Product · Gain
Influx rate. With an interval.
Influx and loss rate from pump strokes, standpipe pressure, flow-out, pit and trip tank, with an interval.
1
Influx and loss rate, with an interval
2
Ranked against its look-alikes
3
An advisory, never a shut-in
Hands on
Three steps.
2
Watch the surface channels
Now showingA sudden kick Pore pressure above the mud's. Mud 1261 kg/m³.
Simulated well
Active pit403.8 bbl
Flow out (paddle)83.2 %
Standpipe pressure229.7 bar
What explains it
Influx2%
Loss2%
Ballooning2%
Pit transfer2%
Sensor fault2%
Unexplained2%
Annulus says
Nothing to explain
The channels match the model.
How it turned out
3
One clear advisory
Advisory
No advisory. Mud 1261 kg/m³; nothing the model cannot explain.
Advisory onlyNever issues a shut-inA person decides
What it needs
- Real-time surface channels for one well
- Well geometry and mud properties
- Connection and flow-check history
What it is not
- Never issues a shut-in
- Not a managed-pressure drilling system
- The rate interval covers 5 %, not 90 %
Proven, in simulation
- Raises an alarm 1.5 minutes sooner than flow-back fingerprinting at the same false-flow-check rate (90 % interval 0.9–2.1 min; simulation, t001)
- Pit transfers read as influx in 1 % of runs; pit-gain threshold 15 %, flow-back fingerprinting 8 %, lumped observer 7 %
- Ballooning never seen in training read as influx in 1 % of held-out runs
Not proven
- Against the bar: 5.9 bbl more gained at alarm than flow-back fingerprinting and 10.4 bbl more than the lumped observer, both beyond the interval
- The lumped observer gains least before its alarm: 14 bbl against 25 bbl
- The influx-rate interval covers 5 % of true rates, not 90 %
- At three times the channel noise it catches 66 % of influxes; the baselines 97–99 %
- Sensor faults read as influx in 9 % of runs; pit-gain threshold 0 %
- No labelled public field kick exists; no gas kick, no oil-based mud, no managed-pressure drilling
Works with
See Gain 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.