HANUMAN PRIME
AI BATTERY ANALYTICS · POWER SUBSTATIONS
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SUBSTATION21/05/2569 12:45
สถานีบางกอกใหญ่ · BKK-01-A · 48 cells
SYSTEM: WARNING⚠ 9 alertsSTATE OF HEALTH
92%
Normal🔋
Capacity Retention92%
Cycle Efficiency87%
Model Confidence95%
Remaining Useful Life
2.5
years · EOL: Nov 2028
Total Voltage
13.522
V · Avg: 13.522 V
Temperature
17.9
°C · Ambient: 18.4 °C
Cell Status
●Normal39
●Warning9
●Critical0
48 total cells · BKK-01-A
SOH Degradation Trend & Forecast
Historical + AI prediction (LSTM v2.1)
— Historical- - AI Forecast— 80% EOL
Cell-Level Monitoring (48 Cells)● 39 Normal● 9 Warning● 0 Critical
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Internal Resistance Indicators
10.81
mΩ
Bank Average
Normal13.81
mΩ
Highest
Warning8.31
mΩ
Lowest
Normal0 mΩ NormalWarningCritical 15 mΩ
Avg Cell Temperature Trend
Voltage Distribution (Last Reading)
From current reading — all 48 cells
🤖AI Insights & Root Cause Analysis
Reasoning Log
Prescriptive Actions
❄️HVAC Check: BKK-01-A-Cell 1 zone temp elevated. (Expected RUL gain: +0.3 yrs)
🔧Maintenance: Check cell inter-connects (IR variation).
📋Operating Procedure: Limit discharge to 85% until temp stabilizes.
Root Cause Importance
Ambient Temp40%
Internal Resistance30%
Cycle Depth20%
Humidity10%
Prediction Confidence
High
Med
Low
⬡ AI MODEL: LSTM v2.1 (TRANSFER LEARNED)DATA INGESTION: CSV UPDATED (5 MINS AGO)SYSTEM STATUS: WARNINGHANUMANPRIME · hanumanprime.com