Research · 03
Flow Visualization Experiments
유동 가시화 실험
We match the refractive index of the working fluid to a transparent model of a reactor internal, making the walls optically vanish, and measure the velocity field inside. Those measurements become the reference against which simulations are checked.
Card figures are concept diagrams.
Research highlight
3D Bubble Reconstruction (3D CNN)
Recovering a bubble's volume from two shadows
S. Shin · J. Han · M. Song — Korean Nuclear Society Spring Meeting 2026
Two silhouettes from two cameras at right angles carry no depth. With no assumptions about the shape, a trained 3D CNN rebuilds the volume of a deformed bubble voxel by voxel, trained on data generated from scratch with anisotropic metaballs.
Read moreMatching Index of Refraction (MIR)
The liquid that makes a structure disappear
S. Shin · M. Song — American Nuclear Society 2026
A way to look at the flow alone, leaving a complex SLA 3D-printed reactor internal model right where it is, by matching the refractive index of the fluid to that of the solid (MIR). With the walls optically gone, particle image velocimetry (PIV) measures the field inside without distortion.
Read moreHelical Cruciform Fuel (HCF)
A fuel that mixes without grids
H. Moon · M. Song et al. — Physics of Fluids 38, 085111 (2026)
Twist a fuel rod and the coolant mixes itself. We measured the whole three-dimensional velocity field by magnetic resonance velocimetry (MRV), which works on the same principle as a hospital MRI.
Read more
How it works
How to see the flow inside a reactor
Checking whether a simulation is right means measuring the real velocity field. But you cannot look inside a reactor, and you cannot put an instrument in there either.
Scroll and the diagram changes with each step
01 — How it works
You cannot see inside
A reactor core is packed with thousands of fuel rods and support structures. They are metal, so no light gets through and nothing about what happens inside is visible from outside. Push a probe in and the probe itself disturbs the flow, so what you measure is no longer what you wanted to measure.
02 — How it works
Build a transparent scale model
So we rebuild the same geometry in something transparent. Acrylic served for a long time, but a great many shapes cannot be machined at all: a wire wound in a spiral, a pebble bed, a gyroid. This is where 3D printing comes in: printed in a light-transmitting resin, even the interior that no cutter can reach comes out as designed. And then we fill it with water and the view closes up again, because water and the model bend light by different amounts. At every boundary the light refracts, so the structures behind appear displaced or vanish altogether.
Water n ≈ 1.33, acrylic n ≈ 1.49, an SLA print n ≈ 1.55. That gap is what distorts the image.
03 — How it works
Match the refractive index
The fix is to bring the fluid to the structure. Two liquids are mixed so that the refractive index of the blend equals that of the model. Once the two media match, light does not bend at the boundary at all, and the structure turns as transparent as if it were gone. The innermost region becomes visible without distortion.
MIR — matched index of refraction. Benzyl benzoate and isopropyl myristate are blended to n = 1.546, with temperature as a fine adjustment.
04 — How it works
Light one plane with a laser
Now we have to choose where to look. Passing a laser beam through a cylindrical lens turns it into a sheet of light as thin as paper. Only what lies in that plane is lit; everything else stays dark. In effect we slice one two-dimensional plane of interest out of the three-dimensional space.
The sheet is typically about 1 mm thick.
05 — How it works
Seed particles and take two frames
The fluid itself is transparent, so its motion is invisible. We mix in fine particles of nearly the same density as the fluid, light enough to follow it faithfully. Two photographs are taken a very short interval apart; the frame is divided into a grid, and for each cell we find statistically how far and in which direction that cluster of particles moved. Divide the displacement by the time interval and you have the velocity at that point.
PIV — particle image velocimetry. The interval Δt between frames is on the order of tens of microseconds.
06 — How it works
The same light also reads temperature and concentration
The laser sheet is already in place, so the same light can be made to show one more thing. Dissolve a little fluorescent dye in the fluid and, where the laser strikes it, it emits light at a different colour from the beam. How bright that emission is depends on how much dye is there and how hot that spot is, so reading the intensity gives a concentration or temperature field rather than a velocity. Particles tell you how fast; fluorescence tells you how well mixed and how hot, on the same plane at the same time.
PLIF — planar laser-induced fluorescence. The emission differs in colour from the laser, so a filter separates the two and each camera takes one.
07 — How it works
Overlay it on the simulation
The measured velocity field is compared, point for point, against a CFD run at the same conditions. Where the two agree, the simulation can be trusted and used in design. Where they disagree is the interesting part: that is exactly the region today's turbulence models fail to explain, and where the next piece of research begins.
Cases compared this way: a 19-pin wire-wrapped bundle against RANS (2020), and helical cruciform fuel against CFD (2025).
To find out whether a simulation matches reality, the velocity field has to be measured. But a reactor internal is walled in metal, and even a transparent model bends light at every curved surface, warping the view. Push it far enough and you can no longer tell where you are measuring.
The fix is to remove the boundary itself. Match the refractive index of the fluid to that of the solid and light passes through without bending, so the structure optically disappears. This is matched index of refraction (MIR). We first showed that transparent 3D-printed models can be used this way (Nuclear Engineering and Design, 2015) and validated it again with SLA-printed parts (ANS, 2026). Test sections are printed in-house on a Formlabs SLA printer. The index-matching mixture and the visualization loop are each the subject of a patent application.
Three measurement techniques are used. Particle image velocimetry (PIV) photographs tracer particles twice in quick succession and recovers the in-plane velocity field from how far they moved. Planar laser-induced fluorescence (PLIF) adds a fluorescent dye so that the concentration field can be read alongside. Magnetic resonance velocimetry (MRV) works on the same principle as a hospital MRI, uses no light at all, and returns the whole three-dimensional field even when the geometry is opaque or complex. The MRV measurements were made at the Korea Basic Science Institute (KBSI) in Ochang. We also published a way to refine a PIV field further using global optical flow (Experiments in Fluids, 2019).
The measurements then serve as the reference for simulation. A 19-pin wire-wrapped bundle for a sodium-cooled fast reactor was measured with MIR-PIV-PLIF and compared against RANS analysis (Annals of Nuclear Energy, 2020); a 3×3 helical cruciform fuel bundle was measured with MRV for CFD validation (NURETH-21 2025, Physics of Fluids 2026). The two-dimensional field around a twisted tape was measured with PIV as well (Fusion Engineering and Design, 2016).
What we work on
- 01Matched index of refraction with transparent 3D-printed models — introduced in 2015, revalidated with SLA prints in 2026
- 02Two patent applications: the index-matching mixture and the visualization loop
- 03MIR-PIV-PLIF measurement of a 19-pin wire-wrapped SFR bundle, compared against RANS analysis
- 04A method for refining PIV velocity fields with global optical flow
- 05Three-dimensional velocity fields of a 3×3 helical cruciform fuel bundle by MRV