research
The Simulator Needed the Future Control as an Input
STCO conditions neural operators on prescribed motion, inflow and force fields at the target time.
Summary
STCO conditions neural operators on prescribed motion, inflow and force fields at the target time.
Across twelve matched neural-operator backbones and an immersed-boundary fluid benchmark, the added interface reduced relative field error by a mean 31.1 percent and normalized load error by 24.7 percent. The study treats a control input as part of the query rather than asking past state alone to imply a future intervention.
Why it matters
STCO conditions neural operators on prescribed motion, inflow and force fields at the target time.
Limits and context
No additional limitation was separately recorded.
Key claims
STCO conditions neural operators on prescribed motion, inflow and force fields at the target time.
Evidence: source-2026-08-24-003
Sources
- arXiv preprint 2608.20477arXiv · primary research
Corrections
No corrections have been recorded for this story.