Build an open62541 Flowmeter Calibration Drift and Rework Queue
Cross-check open62541 OPC UA volumetric flowmeter telemetry against benchmark master meter measurements. Queue drifting instruments into recalibration workflows with discrepancy reports.
What you are building
The core problem, expected build, and operating context for this challenge.
Cross-check open62541 OPC UA volumetric flowmeter telemetry against benchmark master meter measurements. Queue drifting instruments into recalibration workflows with discrepancy reports.
Calibration Technician
Extract flow rate telemetry from open62541 OPC UA client sessions and compare with reference meter logs.
Calculate percentage measurement deviation across multiple flow velocity setpoints.
Flag flowmeters showing systematic gain error or zero-point offset drift.
Generate a standardized calibration bench test ticket with recommended span adjustments.
Calibration test bench interface displaying error curves and bench work orders.
Synthesize JSON records of open62541 OPC UA flow transmitter nodes and calibration lab master meter values. Starter examples below are synthetic. They are not downloaded records.
open62541 OPC UA Utilizes open62541 OPC UA client and server information models and data types from Source 0.
pydantic-ai, matplotlib. Pydantic AI ensures type-safe validation of metrology curves and generates structured technician instructions. Local or hosted LLM to compose calibration deviation narratives and technician recommendations.
Submit runnable source, pinned dependencies, setup commands, a working interface, example outputs, and a recorded end-to-end demo. Include tests and an action log.
Identifies meter drift exceeding ±0.5% of reading.
Calculates required zero and span calibration adjustment coefficients.
Emits compliant calibration bench dispatch records.
```json [ { "input": { "meter_node": "ns=1;s=ChemicalLine.MagMeter.FlowRate", "flow_rates_lpm": [ 100, 200, 300 ], "reference_rates_lpm": [ 98.8, 197.6, 296.4 ], "max_allowed_error_pct": 0.5 }, "expected_output": { "meter_node": "ns=1;s=ChemicalLine.MagMeter.FlowRate", "observed_error_pct": 1.2, "status": "CALIBRATION_FAIL", "action": "QUEUE_FOR_BENCH_RECALIBRATION", "span_correction_factor": 0.988 } }, { "input": { "meter_node": "ns=1;s=WaterLine.VortexMeter.FlowRate", "flow_rates_lpm": [ 50, 100, 150 ], "reference_rates_lpm": [ 49.9, 99.8, 149.7 ], "max_allowed_error_pct": 0.5 }, "expected_output": { "meter_node": "ns=1;s=WaterLine.VortexMeter.FlowRate", "observed_error_pct": 0.2, "status": "CALIBRATION_PASS", "action": "RELEASE_TO_SERVICE", "span_correction_factor": 0.998 } } ] ```
Read-only calibration evaluation; calibration coefficients require physical technician verification on the test bench. Use mock external writes. Require human review before any real deployment.
Participation guide
Read-only calibration evaluation; calibration coefficients require physical technician verification on the test bench. Use mock external writes and human review.
How work is evaluated
Identifies meter drift exceeding ±0.5% of reading. Calculates required zero and span calibration adjustment coefficients. Emits compliant calibration bench dispatch records.
Runnable source, pinned dependencies, setup commands, working interface, example outputs, recorded demo, tests, and action logs.
Challenge datasets
Public datasets, plus the private datasets you have access to.
How submissions are scored
These dimensions define what the evaluator checks and which criteria separate a passable run from a strong one.
Complete workflow
Extract flow rate telemetry from open62541 OPC UA client sessions and compare with reference meter logs. Calculate percentage measurement deviation across multiple flow velocity setpoints. Flag flowmeters showing systematic gain error or zero-point offset drift. Generate a standardized calibration bench test ticket with recommended span adjustments.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Correctness and evidence
Identifies meter drift exceeding ±0.5% of reading. Calculates required zero and span calibration adjustment coefficients. Emits compliant calibration bench dispatch records.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Review interface
Calibration test bench interface displaying error curves and bench work orders.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Safe execution
Read-only calibration evaluation; calibration coefficients require physical technician verification on the test bench.
This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.
What you should walk away with
Extract flow rate telemetry from open62541 OPC UA client sessions and compare with reference meter logs.
Calculate percentage measurement deviation across multiple flow velocity setpoints.
Flag flowmeters showing systematic gain error or zero-point offset drift.
Generate a standardized calibration bench test ticket with recommended span adjustments.
Reference links and supporting material
Synthesize JSON records of open62541 OPC UA flow transmitter nodes and calibration lab master meter values. Supplied starter examples are synthetic, not source extracts.
Challenge setup
Configuration summary for this challenge.
Challenge input
Input details are not configured.
Pydantic AI
Typed Python agent framework.
Evaluated output
No output checks are configured.
- Extract flow rate telemetry from open62541 OPC UA client sessions and compare with reference meter logs. Ca...
- Identifies meter drift exceeding ±0.5% of reading. Calculates required zero and span calibration adjustment...
- Calibration test bench interface displaying error curves and bench work orders.
- 2 public reference cases
- 2 configured tools
Summary shows the first task, up to three tools, and up to three evidence items. Open the technical recipe to view all configured items.
View technical recipe
Configured tools
- Pydantic AI · Optional
- Pydantic AI · Optional
Evaluation contract
- Complete workflow · Weight 40
- Correctness and evidence · Weight 30
- Review interface · Weight 20
- Safe execution · Weight 10
Reference cases
- 2 public reference cases
Workflow tasks
No workflow tasks are configured.
Recipe freeze marker
No recipe freeze time is recorded.