ThermoTrace

AI-Powered Thermal Monitoring

Agent Decision Trace
No Decision (96)
Decision Made (0)
Anomalies (0)
Violations (0)
100% Success Rate
Oct 1 12:00 AM24 hours • 96 traces (15 min intervals)Oct 2 12:00 AM

Control Decision

Oct 1, 01:30544 tons86°F
02004006008001000Cooling (tons)0.600.650.700.750.80Eff (kW/ton)00:0006:0012:0018:0024:00Cooling LoadForecast (12h)Efficiency
Chiller Staging
CH1
ON
RLA75.7%
Power213 kW
Setpoint46°F
Cond86.3°F
CH2
OFF
RLA0.0%
Power0.4 kW
Setpoint--°F
Cond84.4°F
CH3
CHANGED
ON
RLA70.3%
Power99.0 kW
Setpoint49°F → 47°F
Cond86.4°F
Plant Totals
Cooling544 tons
Power395 kW
Actual Eff0.73 kW/ton
Supply45.7°F
Outdoor Conditions
Drybulb86.1°F
Humidity76%
Wetbulb79.8°F

Physics Validation

Passed
All checks passed
All Chillers Detail
CH1 • ON
RLA75.7%
Power213 kW
Evap46.0°F
Predicted Plant215 kW
Actual (kW)Predicted (kW)
CH2 • OFF
RLA0.0%
Power0.4 kW
Evap--°F
CH3 • ON
RLA70.3%
Power99.0 kW
Evap46.7°F
Predicted Plant95 kW
Actual (kW)Predicted (kW)
Plant Summary
Total Load544 tons
Total Power395 kW
Actual Eff0.73 kW/ton
Supply Temp45.7°F
Predicted Power385 kW
Predicted Eff0.69 kW/ton
Validation Rules
CH1 RLA < 95%76%
CH1 RLA > 30%76%
CH1 Evap 42-55°F46°F
CH2 RLA < 95%0%
CH2 RLA > 30%0%
CH2 Evap 42-55°F--°F
CH3 RLA < 95%70%
CH3 RLA > 30%70%
CH3 Evap 42-55°F47°F
Physics Model EfficiencyNormal

ChillerControlAgent

01:30:0762.3s
SUCCESS

ReadEnvironmentState

tool
01:30:071500mssuccess
Summary

Retrieved current plant status: CH1 running at 77.6% RLA with 491 tons load and 0.82 kW/ton efficiency

LoadForecastTool

tool
01:30:088000mssuccess
Summary

Forecasted rising load trend: +30 tons/hr, peak 820 tons at 14:00

ml_modelforecasting

AgentReasoning

llm
01:30:1648000mssuccess
Summary

Decided to stage CH3 proactively to improve efficiency from 0.82 to 0.77 kW/ton and prepare for load ramp

Current situation analysis:

The plant is operating with only CH1 active at 77.6% RLA, producing 0.82 kW/ton efficiency. This is suboptimal - centrifugal chillers perform best in the 50-75% load range. Running a single unit at 77.6% means we're already past the sweet spot where efficiency starts degrading.

Load forecast shows:
- Next hour: 520 tons (+30 tons)
- Morning ramp continues to 680 tons by 04:30
- Peak hits 820 tons around 14:00

If I don't stage another chiller now:
- CH1 will climb to 85%+ RLA within the hour
- Efficiency will degrade further (0.85+ kW/ton range)
- I'll be forced to stage reactively under load

Better strategy: Stage CH3 now proactively.

Load split calculation:
- 491 tons split between 2 chillers
- CH1: ~380 tons (77% RLA) - still in good range
- CH3: ~260 tons (53% RLA) - optimal part-load range

Why CH3 and not CH2?
- CH3 has better part-load curve from recent commissioning
- CH2 reserved for afternoon peak when wetbulb is higher
- CH3 will need 5 minutes to stabilize anyway

Expected outcome:
- Plant efficiency: 0.82 → ~0.77 kW/ton (6% improvement)
- Both chillers positioned for morning load climb
- Avoid reactive staging later

Control action:
- Stage ON CH3
- Set CH3 evaporator leaving temp to 49°F (match plant supply)
- Allow load to naturally redistribute
llmreasoningdecision_making

SafetyValidation

tool
01:31:043000mssuccess
Summary

All 8 safety checks passed with score 1.0 - decision cleared for execution

safetyvalidation

ExecuteCommands

tool
01:31:071833mssuccess
Summary

Sent command to start CH3 with 49°F setpoint to BMS - acknowledged successfully

executionbms_command

Impact Analysis

Plant Efficiency
0.73
kW/ton (before)
0.69
kW/ton (predicted)
5.5% ↓
Predicted Load Split
CH1
77%
CH3
53%

Safety Validation

Score: 1.0
CH1_RLA_MIN
CH1_RLA_MAX
CH3_RLA_MIN
CH3_RLA_MAX
CH1_EVAP_TEMP
CH3_EVAP_TEMP
+2 more checks passed

Performance Metrics

Execution Breakdown62.3s total
LLM Reasoning
48.0s
Tool Calls
14.3s
LLM Model

Claude Sonnet 4

Total Tokens

1,430

Forecast Model

XGBoost

Model R²

0.974

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