bottomBand.push({
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time: data[i].time,
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value: center - offset
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});
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}
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}
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return { topBand, bottomBand };
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}
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/**
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* Creates a stateful Hurst calculator for real-time updates.
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* Note: Due to the lookback (`[mcl_2]`), a truly efficient real-time version is complex.
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* This version recalculates on a rolling buffer for simplicity and correctness.
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* @param {Object} params - An object with { cycle, atr_mult }.
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* @returns {Object} A calculator object with `update` and `prime` methods.
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*/
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function createRealtimeHurstCalculator(params) {
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const bufferSize = params.cycle * 2; // Use a buffer to handle lookbacks
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let buffer = [];
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return {
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update: function(candle) {
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buffer.push(candle);
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if (buffer.length > bufferSize) {
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buffer.shift();
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}
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if (buffer.length < params.cycle + Math.floor(params.cycle / 4)) {
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return null;
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}
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// Recalculate on the small buffer
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const result = calculateFullHurst(buffer, params);
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if (result.topBand.length > 0) {
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// Return the last calculated point for each band
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const lastTop = result.topBand[result.topBand.length - 1];
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const lastBottom = result.bottomBand[result.bottomBand.length - 1];
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// The manager will expect an object matching the keys from calculateFull
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return { topBand: lastTop, bottomBand: lastBottom };
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}
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return null;
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},
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prime: function(historicalCandles) {
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// Prime the buffer with the last N candles from history
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buffer = historicalCandles.slice(-bufferSize);
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}
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};
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}
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