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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.

EngineeringHosted by Vera

What you are building

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.

Rules

Provides advisory operating voltages; physical electrodialysis power supply controls remain under hardware interlocks. Use mock external writes and human review.

How work is evaluated

Evaluation

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.

Submission format

Runnable source, pinned dependencies, setup commands, working interface, example outputs, recorded demo, tests, and action logs.

Datasets

Public datasets, plus the private datasets you have access to.

How submissions are scored

Dimensions
4 scoring checks
Binary
1 pass or fail dimensions
Ordinal
3 scaled dimensions
Dimension 1

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.

Score scale
012
Score 0

Missing or incorrect.

Score 1

Partly complete, with documented gaps.

Score 2

Complete, with reproducible evidence.

Dimension 2

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.

Score scale
012
Score 0

Missing or incorrect.

Score 1

Partly complete, with documented gaps.

Score 2

Complete, with reproducible evidence.

Dimension 3

Review interface

Electrodialysis performance visualizer charting applied voltage versus stack specific energy consumption and salt removal rate.

Score scale
012
Score 0

Missing or incorrect.

Score 1

Partly complete, with documented gaps.

Score 2

Complete, with reproducible evidence.

Dimension 4

Safe execution

Provides advisory operating voltages; physical electrodialysis power supply controls remain under hardware interlocks.

Binary check

This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.

Learning goals

  • 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.

Resources

Dataset notes

Utilize WaterTAP electrodialysis (ED) unit model synthetic feed sets mapping RO brine concentration steps. Supplied starter examples are synthetic, not source extracts.

Challenge setup

Challenge input

Input details are not configured.

DSPy

Prompt and LM program optimization framework.

Evaluated output

No output checks are configured.

Evaluation checks
  • 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...
Configured evaluation evidence
  • 2 public reference cases
Configured runtime
  • 3 configured tools

Shows the first task, up to three tools, and up to three evidence items.

View technical recipe

Configured tools

Action Space
  • DSPy · Optional
Training Infra
  • DSPy · Optional
Orchestration
  • 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

No recipe freeze time is recorded.

Frequently Asked Questions about Build an Electrodialysis Brine Concentration Energy Evaluator