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24
README.md
24
README.md
@@ -1 +1,23 @@
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# rotating machine
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# rotating machine
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---Explanation KPIs---
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Mean Time Between Failures: MTBF is a key indicator of asset reliability. It represents the average amount of time between two consecutive failures during normal operation. The higher the value, the better.
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- Formula: MTBF = runtime / failures
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Mean Time to Repair: MTTR focuses on the speed of failure recovery. It indicates how long it takes on average to repair a failure and restore the system to operational condition. The lower the value, the better.
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- Formula: MTTR = downtime / failures
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Asset Availability: Asset availability indicates how often machines are available for use. Higher availability means that the equipment experiences fewer breakdowns and remains operational for a greater amount of time.
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- Formula: availability = MTBF / (MTBF + MTTR) * 100%
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Asset Health Index: A score ranging from 0 (optimal condition) to 5 (worst case) that reflects the overall health status of an asset.
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---KPI message---
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The message consists of the following components:
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- asset tagnumber:
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- asset availability
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- mean time between failures
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- mean time to repair
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- asset health index
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- asset health color: Gives a color based on the asset health index (0 = Darkgreen, 1 = Green, 2 = Yellow, 3 = Orange, 4 = Red, 5 = Darkred.)
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- total failures: the total number of failures that have occured for a particular asset
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@@ -87,6 +87,76 @@ class Machine {
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this.child = {}; // object to hold child information so we know on what to subscribe
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this.child = {}; // object to hold child information so we know on what to subscribe
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this.childRegistrationUtils = new childRegistrationUtils(this); // Child registration utility
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this.childRegistrationUtils = new childRegistrationUtils(this); // Child registration utility
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// --- KPI tracking ---
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this.kpi = {
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failures: 0,
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totalRuntimeHours: 0,
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totalDowntimeHours: 0,
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lastFailureTime: null,
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lastRepairTime: null,
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MTBF: 0,
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MTTR: 0,
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availability: 0
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};
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this.assetHealth = {
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index: 0 // 0 = optimal, 5 = failure
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};
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this.state.emitter.on('stateChange', (payload) => {
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const stateStr = typeof payload === 'string'
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? payload
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: (payload?.state ?? payload?.newState ?? payload);
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if (typeof stateStr !== 'string') {
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this.logger.warn(`stateChange event without parsable state: ${JSON.stringify(payload)}`);
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return;
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}
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this._handleStateChangeForKPI(stateStr);
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});
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// --- KPI tracking ---
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this.kpi = {
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failures: 0,
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totalRuntimeHours: 0,
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totalDowntimeHours: 0,
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lastFailureTime: null,
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lastRepairTime: null,
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MTBF: 0,
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MTTR: 0,
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availability: 0
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};
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this.assetHealth = {
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index: 0 // 0 = optimal, 5 = failure
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};
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this.state.emitter.on('stateChange', (payload) => {
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const stateStr = typeof payload === 'string'
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? payload
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: (payload?.state ?? payload?.newState ?? payload);
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if (typeof stateStr !== 'string') {
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this.logger.warn(`stateChange event without parsable state: ${JSON.stringify(payload)}`);
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return;
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}
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this._handleStateChangeForKPI(stateStr);
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});
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}
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_updateState(){
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const isOperational = this._isOperationalState();
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if(!isOperational){
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//overrule the last prediction this should be 0 now
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this.measurements.type("flow").variant("predicted").position("downstream").value(0);
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}
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}
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}
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_updateState(){
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_updateState(){
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@@ -140,10 +210,6 @@ _callMeasurementHandler(measurementType, value, position, context) {
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this.updateMeasuredFlow(value, position, context);
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this.updateMeasuredFlow(value, position, context);
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break;
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break;
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case 'temperature':
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this.updateMeasuredTemperature(value, position, context);
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break;
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default:
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default:
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this.logger.warn(`No handler for measurement type: ${measurementType}`);
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this.logger.warn(`No handler for measurement type: ${measurementType}`);
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// Generic handler - just update position
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// Generic handler - just update position
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@@ -581,10 +647,137 @@ _callMeasurementHandler(measurementType, value, position, context) {
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this.calcDistanceBEP(efficiency,cog,minEfficiency);
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this.calcDistanceBEP(efficiency,cog,minEfficiency);
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}
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}
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}
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}
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/////////////////////////////
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/**
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* Compute a single drift score in [0..1] using predicted vs measured series.
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* Uses min/max of the *predicted* window as normalization range.
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* If no usable data -> returns 0 (neutral).
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*/
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_computeDriftScore() {
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try {
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const metrics = [
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{ key: "pressure", pos: "downstream" },
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{ key: "flow", pos: "downstream" },
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{ key: "power", pos: "atEquipment" }
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];
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const values = [];
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for (const m of metrics) {
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const pred = this.measurements.type(m.key).variant("predicted").position(m.pos).getAllValues()?.values;
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const meas = this.measurements.type(m.key).variant("measured").position(m.pos).getAllValues()?.values;
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if (!Array.isArray(pred) || !Array.isArray(meas) || pred.length < 2 || meas.length < 2) continue;
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const expectedMin = Math.min(...pred);
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const expectedMax = Math.max(...pred);
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if (!Number.isFinite(expectedMin) || !Number.isFinite(expectedMax) || expectedMax === expectedMin) continue;
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const drift = this.errorMetrics.assessDrift(pred, meas, expectedMin, expectedMax);
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if (Number.isFinite(drift)) {
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// assessDrift is already normalized; keep it in [0..1]
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values.push(Math.max(0, Math.min(1, Math.abs(drift))));
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}
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}
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if (values.length === 0) return 0; // neutral if no data
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const avg = values.reduce((s, v) => s + v, 0) / values.length;
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return Math.max(0, Math.min(1, avg));
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} catch (e) {
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this.logger?.warn?.(`Drift score error: ${e.message}`);
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return 0;
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}
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}
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_calculateAssetHealthIndex() {
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try {
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// 1) Hard fail -> worst health
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// if (this.state?.getCurrentState && this.state.getCurrentState() === "failed")
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if (["off"].includes(this.state?.getCurrentState?.())){
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this.assetHealth.index = 5;
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return 5;
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}
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// 2) Inputs (clamped to 0..1)
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const availability = typeof this.kpi?.availability === 'number' ? this.kpi.availability : 1;
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const unavailability = 1 - Math.max(0, Math.min(1, availability));
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const effPenalty = Math.max(0, Math.min(1, typeof this.relDistFromPeak === 'number' ? this.relDistFromPeak : 0));
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const driftScore = this._computeDriftScore(); // 0..1
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// 3) Blend (weights sum to 1.0)
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// Tweak these if you like: e.g. make drift more/less important.
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const wAvail = 0.4; // unavailability weight
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const wDrift = 0.4; // drift weight
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const wEff = 0.2; // efficiency distance weight
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||||||
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const score01 = (wAvail * unavailability) + (wDrift * driftScore) + (wEff * effPenalty);
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||||||
|
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// 4) Scale to 0..5 integer, clamp
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||||||
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const index = Math.max(0, Math.min(5, Math.round(score01 * 5)));
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||||||
|
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||||||
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this.assetHealth.index = index;
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||||||
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return index;
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||||||
|
} catch (err) {
|
||||||
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this.logger?.error?.(`AHI calc error: ${err.message}`);
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||||||
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this.assetHealth.index = 0;
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||||||
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return 0;
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||||||
|
}
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||||||
|
}
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||||||
|
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||||||
|
_handleStateChangeForKPI(newState) {
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||||||
|
const now = Date.now();
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||||||
|
const runtime = this.state.getRunTimeHours();
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||||||
|
const lastState = this.state.getPreviousState?.() || "unknown";
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||||||
|
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||||||
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// --- Treat OFF as failure and start of downtime ---
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||||||
|
if (newState === "off") {
|
||||||
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this.kpi.failures++; // always count a new failure when OFF
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||||||
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this.kpi.lastFailureTime = now; // mark the start of downtime
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||||||
|
this.logger.warn(`Machine OFF (counted as failure). Total failures: ${this.kpi.failures}`);
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||||||
|
}
|
||||||
|
|
||||||
|
// --- When we leave OFF and become OPERATIONAL, book downtime ---
|
||||||
|
if (newState === "operational") {
|
||||||
|
// Only calculate downtime if we had an OFF period before
|
||||||
|
if (this.kpi.lastFailureTime != null) {
|
||||||
|
const downtimeHours = (now - this.kpi.lastFailureTime) / 3600000;
|
||||||
|
this.kpi.totalDowntimeHours += downtimeHours;
|
||||||
|
this.kpi.lastRepairTime = now; // moment of "repaired"
|
||||||
|
this.kpi.lastFailureTime = null; // close downtime window
|
||||||
|
this.logger.info(`OFF → OPERATIONAL. Added ${downtimeHours.toFixed(2)}h downtime.`);
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
// --- Compute KPI Metrics ---
|
||||||
|
const failures = this.kpi.failures;
|
||||||
|
const downtime = this.kpi.totalDowntimeHours;
|
||||||
|
|
||||||
|
// If no failures yet: MTBF = total runtime; MTTR = 0
|
||||||
|
this.kpi.MTBF = failures > 0 ? runtime / failures : runtime;
|
||||||
|
this.kpi.MTTR = failures > 0 ? downtime / failures : 0;
|
||||||
|
|
||||||
|
// --- Compute Availability ---
|
||||||
|
const mtbf = this.kpi.MTBF ?? 0;
|
||||||
|
const mttr = this.kpi.MTTR ?? 0;
|
||||||
|
|
||||||
|
if (mtbf <= 0 && mttr <= 0) {
|
||||||
|
this.kpi.availability = 1; // Default: 100% if no data
|
||||||
|
} else {
|
||||||
|
const availability = mtbf / (mtbf + mttr);
|
||||||
|
this.kpi.availability = Math.min(1, Math.max(0, availability)); // clamp 0–1
|
||||||
|
}
|
||||||
|
|
||||||
|
this.logger.debug(
|
||||||
|
`KPI updated — MTBF: ${this.kpi.MTBF.toFixed(2)}h, MTTR: ${this.kpi.MTTR.toFixed(2)}h, ` +
|
||||||
|
`Availability: ${(this.kpi.availability * 100).toFixed(2)}%`
|
||||||
|
);
|
||||||
|
}
|
||||||
|
|
||||||
|
//////////////////////////////////////////////
|
||||||
|
|
||||||
calcDistanceFromPeak(currentEfficiency,peakEfficiency){
|
calcDistanceFromPeak(currentEfficiency,peakEfficiency){
|
||||||
return Math.abs(currentEfficiency - peakEfficiency);
|
return Math.abs(currentEfficiency - peakEfficiency);
|
||||||
@@ -747,6 +940,13 @@ _callMeasurementHandler(measurementType, value, position, context) {
|
|||||||
output["cog"] = this.cog; // flow / power efficiency
|
output["cog"] = this.cog; // flow / power efficiency
|
||||||
output["NCog"] = this.NCog; // normalized cog
|
output["NCog"] = this.NCog; // normalized cog
|
||||||
output["NCogPercent"] = Math.round(this.NCog * 100 * 100) / 100 ;
|
output["NCogPercent"] = Math.round(this.NCog * 100 * 100) / 100 ;
|
||||||
|
output["kpi_MTBF"] = this.kpi.MTBF;
|
||||||
|
output["kpi_MTTR"] = this.kpi.MTTR;
|
||||||
|
output["kpi_assetAvailability"] = Math.round(this.kpi.availability * 100 * 100) / 100;
|
||||||
|
output["kpi_totalFailuresCount"] = this.kpi.failures;
|
||||||
|
output["asset_tag_number"] = 'L001';
|
||||||
|
|
||||||
|
// output["asset_tag_number"] = this.assetTagNumber;
|
||||||
output["maintenanceTime"] = this.state.getMaintenanceTimeHours();
|
output["maintenanceTime"] = this.state.getMaintenanceTimeHours();
|
||||||
|
|
||||||
if(this.flowDrift != null){
|
if(this.flowDrift != null){
|
||||||
@@ -762,6 +962,21 @@ _callMeasurementHandler(measurementType, value, position, context) {
|
|||||||
output["effRelDistFromPeak"] = this.relDistFromPeak;
|
output["effRelDistFromPeak"] = this.relDistFromPeak;
|
||||||
//this.logger.debug(`Output: ${JSON.stringify(output)}`);
|
//this.logger.debug(`Output: ${JSON.stringify(output)}`);
|
||||||
|
|
||||||
|
|
||||||
|
/////////////////////////////////
|
||||||
|
// this._calculateAssetHealthIndex();
|
||||||
|
// output["assetHealthIndex"] = this.assetHealth.index;
|
||||||
|
|
||||||
|
this._calculateAssetHealthIndex();
|
||||||
|
output["assetHealthIndex"] = this.assetHealth.index;
|
||||||
|
|
||||||
|
// 0 = darkgreen, 1 = green, 2 = yellow, 3 = orange, 4 = red, 5 = darkred
|
||||||
|
// const healthColors = ["darkgreen", "green", "yellow", "orange", "red", "darkred"];
|
||||||
|
const healthColors = ["#006400", "#008000", "#FFFF00", "#FFA500", "#FF0000", "#8B0000"];
|
||||||
|
output["assetHealthColor"] = healthColors[this.assetHealth.index] || "unknown";
|
||||||
|
//////////////////////////
|
||||||
|
|
||||||
|
|
||||||
return output;
|
return output;
|
||||||
}
|
}
|
||||||
|
|
||||||
@@ -771,9 +986,9 @@ _callMeasurementHandler(measurementType, value, position, context) {
|
|||||||
module.exports = Machine;
|
module.exports = Machine;
|
||||||
|
|
||||||
/*------------------- Testing -------------------*/
|
/*------------------- Testing -------------------*/
|
||||||
/*
|
|
||||||
|
|
||||||
curve = require('C:/Users/zn375/.node-red/public/fallbackData.json');
|
/*
|
||||||
|
//curve = require('C:/Users/zn375/.node-red/public/fallbackData.json');
|
||||||
|
|
||||||
//import a child
|
//import a child
|
||||||
const Child = require('../../measurement/src/specificClass');
|
const Child = require('../../measurement/src/specificClass');
|
||||||
@@ -789,7 +1004,6 @@ const PT1 = new Child(config={
|
|||||||
},
|
},
|
||||||
functionality:{
|
functionality:{
|
||||||
softwareType:"measurement",
|
softwareType:"measurement",
|
||||||
positionVsParent:"upstream",
|
|
||||||
},
|
},
|
||||||
asset:{
|
asset:{
|
||||||
supplier:"Vega",
|
supplier:"Vega",
|
||||||
@@ -811,7 +1025,6 @@ const PT2 = new Child(config={
|
|||||||
},
|
},
|
||||||
functionality:{
|
functionality:{
|
||||||
softwareType:"measurement",
|
softwareType:"measurement",
|
||||||
positionVsParent:"upstream",
|
|
||||||
},
|
},
|
||||||
asset:{
|
asset:{
|
||||||
supplier:"Vega",
|
supplier:"Vega",
|
||||||
@@ -827,18 +1040,17 @@ console.log(`Creating machine...`);
|
|||||||
|
|
||||||
const machineConfig = {
|
const machineConfig = {
|
||||||
general: {
|
general: {
|
||||||
name: "Hydrostal",
|
name: "Hidrostal",
|
||||||
logging: {
|
logging: {
|
||||||
enabled: true,
|
enabled: true,
|
||||||
logLevel: "debug",
|
logLevel: "debug",
|
||||||
}
|
}
|
||||||
},
|
},
|
||||||
asset: {
|
asset: {
|
||||||
supplier: "Hydrostal",
|
supplier: "Hidrostal",
|
||||||
type: "pump",
|
type: "pump",
|
||||||
category: "centrifugal",
|
category: "centrifugal",
|
||||||
model: "H05K-S03R+HGM1X-X280KO", // Ensure this field is present.
|
model: "hidrostal-H05K-S03R", // Ensure this field is present.
|
||||||
machineCurve: curve["machineCurves"]["Hydrostal"]["H05K-S03R+HGM1X-X280KO"],
|
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
@@ -867,18 +1079,17 @@ const machine = new Machine(machineConfig, stateConfig);
|
|||||||
machine.logger.info(`Registering child...`);
|
machine.logger.info(`Registering child...`);
|
||||||
machine.childRegistrationUtils.registerChild(PT1, "upstream");
|
machine.childRegistrationUtils.registerChild(PT1, "upstream");
|
||||||
machine.childRegistrationUtils.registerChild(PT2, "downstream");
|
machine.childRegistrationUtils.registerChild(PT2, "downstream");
|
||||||
|
/*
|
||||||
//feed curve to the machine class
|
|
||||||
//machine.updateCurve(curve["machineCurves"]["Hydrostal"]["H05K-S03R+HGM1X-X280KO"]);
|
|
||||||
|
|
||||||
PT1.logger.info(`Enable sim...`);
|
PT1.logger.info(`Enable sim...`);
|
||||||
PT1.toggleSimulation();
|
PT1.toggleSimulation();
|
||||||
PT2.logger.info(`Enable sim...`);
|
PT2.logger.info(`Enable sim...`);
|
||||||
PT2.toggleSimulation();
|
PT2.toggleSimulation();
|
||||||
machine.getOutput();
|
*/
|
||||||
|
|
||||||
|
|
||||||
//manual test
|
//manual test
|
||||||
//machine.handleInput("parent", "execSequence", "startup");
|
//machine.handleInput("parent", "execSequence", "startup");
|
||||||
|
/*
|
||||||
machine.measurements.type("pressure").variant("measured").position('upstream').value(-200);
|
machine.measurements.type("pressure").variant("measured").position('upstream').value(-200);
|
||||||
machine.measurements.type("pressure").variant("measured").position('downstream').value(1000);
|
machine.measurements.type("pressure").variant("measured").position('downstream').value(1000);
|
||||||
|
|
||||||
@@ -888,8 +1099,8 @@ const tickLoop = setInterval(changeInput,1000);
|
|||||||
|
|
||||||
function changeInput(){
|
function changeInput(){
|
||||||
PT1.logger.info(`tick...`);
|
PT1.logger.info(`tick...`);
|
||||||
PT1.tick();
|
//PT1.tick();
|
||||||
PT2.tick();
|
//PT2.tick();
|
||||||
}
|
}
|
||||||
|
|
||||||
async function testingSequences(){
|
async function testingSequences(){
|
||||||
|
|||||||
Reference in New Issue
Block a user