Spaces:
Running
Running
| { | |
| "batch_info": { | |
| "batch_id": "T001", | |
| "timestamp": "2026-03-05T15:08:19.303250", | |
| "status": "GO" | |
| }, | |
| "quality_intelligence": { | |
| "Hardness": { | |
| "median": 89.82181200521184, | |
| "lower": 67.78041433062712, | |
| "upper": 107.13026495321763 | |
| }, | |
| "Friability": { | |
| "median": 0.9347456277459403, | |
| "lower": 0.6007745463725883, | |
| "upper": 1.3296718634651477 | |
| }, | |
| "Disintegration_Time": { | |
| "median": 6.828158282434108, | |
| "lower": 5.934659845522102, | |
| "upper": 10.85819602943674 | |
| }, | |
| "Dissolution_Rate": { | |
| "median": 90.25890830480158, | |
| "lower": 88.27540025855768, | |
| "upper": 95.03862789914373 | |
| }, | |
| "Content_Uniformity": { | |
| "median": 97.45100890604749, | |
| "lower": 93.98173277768804, | |
| "upper": 101.06766941979558 | |
| } | |
| }, | |
| "sustainability_metrics": { | |
| "total_kwh": -0.2990677146445373, | |
| "carbon_kg": -0.24523552600852058, | |
| "energy_cost_inr": -2.3925417171562984 | |
| }, | |
| "anomaly_report": { | |
| "batch_id": "T001", | |
| "phases": { | |
| "Preparation": { | |
| "power_discord": 22.643245166364668, | |
| "vibration_discord": 20.108431205218928, | |
| "combined_risk_score": 21.3758381857918, | |
| "anomaly_minute": 5, | |
| "risk_level": "LOW", | |
| "asset": "Feed Conveyor System" | |
| }, | |
| "Granulation": { | |
| "combined_risk_score": 0.0, | |
| "risk_level": "INSUFFICIENT_DATA", | |
| "asset": "Granulator Motor", | |
| "anomaly_minute": null | |
| }, | |
| "Drying": { | |
| "power_discord": 17.554249461899904, | |
| "vibration_discord": 30.873232733563157, | |
| "combined_risk_score": 24.21374109773153, | |
| "anomaly_minute": 45, | |
| "risk_level": "LOW", | |
| "asset": "Dryer Heater Element" | |
| }, | |
| "Milling": { | |
| "combined_risk_score": 0.0, | |
| "risk_level": "INSUFFICIENT_DATA", | |
| "asset": "Mill Drive", | |
| "anomaly_minute": null | |
| }, | |
| "Blending": { | |
| "power_discord": 21.368357122903184, | |
| "vibration_discord": 29.159355979443305, | |
| "combined_risk_score": 25.263856551173244, | |
| "anomaly_minute": 85, | |
| "risk_level": "LOW", | |
| "asset": "Blender Drive Motor" | |
| }, | |
| "Compression": { | |
| "power_discord": 33.00097988722951, | |
| "vibration_discord": 22.023304397034256, | |
| "combined_risk_score": 27.512142142131886, | |
| "anomaly_minute": 107, | |
| "risk_level": "LOW", | |
| "asset": "Tablet Press" | |
| }, | |
| "Coating": { | |
| "power_discord": 23.809097638010492, | |
| "vibration_discord": 20.894903467854, | |
| "combined_risk_score": 22.352000552932246, | |
| "anomaly_minute": 159, | |
| "risk_level": "LOW", | |
| "asset": "Coating Pan Drive" | |
| }, | |
| "Quality_Testing": { | |
| "power_discord": 23.5667570470429, | |
| "vibration_discord": 21.233650260076764, | |
| "combined_risk_score": 22.40020365355983, | |
| "anomaly_minute": 179, | |
| "risk_level": "LOW", | |
| "asset": "Inspection System" | |
| } | |
| }, | |
| "summary": { | |
| "overall_risk": "LOW", | |
| "n_high_phases": 0, | |
| "n_medium_phases": 0, | |
| "top_concern": "Compression" | |
| }, | |
| "alerts": [] | |
| }, | |
| "drift_report": { | |
| "feature_drift": true, | |
| "details": { | |
| "Power_Consumption_kW": { | |
| "ks_stat": 0.95260663507109, | |
| "p_value": 2.1088430408785768e-106, | |
| "drift_detected": true | |
| }, | |
| "Vibration_mm_s": { | |
| "ks_stat": 0.6350710900473934, | |
| "p_value": 2.8362738915096554e-40, | |
| "drift_detected": true | |
| } | |
| } | |
| }, | |
| "governance": { | |
| "action": "GO", | |
| "reason": "No specific instruction detected, proceeding with defaults", | |
| "threshold_adjustment": null, | |
| "optimization_goal": "balanced" | |
| }, | |
| "signature_delta": { | |
| "Granulation_Time": { | |
| "current": 15.0, | |
| "recommended": 15.0, | |
| "delta": 0.0, | |
| "pct_change": 0.0, | |
| "direction": "=", | |
| "within_tolerance": true | |
| }, | |
| "Binder_Amount": { | |
| "current": 8.5, | |
| "recommended": 15.0, | |
| "delta": -6.5, | |
| "pct_change": -43.333333333333336, | |
| "direction": "\u25bc", | |
| "within_tolerance": false | |
| }, | |
| "Drying_Temp": { | |
| "current": 60.0, | |
| "recommended": 15.0, | |
| "delta": 45.0, | |
| "pct_change": 300.0, | |
| "direction": "\u25b2", | |
| "within_tolerance": false | |
| }, | |
| "Drying_Time": { | |
| "current": 25.0, | |
| "recommended": 15.0, | |
| "delta": 10.0, | |
| "pct_change": 66.66666666666666, | |
| "direction": "\u25b2", | |
| "within_tolerance": false | |
| }, | |
| "Compression_Force": { | |
| "current": 12.5, | |
| "recommended": 15.0, | |
| "delta": -2.5, | |
| "pct_change": -16.666666666666664, | |
| "direction": "\u25bc", | |
| "within_tolerance": false | |
| }, | |
| "Machine_Speed": { | |
| "current": 150.0, | |
| "recommended": 15.0, | |
| "delta": 135.0, | |
| "pct_change": 900.0, | |
| "direction": "\u25b2", | |
| "within_tolerance": false | |
| }, | |
| "Lubricant_Conc": { | |
| "current": 1.0, | |
| "recommended": 15.0, | |
| "delta": -14.0, | |
| "pct_change": -93.33333333333333, | |
| "direction": "\u25bc", | |
| "within_tolerance": false | |
| }, | |
| "Moisture_Content": { | |
| "current": 2.1, | |
| "recommended": 15.0, | |
| "delta": -12.9, | |
| "pct_change": -86.0, | |
| "direction": "\u25bc", | |
| "within_tolerance": false | |
| } | |
| }, | |
| "optimization": null | |
| } |