Iris - Battery Fleet Management

Total Fleet

268

batteries deployed

Running

115

Idle

Charging

Non-Communicating

Active Alerts

Protections

Avg SOC

49%

Avg SOH

88.9%

Energy Delivered

27.5k

kWh total

SOC Distribution

Temp Distribution

Alerts & Protections

30 active

Low SOC warning

BAT-00134•11:58

OVP (Over Voltage Protection)

BAT-00143•11:34

OTP (Over Temperature Protection)

BAT-00030•11:29

UVP (Under Voltage Protection)

BAT-00027•11:01

OCP (Over Current Protection)

BAT-00115•10:43

GPS signal lost

BAT-00143•10:20

Communication timeout

BAT-00078•10:02

Low SOC warning

BAT-00261•09:55

Charging anomaly detected

BAT-00078•09:39

Over-temperature detected

BAT-00200•09:33

Charging anomaly detected

BAT-00009•09:23

Low SOC warning

BAT-00202•09:17

Charging anomaly detected

BAT-00164•09:00

Current spike detected

BAT-00184•09:00

Low SOC warning

BAT-00119•08:41

SCP (Short Circuit Protection)

BAT-00180•07:50

Over-temperature detected

BAT-00238•07:27

SCP (Short Circuit Protection)

BAT-00139•07:04

GPS signal lost

BAT-00148•06:41

Cell voltage imbalance

BAT-00168•06:21

UVP (Under Voltage Protection)

BAT-00030•06:15

SCP (Short Circuit Protection)

BAT-00122•05:55

Communication timeout

BAT-00043•05:51

OTP (Over Temperature Protection)

BAT-00092•05:18

GPS signal lost

BAT-00148•05:17

SOH degradation threshold

BAT-00110•05:09

Cell voltage imbalance

BAT-00200•05:02

Over-temperature detected

BAT-00243•03:50

Communication timeout

BAT-00202•03:42

Charging anomaly detected

BAT-00175•03:40

ML Insights

AI-powered battery diagnostics

1 critical2 warnings

Remaining Useful Life

~1,847 cycles remaining

Based on capacity fade analysis (0.012% per cycle) and current SOH of 100%, the average fleet battery has approximately 1,847 charge cycles before reaching 80% SOH threshold.

LSTM Degradation Model v2.1

89%

Anomaly Detection

3 batteries flagged

Isolation Forest detected abnormal cell voltage imbalance (>25mV spread) in ZEN-MH-0023, ZEN-KA-0041, ZEN-DL-0087. Recommend immediate inspection to prevent thermal event.

Isolation Forest + Autoencoder

94%

Usage Optimization

Charging pattern advisory

62% of fleet charges above 90% SOC regularly, accelerating calendar aging by ~15%. Recommend limiting charge to 85% SOC for non-critical vehicles to extend pack life by 200+ cycles.

Gradient Boosted Regressor

82%

Thermal Risk Prediction

12 batteries at elevated risk

Predictive thermal model shows 12 batteries in Hyderabad & Chennai zones are operating near 40°C ambient regularly. Projected 18% faster capacity degradation. Consider thermal management upgrades.

Random Forest Classifier

76%

Capacity Degradation Forecast

Fleet avg 92.3% SOH in 6 months

Exponential decay model forecasts average fleet SOH dropping to 92.3% over next 6 months at current utilization rates. 4 batteries may hit replacement threshold within 3 months.

Exponential Decay + Kalman Filter

85%

Cell Balancing Advisory

8 packs need active balancing

Cell voltage variance analysis shows 8 packs with >15mV dispersion trending upward. Recommend triggering BMS active balancing cycle during next overnight charge window.

Statistical Process Control

91%

Last inference: 2 min ago • 268 batteries analyzed