Build an Electrodialysis Brine Concentration Energy Evaluator
Assess specific energy consumption and limiting current densities for electrodialysis brine concentrators using WaterTAP. Formulate operating voltages to maximize recovery without damaging ion-exchange membranes.
What you are building
The core problem, expected build, and operating context for this challenge.
Assess specific energy consumption and limiting current densities for electrodialysis brine concentrators using WaterTAP. Formulate operating voltages to maximize recovery without damaging ion-exchange membranes.
Desalination plant efficiency engineers and environmental compliance officers
Ingest reverse osmosis brine feed concentrations, target discharge salinities, and local electricity tariffs.
Simulate electrodialysis cell pair stacks and limiting current density constraints via WaterTAP.
Optimize applied voltage and flow velocities to minimize levelized cost of water and energy footprint using DSPy.
Generate a dispatch setpoint schedule for electrodialysis array power supplies.
Electrodialysis performance visualizer charting applied voltage versus stack specific energy consumption and salt removal rate.
Utilize WaterTAP electrodialysis (ED) unit model synthetic feed sets mapping RO brine concentration steps. Starter examples below are synthetic. They are not downloaded records.
WaterTAP treatment modeling Extracts electrodialysis mass transfer and power consumption modeling equations from the WaterTAP library.
dspy, watertap, pandas. DSPy optimizes prompt pipelines that formulate safe operating voltages minimizing electrodialysis energy footprints within physical limits. Local or hosted LLM supporting structured DSPy program signatures and numeric constraint checks.
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.
Calculates electrodialysis energy consumption using WaterTAP membrane transport equations.
Flags configurations where the required voltage breaches the limiting current density of the membranes.
Exports a structured parameter file detailing safe operating voltages.
```json [ { "input": { "feed_flow_m3_h": 150, "feed_salinity_g_l": 65, "target_product_g_l": 120, "tariff_usd_kwh": 0.08, "membrane_area_m2": 450 }, "expected_output": { "feasible": true, "optimal_voltage_v": 1.2, "limiting_current_exceeded": false, "specific_energy_kwh_m3": 7.4, "estimated_op_cost_usd_h": 88.8, "note": "Normalized simplified synthetic app record." } }, { "input": { "feed_flow_m3_h": 200, "feed_salinity_g_l": 70, "target_product_g_l": 150, "tariff_usd_kwh": 0.12, "membrane_area_m2": 450 }, "expected_output": { "feasible": false, "optimal_voltage_v": 2.1, "limiting_current_exceeded": true, "specific_energy_kwh_m3": 14.5, "estimated_op_cost_usd_h": 348, "note": "Membrane damage risk; simplified synthetic app record." } } ] ```
Provides advisory operating voltages; physical electrodialysis power supply controls remain under hardware interlocks. Use mock external writes. Require human review before any real deployment.
Participation guide
Provides advisory operating voltages; physical electrodialysis power supply controls remain under hardware interlocks. Use mock external writes and human review.
How work is evaluated
Calculates electrodialysis energy consumption using WaterTAP membrane transport equations. Flags configurations where the required voltage breaches the limiting current density of the membranes. Exports a structured parameter file detailing safe operating voltages.
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
Ingest reverse osmosis brine feed concentrations, target discharge salinities, and local electricity tariffs. Simulate electrodialysis cell pair stacks and limiting current density constraints via WaterTAP. Optimize applied voltage and flow velocities to minimize levelized cost of water and energy footprint using DSPy. Generate a dispatch setpoint schedule for electrodialysis array power supplies.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Correctness and evidence
Calculates electrodialysis energy consumption using WaterTAP membrane transport equations. Flags configurations where the required voltage breaches the limiting current density of the membranes. Exports a structured parameter file detailing safe operating voltages.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Review interface
Electrodialysis performance visualizer charting applied voltage versus stack specific energy consumption and salt removal rate.
Missing or incorrect.
Partly complete, with documented gaps.
Complete, with reproducible evidence.
Safe execution
Provides advisory operating voltages; physical electrodialysis power supply controls remain under hardware interlocks.
This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.
What you should walk away with
Ingest reverse osmosis brine feed concentrations, target discharge salinities, and local electricity tariffs.
Simulate electrodialysis cell pair stacks and limiting current density constraints via WaterTAP.
Optimize applied voltage and flow velocities to minimize levelized cost of water and energy footprint using DSPy.
Generate a dispatch setpoint schedule for electrodialysis array power supplies.
Reference links and supporting material
Utilize WaterTAP electrodialysis (ED) unit model synthetic feed sets mapping RO brine concentration steps. Supplied starter examples are synthetic, not source extracts.
Challenge setup
Configuration summary for this challenge.
Challenge input
Input details are not configured.
DSPy
Prompt and LM program optimization framework.
Evaluated output
No output checks are configured.
- Ingest reverse osmosis brine feed concentrations, target discharge salinities, and local electricity tariff...
- Calculates electrodialysis energy consumption using WaterTAP membrane transport equations. Flags configurat...
- Electrodialysis performance visualizer charting applied voltage versus stack specific energy consumption an...
- 2 public reference cases
- 3 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
- DSPy · Optional
- DSPy · Optional
- DSPy · 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
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