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# The Separation Model Is Built. Now Aclara Needs the DOE.
- URL: https://www.pennystocks.news/ara-the-separation-model-is-built-now-aclara-needs-the-doe/
- Published: 2026-11-03T22:00:01.000Z
- Updated: 2026-11-03T22:00:01.000Z
- Description: Aclara and Argonne National Laboratory have finished and validated a computer model of every stage in a rare earth separation circuit. The next step is an AI layer — but the Phase I award agreement with the DOE has not yet been signed.
- Author: PennyStocksNews Team
- Tags: canada, ticker-ara

The model is finished. Now the question is whether the DOE will fund the next step.

Aclara Resources and Argonne National Laboratory say they have **completed and validated a computer model of the rare earth separation circuit** planned for Project Dynamo, Aclara's planned separation facility in Vinton, Louisiana. Under the DOE's Genesis Mission program, the two parties intend to extend that model into an AI-assisted system that supports plant operators in their day-to-day decision-making.

Aclara Resources TSX: ARA 

The reason this is harder than it sounds: Project Dynamo's separation plant is designed around **478 interconnected mixer-settler stages** where solvents pull individual rare earth elements apart from one another. Adjust an acid or a base flow rate at one point and the effect propagates across the entire circuit. The release describes separation as "arguably the most complex process technology in the rare earth value chain," and notes that the industry has historically dealt with this complexity through conservative operation — small, infrequent adjustments by experienced operators — which slows the time it takes a new plant to reach target purities. **China controls about 90% of global rare earth separation capacity**, according to the release.

The model Aclara and Argonne built under a research agreement signed in January 2026 predicts the concentration of each rare earth element at every stage of the circuit. It was **calibrated against operating data from Aclara's demonstration plant at Virginia Tech** in Blacksburg, Virginia. The company says the model is expected to reduce the technical risk of Project Dynamo by predicting how process changes affect recovery and purity and by facilitating the optimisation of ramp-up conditions.

The Genesis Mission — a DOE program applying artificial intelligence and high-performance computing to national priorities — is expected to extend that model in two stages. First, a time dimension is added so the circuit's response to sudden changes, such as a shift in feed composition, can be simulated across hundreds of coupled stages simultaneously, drawing on Argonne's computing infrastructure. An AI agent is then layered on top, moving plant optimisation from periodic manual adjustments to more frequent, data-driven decisions.

**Phase I remains subject to finalising an award agreement with the DOE**, which Aclara says is still being negotiated. Phase II — connecting the digital twin directly to the plant's sensors so conditions could be adjusted automatically — requires a separate DOE application, and the company states there is no assurance that an application will be submitted or that any award will be made.

Shares closed 7.87% lower at $2.3400, on dollar volume of about $573,000.

The AI layer Aclara describes depends on a facility that is still planned, a Phase I agreement still being negotiated, and a Phase II process the company itself says may never produce an award.