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AC-OPF

Solve AC optimal power flow with an interior-point method and exact sparse Hessians.

Conceptual product artwork for AC-OPF, not physical hardware
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GARMO SOLVERS · S16

AC Optimal Power Flow and State Estimation

7.8 scase2869 AC-OPF (CPU)
27.5 scase9241 on GPU
1.18 s25k-bus state estimation
openRTE cases diverge
AC Optimal Power Flow and State Estimation
AC Optimal Power Flow and State Estimation Ipopt time is PGLib's published figure on a different machine.
Full result, charts and conditions

THE PRODUCT, IN PRACTICE

Solve AC optimal power flow
with an independent check

Solve AC optimal power flow with an interior-point method and exact sparse Hessians. It is a newer Garmo Solvers module from the October 2026 benchmark campaign, outside the 1.0.2 release. Results are checked against the original input; the measured result below states where it is ahead and where it is not.

BUILT FOR
Grid operators, utilities and power-system planning teams with AC optimal power flow workloads.
CHALLENGES → PRODUCT RESPONSE

The problem you face.
What the product changes.

YOUR CHALLENGEWITH AC-OPF
01

The problem needs the right operation

An AC optimal power flow case in MATPOWER format (PGLib-OPF).

Solve AC optimal power flow with an interior-point method and exact sparse Hessians.

02

A result must answer the original question

An answer detached from its original constraints or input is difficult to rely on.

The suite rechecks the answer against the original input and identifies the applicable result state.

03

The comparison needs a defined scope

A capability or benchmark result is not a universal promise for a different workload.

Evaluate the selected input, resource budget, complete cost and required certificate against your baseline.

WHAT YOU GET

A defined capability.
A useful result.

01

Selected solving capability

Solve AC optimal power flow with an interior-point method and exact sparse Hessians.

02

Original-input result

Generator dispatch and bus voltages, checked by an independent branch-level power-balance verifier.

03

Common access

Run it as garmo powerflow opf or through the garmo-mcp server; headless execution fits scripts and automated workflows.

04

Checked result

Power balance is rechecked from branch physics without the solver's own admittance matrix.

GARMO SOLVERS / MEASURED RESULT

Measured: case2869 in 7.8 s

PGLib-OPF case5 to case2869 match the published AC optimum. case2869 solves in 7.8 s on CPU against the PGLib published Ipopt time of 13 s (different machine); case9241 solves on the GPU in 27.5 s. Large RTE cases still diverge.

Source: Garmo Labs benchmark campaign, October 2026. Results apply to the stated inputs, hardware and conditions; they are not universal competitor rankings.

See the measured result and charts
EXAMPLE CUSTOMER WORKFLOW

Use AC-OPF in a defined workflow

A customer has a supported model and wants an accepted result without adopting every other module.

Illustrative customer use—not a new benchmark or completed customer deployment.
  1. 01→

    Provide the original input and define the useful outcome.

  2. 02→

    Run the selected module under its supported resource and interface scope.

  3. 03→

    Review the returned answer, original-input checks and completion state.

FIT & ACCEPTANCE

Start with the task.
Agree the useful outcome.

What you bring
An AC optimal power flow case in MATPOWER format (PGLib-OPF).
What a useful evaluation measures
  • +Accepted original-model result
  • +Appropriate certificate or disclosed uncertified state
  • +Total time, memory and operating cost
Delivery
License the selected capability, commission an implementation, or agree an operated service. Infrastructure and additional engineering are specified separately.
QUESTIONS BEFORE BUYING

A clear scope.
A clear relationship.

What is the important boundary?−

Large RTE cases still diverge; those are open work, not supported results.

How is it priced?+

No new standalone price is supplied for this product; request a scoped proposal. The platform plans buy qualified workflows and capacity, not a second charge every time a compatible method is selected. Existing bundle inclusions do not expand automatically.

How do we get access?+

Available through garmo CLI and garmo-mcp, including headless execution. Product-specific inputs, runtime dependencies, budgets and result checks remain explicit.

PUT THE PRODUCT TO WORK

Tell us what needs to improve.

Bring a task, an accepted outcome and the environment in which the product needs to work.

Discuss this workflow ↗
PRODUCT RELATIONSHIPS

Related, not interchangeable.

ONE PLATFORM

Choose a qualified workflow.

Select the capability you need directly or include its compatible role in a qualified platform workflow. Production scope identifies release, environment, capacity and support; a product count is not an entitlement.

Explore monthly plans See the system connections
START WITH THIS PRODUCT

Use the software directly or ask us to scope the implementation.

YOUR NEXT MOVELET’S MAKE IT COUNT

Put it
to work.

One capability. A connected workflow.
A team to put it into practice.

patrick@garmolabs.com

FIND YOUR CAPABILITY