DeepUnity

Inputs and training ranges

The 32 inputs shared by every jumper tool, in model order, with the range each one covered in the training data.

Units are imperial because the finite-element campaign was run in feet, pounds and degrees Fahrenheit. The training range is the minimum and maximum of each input over the simulations the strength model was trained on. Inside these ranges the model interpolates between cases it has seen. Outside them it extrapolates, and the tools say so.

Ranges are per input. A case can have every input inside its range and still be unlike any training case, for example a short jumper with a very large end expansion. Treat results near the edges of several ranges at once with extra care.

Geometry

Seven segment lengths, hub 1 to hub 2.

#InputUnitTraining rangeExampleNotes
1 Segment 1 ft 10 to 45 17.4133 Length of segment 1, the left leg from hub 1 up to the first bend.
2 Segment 2 ft 10 to 30 27.115 Length of segment 2, the left shoulder, horizontal.
3 Segment 3 ft 15 to 60 36.4737 Length of segment 3, the left vertical down to the belly.
4 Segment 4 ft 50 to 120 51.4679 Length of segment 4, the belly, the long horizontal run.
5 Segment 5 ft 15 to 60 35.6851 Length of segment 5, the right vertical up from the belly.
6 Segment 6 ft 10 to 30 27.115 Length of segment 6, the right shoulder, horizontal.
7 Segment 7 ft 10 to 55 14.1834 Length of segment 7, the right leg down to hub 2.

Operating conditions

#InputUnitTraining rangeExampleNotes
8 Ambient temperature °F 40 to 70 69.3072 Seawater temperature at the jumper.
9 Design temperature °F 40 to 250 247.1486 Product temperature the jumper is designed for.
10 Water depth ft 1,000 to 6,000 4,455.7 Sets the external hydrostatic pressure.
11 Design pressure psf 288,000 to 1,152,000 1,103,021.513 Internal design pressure in pounds per square foot (1 psi = 144 psf). Trained on 2,000 to 8,000 psi.

Pipe section

#InputUnitTraining rangeExampleNotes
12 Wall thickness ft 0.0833 to 0.125 0.1146 Nominal wall thickness. Trained on 1.0 to 1.5 in (0.0833 to 0.125 ft).
13 Outer diameter ft 0.552 to 1.667 1.1667 Trained on 6.625 to 20 in. Also sets the element size: one element per diameter, bend radius 5D.
14 Product density lb/ft³ 8.4 to 67.5 19 Gas is around 19, oil around 57.

Hub 1 tolerances

Installation misalignment.

#InputUnitTraining rangeExampleNotes
15 Translation X ft -0.15 to 0.15 -0.125 Hub 1 position tolerance along X.
16 Translation Y ft -0.15 to 0.15 -0.125 Hub 1 position tolerance along Y.
17 Translation Z ft -0.15 to 0.15 -0.125 Hub 1 position tolerance along Z.
18 Rotation X rad -0.02 to 0.02 0.0175 Hub 1 angular tolerance about X. 1° = 0.01745 rad.
19 Rotation Y rad -0.02 to 0.02 -0.0175 Hub 1 angular tolerance about Y.
20 Rotation Z rad -0.02 to 0.02 0 Hub 1 angular tolerance about Z.

Hub 2 tolerances

#InputUnitTraining rangeExampleNotes
21 Translation X ft -0.15 to 0.15 -0.125 Hub 2 position tolerance along X.
22 Translation Y ft -0.15 to 0.15 0.125 Hub 2 position tolerance along Y.
23 Translation Z ft -0.15 to 0.15 -0.125 Hub 2 position tolerance along Z.
24 Rotation X rad -0.02 to 0.02 -0.0087 Hub 2 angular tolerance about X.
25 Rotation Y rad -0.02 to 0.02 0.0175 Hub 2 angular tolerance about Y.
26 Rotation Z rad -0.02 to 0.02 0 Hub 2 angular tolerance about Z.

End expansion and settlement

Imposed end displacements.

#InputUnitTraining rangeExampleNotes
27 Hub 1 expansion, in-plane ft -5 to 5 -1.0835 Pipeline end expansion imposed at hub 1, in the plane of the jumper. The most influential input.
28 Hub 1 expansion, out-of-plane ft -5 to 5 4.3309 End expansion at hub 1, normal to the jumper plane.
29 Hub 2 expansion, in-plane ft -5 to 5 4.8486 End expansion at hub 2, in plane.
30 Hub 2 expansion, out-of-plane ft -5 to 5 -3.6534 End expansion at hub 2, out of plane.
31 Hub 1 vertical movement ft -4 to 2 -3.0847 Settlement or heave of hub 1.
32 Hub 2 vertical movement ft -4 to 2 1.3248 Settlement or heave of hub 2.

How the geometry is discretised

The seven segment lengths run from hub 1 to hub 2: up the left leg, across the left shoulder, down to the belly, along the belly, up to the right shoulder, across it, and down to hub 2. Bends are 90° with radius five times the outer diameter. Each straight run is split into elements one diameter long, and each bend into elements one diameter of arc long, so the element count depends on both the lengths and the diameter. The first and last two elements are treated as the hub connections.

The same rule is used by the tools, the 3D view and the original finite-element models, so element numbers mean the same thing everywhere.