Product · Tree
Tree pressure. From topside.
Subsea tree pressure estimated from topside choke pressure and temperature, choke opening and gas-lift rate, with an interval.
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Tree pressure with an interval
2
Identified per well from a normal window
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Scored on a gauge it never sees
Hands on
Three steps.
2
The state you cannot see
Now showingSevere slugging The riser fills, then blows through.
Simulated well
Riser-top pressure, bar54.1
Arrival temperature, °C35.8
Slug probability
What explains it
Slugging47%
Instability21%
Hydrate0%
Choke restriction16%
Gauge bias8%
Tieback says
Tree pressure 99 ± 22 bar
Most likely: Slugging (47 %). Parameters not identified from the normal window: the band is wide on purpose.
How it turned out
3
One clear proposal
Proposal
Largest stable choke 100 % (band 100–100 %), now 74 %. Proposal: room to open up to 100 %.
Never writes to the chokeA person decides
What it needs
- Topside choke pressure and temperature, choke opening, gas-lift rate
- Well geometry, or a normal-operation window
- Separator trip and choke logs
What it is not
- Never writes to the choke
- Not a transient multiphase simulator
- Bands not calibrated on an unseen geometry; on real wells a soft sensor did better
Proven, in simulation
- On an unseen well geometry, tree-pressure error 4.3 bar against 39–47 bar for soft sensors trained on the gauge of the other geometries (simulation, t001)
- Never reads the tree gauge; a guard raises if an estimator tries
- Catches 25 % of slugging wells at 0.28 false alarms a day; oscillation threshold 4 %, event classifier 20 % (simulation)
Not proven
- In simulation, on the unseen geometry the 90 % band covers 47 % of the truth
- On real wells: 315 instances on 9 wells of a public well-event dataset, 37.8 bar median error against 21.9 bar for a recurrent soft sensor trained on the other wells' gauge; band covers 39 %
- On seen geometries the soft sensors win: 2.6–2.8 bar against 8.9 bar
- Slug alarms come late: a median 44 minutes after onset
- Largest stable choke: 98 % median error on the main families
- No well identifiable from a quiet window: every band comes from priors
- No real slugging instance usable: none starts with a labelled-normal hour; no well geometry in the public data
Works with
See Tree on your asset.
Tournament run checked in. Simulation only. Not yet on a real asset. A conversation first; a data pilot when the engine has earned it.