@@ -109,8 +109,7 @@ The weak scaling of MFC on this machine shows near-ideal utilization.
109109MFC has many features.
110110They are organized below. Just click the drop-downs!
111111
112- <details >
113- <summary >Physics</summary >
112+ ### Physics
114113
115114* 1-3D
116115* Compressible
@@ -126,15 +125,16 @@ They are organized below. Just click the drop-downs!
126125 * Complex/arbitrary geometries via immersed boundary method
127126 * STL geometry files supported
128127* Surface tension for multiphase cases
129- * Sub-grid Euler-Euler multiphase models for bubble dynamics and similar
128+ * Sub-grid dynamics
129+ * Euler-Euler particle models for bubble dynamics and similar
130+ * Euler-Lagrange bubble dynamics
130131* Viscous effects (high-order accurate representations)
131132* Ideal and stiffened gas equations of state
132133* Body forces
133134* Acoustic wave generation (one- and two-way sound sources)
134135</details >
135136
136- <details >
137- <summary >Numerics</summary >
137+ ### Numerics
138138
139139* Shock and interface capturing schemes
140140 * First-order upwinding
@@ -148,12 +148,12 @@ They are organized below. Just click the drop-downs!
148148 * Slip and no-slip
149149 * Thompson-based characteristic BCs: non-reflecting sub/supersonic buffers, inflows, outflows
150150 * Generalized characteristic relaxation boundary conditions
151- * Runge-Kutta orders 1-3 (SSP TVD)
151+ * Runge-Kutta orders 1-3 (SSP TVD), adaptive time stepping
152+ * RK4-5 operator splitting for Euler-Lagrange modeling
152153* Interface sharpening (THINC-like)
153- </details >
154154
155- < details >
156- < summary > Large-scale and accelerated simulation</ summary >
155+
156+ ### Large-scale and accelerated simulation
157157
158158* GPU compatible on NVIDIA (P/V/A/H100, GH200, etc.) and AMD (MI200+) hardware
159159* Ideal weak scaling to 100% of the largest GPU supercomputers
@@ -162,10 +162,8 @@ They are organized below. Just click the drop-downs!
162162* Near compute roofline behavior
163163* RDMA (remote data memory access; GPU-GPU direct communication) via GPU-aware MPI on NVIDIA (CUDA-aware MPI) and AMD GPU systems
164164* Optional single-precision computation and storage
165- </details >
166165
167- <details >
168- <summary >Software robustness and other features</summary >
166+ ### Software robustness and other features
169167
170168* [ Fypp] ( https://fypp.readthedocs.io/en/stable/fypp.html ) metaprogramming for code readability, performance, and portability
171169* Continuous Integration (CI)
@@ -174,8 +172,6 @@ They are organized below. Just click the drop-downs!
174172 * Line-level test coverage reports via [ Codecov] ( https://app.codecov.io/gh/MFlowCode/MFC ) and ` gcov `
175173 * Benchmarking to avoid performance regressions and identify speed-ups
176174* Continuous Deployment (CD) of [ website] ( https://mflowcode.github.io ) and [ API documentation] ( https://mflowcode.github.io/documentation/index.html )
177- </details >
178-
179175
180176## Citation
181177
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