diff --git a/doc/sphinx/02_amg/amg.rst b/doc/sphinx/02_amg/amg.rst
index 72cd05e2..a96b74ed 100644
--- a/doc/sphinx/02_amg/amg.rst
+++ b/doc/sphinx/02_amg/amg.rst
@@ -208,154 +208,22 @@ The second figure provides memory use on 1 node of CTS-1 (Quartz) using 4 MPI ta
    
    Approximate memory use for Problems 1 and 2 on CTS-1
 
-Suggested Test Runs
-===================
-We present several strong scaling runs for CPUs that were performed on RZWhippet.
-
-For Problem 1, we chose a total grid size of 160 x 160 x 160. We generated the results in the first four columns of the table below using an MPI-only configuration of hypre v2.27.0 via
-
-``srun -n <P*Q*R> amg -P <P> <Q> <R> -n <nx> <ny> <nz> -problem 1``
-
-The results in the last three columns were achieved using an MPI/OpenMP configuration of hypre v2.27.0 via
-
-``configure --with-openmp --enable-hopscotch``
-
-The actual run was performed with varying numbers of OpenMP threads:
-
-``srun -n 1 amg -P 1 1 1 -n 160 160 160 -problem 1``.
-
-.. table:: Strong scaling on RZWhippet for Problem 1
-
- +-----------+--------------+------------+------------+---------+------------+------------+
- | P x Q x R | nx x ny x nz | setup time | solve time | threads | setup time | solve time |
- +-----------+--------------+------------+------------+---------+------------+------------+
- | 1 x 1 x 1 | 160x160x160  |   14.92    |    13.85   |    1    |    15.29   |   13.35    |
- +-----------+--------------+------------+------------+---------+------------+------------+
- | 2 x 1 x 1 |  80x160x160  |   10.83    |     6.96   |    2    |     8.21   |    7.08    | 
- +-----------+--------------+------------+------------+---------+------------+------------+
- | 2 x 2 x 1 |  80x 80x160  |    5.48    |     3.45   |    4    |     4.33   |    3.72    |
- +-----------+--------------+------------+------------+---------+------------+------------+
- | 2 x 2 x 2 |  80x 80x 80  |    2.61    |     1.73   |    8    |     2.36   |    2.05    |
- +-----------+--------------+------------+------------+---------+------------+------------+
- | 4 x 2 x 2 |  40x 80x 80  |    1.35    |     0.95   |   16    |     1.44   |    1.30    |
- +-----------+--------------+------------+------------+---------+------------+------------+
- | 4 x 4 x 2 |  40x 40x 80  |    0.70    |     0.56   |   32    |     1.02   |    0.97    |
- +-----------+--------------+------------+------------+---------+------------+------------+
- | 4 x 4 x 4 |  40x 40x 40  |    0.38    |     0.41   |   64    |     0.89   |    0.85    |
- +-----------+--------------+------------+------------+---------+------------+------------+
- |           |              |            |            |  128    |     1.13   |    0.91    |
- +-----------+--------------+------------+------------+---------+------------+------------+
- 
-
-The following table contains the FOMs for the runs above:
-
-.. table:: Total FOMs for Problem 1 with a total grid size of 160 x 160 x 160 on RZWhippet
-
- +---------+-----------------------------------+-----------------------------------+
- |         |                MPI                |               OpenMP              |
- +---------+-----------+-----------+-----------+-----------+-----------+-----------+
- | np/nthr |    FOM    | FOM_setup | FOM_solve |   FOM     | FOM_setup | FOM_solve |
- +---------+-----------+-----------+-----------+-----------+-----------+-----------+
- |    1    | 1.548E+08 | 1.512E+07 | 3.095E+08 | 1.605E+08 | 1.475E+07 | 3.210E+08 |
- +---------+-----------+-----------+-----------+-----------+-----------+-----------+
- |    2    | 3.080E+08 | 2.084E+07 | 6.160E+08 | 3.026E+08 | 2.746E+07 | 6.052E+08 |
- +---------+-----------+-----------+-----------+-----------+-----------+-----------+
- |    4    | 6.215E+08 | 4.117E+07 | 1.243E+09 | 5.754E+08 | 5.213E+07 | 1.151E+09 |
- +---------+-----------+-----------+-----------+-----------+-----------+-----------+
- |    8    | 1.236E+09 | 8.630E+07 | 2.472E+09 | 1.044E+09 | 9.574E+07 | 2.088E+09 |
- +---------+-----------+-----------+-----------+-----------+-----------+-----------+
- |   16    | 2.263E+09 | 1.665E+08 | 4.526E+09 | 1.654E+09 | 1.562E+08 | 3.307E+09 |
- +---------+-----------+-----------+-----------+-----------+-----------+-----------+
- |   32    | 3.850E+09 | 3.241E+08 | 7.699E+09 | 2.203E+09 | 2.222E+08 | 4.406E+09 |
- +---------+-----------+-----------+-----------+-----------+-----------+-----------+
- |   64    | 5.253E+09 | 5.992E+09 | 1.051E+10 | 2.531E+09 | 2.545E+08 | 5.061E+09 |
- +---------+-----------+-----------+-----------+-----------+-----------+-----------+
- |  128    |           |           |           | 2.348E+09 | 1.994E+08 | 4.696E+09 |
- +---------+-----------+-----------+-----------+-----------+-----------+-----------+
-
-
-.. figure:: plots/CPU-FOM-1.png
-   :alt: Total FOMs for Problem 1 on RZWhippet using MPI or OpenMP.
-   :align: center
-   
-   Total FOMs for Problem 1 on RZWhippet using MPI or OpenMP.
-
-We performed a similar test for Problem 2 using a total grid size of 256 x 256 x 256.
-
-.. table:: Strong scaling on RZWhippet for Problem 2
-
- +-----------+--------------+------------+------------+---------+------------+------------+
- | P x Q x R | nx x ny x nz | setup time | solve time | threads | setup time | solve time |
- +-----------+--------------+------------+------------+---------+------------+------------+
- | 1 x 1 x 1 |  256x256x256 |    18.67   |  29.72     |    1    |   19.80    |   30.26    |
- +-----------+--------------+------------+------------+---------+------------+------------+
- | 2 x 1 x 1 |  128x256x256 |    12.11   |  17.51     |    2    |   11.21    |   18.00    |
- +-----------+--------------+------------+------------+---------+------------+------------+
- | 2 x 2 x 1 |  128x128x256 |     6.26   |   8.68     |    4    |    6.59    |    9.49    |
- +-----------+--------------+------------+------------+---------+------------+------------+
- | 2 x 2 x 2 |  128x128x128 |     3.00   |   3.92     |    8    |    4.20    |    5.93    |
- +-----------+--------------+------------+------------+---------+------------+------------+
- | 4 x 2 x 2 |   64x128x128 |     1.54   |   2.14     |   16    |    3.26    |    4.41    |
- +-----------+--------------+------------+------------+---------+------------+------------+
- | 4 x 4 x 2 |   64x 64x128 |     0.78   |   1.35     |   32    |    3.12    |    3.88    |
- +-----------+--------------+------------+------------+---------+------------+------------+
- | 4 x 4 x 4 |   64x 64x 64 |     0.43   |   1.04     |   64    |    3.84    |    3.66    |
- +-----------+--------------+------------+------------+---------+------------+------------+
- |           |              |            |            |   96    |    4.69    |    3.59    |
- +-----------+--------------+------------+------------+---------+------------+------------+
- |           |              |            |            |  120    |    5.68    |    4.18    |
- +-----------+--------------+------------+------------+---------+------------+------------+
- 
-
-.. table:: Total FOMs for Problem 2 with a total grid size of 256 x 256 x 256  on RZWhippet
-
- +---------+-----------------------------------+-----------------------------------+
- |         |                MPI                |               OpenMP              |
- +---------+-----------+-----------+-----------+-----------+-----------+-----------+
- | np/nthr |    FOM    | FOM_setup | FOM_solve |   FOM     | FOM_setup | FOM_solve |
- +---------+-----------+-----------+-----------+-----------+-----------+-----------+
- |    1    | 1.114E+08 | 9.968E+06 | 2.129E+08 | 1.093E+08 | 9.400E+06 | 2.091E+08 |
- +---------+-----------+-----------+-----------+-----------+-----------+-----------+
- |    2    | 1.884E+08 | 1.537E+07 | 3.614E+08 | 1.841E+08 | 1.660E+07 | 3.516E+08 |
- +---------+-----------+-----------+-----------+-----------+-----------+-----------+
- |    4    | 3.793E+08 | 2.973E+07 | 7.289E+08 | 3.477E+08 | 2.826E+07 | 6.671E+08 |
- +---------+-----------+-----------+-----------+-----------+-----------+-----------+
- |    8    | 8.382E+08 | 6.197E+07 | 1.614E+09 | 5.553E+08 | 4.430E+07 | 1.066E+09 |
- +---------+-----------+-----------+-----------+-----------+-----------+-----------+
- |   16    | 1.537E+09 | 1.206E+08 | 2.954E+09 | 7.466E+08 | 5.712E+07 | 1.436E+09 |
- +---------+-----------+-----------+-----------+-----------+-----------+-----------+
- |   32    | 2.468E+09 | 2.396E+08 | 4.696E+09 | 8.457E+08 | 5.971E+07 | 1.632E+09 |
- +---------+-----------+-----------+-----------+-----------+-----------+-----------+
- |   64    | 3.268E+09 | 4.321E+08 | 6.105E+09 | 8.881E+08 | 4.842E+07 | 1.728E+09 |
- +---------+-----------+-----------+-----------+-----------+-----------+-----------+
- |   96    |           |           |           | 9.003E+08 | 3.965E+07 | 1.761E+09 |
- +---------+-----------+-----------+-----------+-----------+-----------+-----------+
- |  120    |           |           |           | 7.733E+08 | 3.280E+07 | 1.514E+09 | 
- +---------+-----------+-----------+-----------+-----------+-----------+-----------+
- 
-
-.. figure:: plots/CPU-FOM-2.png
-   :alt: FOMs for Problem 2 on RZWhippet using MPI or OpenMP.
-   :align: center
-   
-   FOMs for Problem 2 on RZWhippet using MPI or OpenMP.
-
 
-Strong Scaling on RZWhippet
+Strong Scaling on Crossroads
 ---------------------------
 
-We present strong scaling results for varying problem sizes on RZWhippet below. The code was configured and compiled using MPI only with optimization -O2.
+We present strong scaling results for varying problem sizes on Crossroads with HBM below. The code was configured and compiled using hypre v2.29.0 with MPI only and optimization -O2.
 
 Strong scaling results of AMG2023 for problem 1 on a grid size of 120 x 120 x 120 are provided in the following table and figure.
 
 .. csv-table:: AMG2023 Strong Scaling for Problem 1 (27-pt, AMG-GMRES) on a grid of size 120 x 120 x 120
-   :file: cpu1_120.csv
+   :file: roci_1_120.csv
    :align: center
    :widths: 10, 10, 10
    :header-rows: 1
 
 
-.. figure:: cpu1_120.png
+.. figure:: roci_1_120.png
    :align: center
    :scale: 50%
    :alt: AMG2023 Strong Scaling for Problem 1 (27-pt, AMG-GMRES) on a grid of size 120 x 120 x 120
@@ -366,13 +234,13 @@ Strong scaling results of AMG2023 for problem 1 on a grid size of 120 x 120 x 12
 Strong scaling results of AMG2023 for problem 1 on a grid size of 160 x 160 x 160 are provided in the following table and figure.
 
 .. csv-table:: AMG2023 Strong Scaling for Problem 1 (27-pt, AMG-GMRES) on a grid of size 160 x 160 x 160
-   :file: cpu1_160.csv
+   :file: roci_1_160.csv
    :align: center
    :widths: 10, 10, 10
    :header-rows: 1
    
 
-.. figure:: cpu1_160.png
+.. figure:: roci_1_160.png
    :align: center
    :scale: 50%
    :alt: AMG2023 Strong Scaling for Problem 1 (27-pt, AMG-GMRES) on a grid of size 160 x 160 x 160
@@ -383,13 +251,13 @@ Strong scaling results of AMG2023 for problem 1 on a grid size of 160 x 160 x 16
 Strong scaling results of AMG2023 for problem 1 on a grid size of 200 x 200 x 200 are provided in the following table and figure.
 
 .. csv-table:: AMG2023 Strong Scaling for Problem 1 (27-pt, AMG-GMRES) on a grid of size 200 x 200 x 200
-   :file: cpu1_200.csv
+   :file: roci_1_200.csv
    :align: center
    :widths: 10, 10, 10
    :header-rows: 1
    
 
-.. figure:: cpu1_200.png
+.. figure:: roci_1_200.png
    :align: center
    :scale: 50%
    :alt: AMG2023 Strong Scaling for Problem 1 (27-pt, AMG-GMRES) on a grid of size 200 x 200 x 200
@@ -400,13 +268,13 @@ Strong scaling results of AMG2023 for problem 1 on a grid size of 200 x 200 x 20
 Strong scaling results of AMG2023 for problem 2 on a grid size of 200 x 200 x 200 are provided in the following table and figure.
 
 .. csv-table:: AMG2023 Strong Scaling for Problem 2 (7-pt, AMG-PCG) on a grid of size 200 x 200 x 200
-   :file: cpu2_200.csv
+   :file: roci_2_200.csv
    :align: center
    :widths: 10, 10, 10
    :header-rows: 1
    
 
-.. figure:: cpu2_200.png
+.. figure:: roci_2_200.png
    :align: center
    :scale: 50%
    :alt: AMG2023 Strong Scaling for Problem 2 (7-pt, AMG-PCG) on a grid of size 200 x 200 x 200
@@ -417,13 +285,13 @@ Strong scaling results of AMG2023 for problem 2 on a grid size of 200 x 200 x 20
 Strong scaling results of AMG2023 for problem 2 on a grid size of 256 x 256 x 256 are provided in the following table and figure.
 
 .. csv-table:: AMG2023 Strong Scaling for Problem 2 (7-pt, AMG-PCG) on a grid of size 256 x 256 x 256
-   :file: cpu2_256.csv
+   :file: roci_2_256.csv
    :align: center
    :widths: 10, 10, 10
    :header-rows: 1
    
 
-.. figure:: cpu2_256.png
+.. figure:: roci_2_256.png
    :align: center
    :scale: 50%
    :alt: AMG2023 Strong Scaling for Problem 2 (7-pt, AMG-PCG) on a grid of size 256 x 256 x 256
@@ -434,20 +302,37 @@ Strong scaling results of AMG2023 for problem 2 on a grid size of 256 x 256 x 25
 Strong scaling results of AMG2023 for problem 2 on a grid size of 320 x 320 x 320 are provided in the following table and figure.
 
 .. csv-table:: AMG2023 Strong Scaling for Problem 2 (7-pt, AMG-PCG) on a grid of size 320 x 320 x 320
-   :file: cpu2_320.csv
+   :file: roci_2_320.csv
    :align: center
    :widths: 10, 10, 10
    :header-rows: 1
    
 
-.. figure:: cpu2_320.png
+.. figure:: roci_2_320.png
    :align: center
    :scale: 50%
    :alt: AMG2023 Strong Scaling for Problem 2 (7-pt, AMG-PCG) on a grid of size 320 x 320 x 320
    
    AMG2023 Strong Scaling for Problem 2 (7-pt, AMG-PCG) on a grid of size 320 x 320 x 320
+
+Approximate results of the FOM for varying memory usages on Crossroads are provided in the following table and figure. Note that the actual size in GB is only an estimate.
+
+.. csv-table:: Varying memory usage for Problem 1 and 2
+   :file: roci_mem.csv
+   :align: center
+   :widths: 10, 10, 10
+   :header-rows: 1
    
 
+.. figure:: roci_mem.png
+   :align: center
+   :scale: 50%
+   :alt: Varying memory usage (estimate) for Problem 1 and 2
+   
+   Varying memory usage (estimated) for Problem 1 and 2
+
+
+
 V-100
 -----
 
@@ -609,3 +494,4 @@ Rui Peng Li, Bjorn Sjogreen, Ulrike Yang, "A New Class of AMG Interpolation Meth
 
 Rob Falgout, Rui Peng Li, Bjorn Sjogreen, Lu Wang, Ulrike Yang, "Porting hypre to Heterogeneous Computer Architectures: Strategies and Experiences", Parallel Computing, 108, (2021), a. 102840
 
+
diff --git a/doc/sphinx/02_amg/cpu.gp b/doc/sphinx/02_amg/cpu.gp
index 9cc6cbb1..ae0aa1df 100644
--- a/doc/sphinx/02_amg/cpu.gp
+++ b/doc/sphinx/02_amg/cpu.gp
@@ -1,8 +1,8 @@
 #!/usr/bin/gnuplot
 set terminal pngcairo enhanced size 1024, 768 dashed font 'Helvetica,18'
-set output "cpu1_120.png"
+set output "roci_1_120.png"
 
-#set title "AMG2023 Strong Scaling for Problem 1, 120 x 120 x 120" font "serif,22"
+set title "AMG2023 Strong Scaling for Problem 1, 120 x 120 x 120" font "serif,22"
 set xlabel "n"
 set ylabel "FOM"
 
@@ -21,25 +21,25 @@ set key autotitle columnheader
 set style line 1 linetype 6 dashtype 1 linecolor rgb "#FF0000" linewidth 2 pointtype 6 pointsize 3
 set style line 2 linetype 1 dashtype 2 linecolor rgb "#FF0000" linewidth 2
 
-plot "cpu1_120.csv" using 1:2 with linespoints linestyle 1, "" using 1:3 with line linestyle 2
+plot "roci_1_120.csv" using 1:2 with linespoints linestyle 1, "" using 1:3 with line linestyle 2
 
-set output "cpu1_160.png"
+set output "roci_1_160.png"
 set title "AMG2023 Strong Scaling for Problem 1, 160 x 160 x 160" font "serif,22"
-plot "cpu1_160.csv" using 1:2 with linespoints linestyle 1, "" using 1:3 with line linestyle 2
+plot "roci_1_160.csv" using 1:2 with linespoints linestyle 1, "" using 1:3 with line linestyle 2
 
-set output "cpu1_200.png"
+set output "roci_1_200.png"
 set title "AMG2023 Strong Scaling for Problem 1, 200 x 200 x 200" font "serif,22"
-plot "cpu1_200.csv" using 1:2 with linespoints linestyle 1, "" using 1:3 with line linestyle 2
+plot "roci_1_200.csv" using 1:2 with linespoints linestyle 1, "" using 1:3 with line linestyle 2
 
-set output "cpu2_200.png"
+set output "roci_2_200.png"
 set title "AMG2023 Strong Scaling for Problem 2, 200 x 200 x 200" font "serif,22"
-plot "cpu2_200.csv" using 1:2 with linespoints linestyle 1, "" using 1:3 with line linestyle 2
+plot "roci_2_200.csv" using 1:2 with linespoints linestyle 1, "" using 1:3 with line linestyle 2
 
-set output "cpu2_256.png"
+set output "roci_2_256.png"
 set title "AMG2023 Strong Scaling for Problem 2, 256 x 256 x 256" font "serif,22"
-plot "cpu2_256.csv" using 1:2 with linespoints linestyle 1, "" using 1:3 with line linestyle 2
+plot "roci_2_256.csv" using 1:2 with linespoints linestyle 1, "" using 1:3 with line linestyle 2
 
-set output "cpu2_320.png"
+set output "roci_2_320.png"
 set title "AMG2023 Strong Scaling for Problem 2, 320 x 320 x 320" font "serif,22"
-plot "cpu2_320.csv" using 1:2 with linespoints linestyle 1, "" using 1:3 with line linestyle 2
+plot "roci_2_320.csv" using 1:2 with linespoints linestyle 1, "" using 1:3 with line linestyle 2
 
diff --git a/doc/sphinx/02_amg/cpu1_120.csv b/doc/sphinx/02_amg/cpu1_120.csv
deleted file mode 100644
index eae8d240..00000000
--- a/doc/sphinx/02_amg/cpu1_120.csv
+++ /dev/null
@@ -1,8 +0,0 @@
-No. Cores,Actual,Ideal
-1,1.5764E+08,1.5764E+08
-2,3.2136E+08,3.1528E+08
-4,6.2737E+08,6.4271E+08
-8,1.2594E+09,1.2547E+09
-16,2.4238E+09,2.5187E+09
-32,3.9883E+09,4.8476E+09
-64,5.2592E+09,7.9766E+09
diff --git a/doc/sphinx/02_amg/cpu1_160.csv b/doc/sphinx/02_amg/cpu1_160.csv
deleted file mode 100644
index eae8d240..00000000
--- a/doc/sphinx/02_amg/cpu1_160.csv
+++ /dev/null
@@ -1,8 +0,0 @@
-No. Cores,Actual,Ideal
-1,1.5764E+08,1.5764E+08
-2,3.2136E+08,3.1528E+08
-4,6.2737E+08,6.4271E+08
-8,1.2594E+09,1.2547E+09
-16,2.4238E+09,2.5187E+09
-32,3.9883E+09,4.8476E+09
-64,5.2592E+09,7.9766E+09
diff --git a/doc/sphinx/02_amg/cpu1_200.csv b/doc/sphinx/02_amg/cpu1_200.csv
deleted file mode 100644
index cb000c38..00000000
--- a/doc/sphinx/02_amg/cpu1_200.csv
+++ /dev/null
@@ -1,8 +0,0 @@
-No. Cores,Actual,Ideal
-1,1.5439E+08,1.5439E+08
-2,3.0928E+08,3.0878E+08
-4,6.1186E+08,6.1856E+08
-8,1.2332E+09,1.2237E+09
-16,2.2558E+09,2.4664E+09
-32,3.8587E+09,4.5116E+09
-64,5.2102E+09,7.7173E+09
diff --git a/doc/sphinx/02_amg/cpu2_200.csv b/doc/sphinx/02_amg/cpu2_200.csv
deleted file mode 100644
index 07fdd82c..00000000
--- a/doc/sphinx/02_amg/cpu2_200.csv
+++ /dev/null
@@ -1,8 +0,0 @@
-No. Cores,Actual,Ideal
-1,1.1229E+08,1.1229E+08
-2,2.0458E+08,2.2458E+08
-4,4.3591E+08,4.0917E+08
-8,9.1165E+08,8.7182E+08
-16,1.6374E+09,1.8233E+09
-32,2.7721E+09,3.2748E+09
-64,3.7537E+09,5.5442E+09
diff --git a/doc/sphinx/02_amg/cpu2_256.csv b/doc/sphinx/02_amg/cpu2_256.csv
deleted file mode 100644
index 82bd2cf1..00000000
--- a/doc/sphinx/02_amg/cpu2_256.csv
+++ /dev/null
@@ -1,8 +0,0 @@
-No. Cores,Actual,Ideal
-1,1.1144E+08,1.1144E+08
-2,1.9767E+08,2.2289E+08
-4,4.0378E+08,3.9533E+08
-8,8.3823E+08,8.0755E+08
-16,1.5375E+09,1.6765E+09
-32,2.4677E+09,3.0749E+09
-64,3.2685E+09,4.9354E+09
diff --git a/doc/sphinx/02_amg/cpu2_320.csv b/doc/sphinx/02_amg/cpu2_320.csv
deleted file mode 100644
index 359f7ee0..00000000
--- a/doc/sphinx/02_amg/cpu2_320.csv
+++ /dev/null
@@ -1,8 +0,0 @@
-No. Cores,Actual,Ideal
-1,1.1023E+08,1.1023E+08
-2,1.9868E+08,2.2046E+08
-4,3.9730E+08,3.9735E+08
-8,8.2027E+08,7.9461E+08
-16,1.4852E+09,1.6405E+09
-32,2.3581E+09,2.9703E+09
-64,3.0068E+09,4.7162E+09
diff --git a/doc/sphinx/02_amg/mem.gp b/doc/sphinx/02_amg/mem.gp
new file mode 100644
index 00000000..41d016a4
--- /dev/null
+++ b/doc/sphinx/02_amg/mem.gp
@@ -0,0 +1,22 @@
+#!/usr/bin/gnuplot
+set terminal pngcairo enhanced size 1024, 768 dashed font 'Helvetica,18'
+set output "roci_mem.png"
+
+set title "AMG2023 FOM at varying memory usage, Problem 1 and 2" font "serif,22"
+set xlabel "GB"
+set ylabel "FOM"
+
+set xrange [10:40]
+set key left top
+
+set yrange [1.05e+8: 1.75e+8]
+set grid
+show grid
+
+set datafile separator comma
+set key autotitle columnheader
+
+set style line 1 linetype 6 dashtype 1 linecolor rgb "#FF0000" linewidth 2 pointtype 6 pointsize 3
+set style line 2 linetype 6 dashtype 1 linecolor rgb "#0000FF" linewidth 2 pointtype 6 pointsize 3
+
+plot "roci_mem.csv" using 1:2 with linespoints linestyle 1, "roci_mem.csv" using 1:3 with linespoints linestyle 2
diff --git a/doc/sphinx/02_amg/roci_1_120.csv b/doc/sphinx/02_amg/roci_1_120.csv
new file mode 100644
index 00000000..cacc080b
--- /dev/null
+++ b/doc/sphinx/02_amg/roci_1_120.csv
@@ -0,0 +1,8 @@
+No. cores,Actual,Ideal
+1,1.5252E+08,1.5252E+08
+2,3.0361E+08,3.0504E+08
+4,5.4734E+08,6.1008E+08
+8,1.0658E+09,1.2202E+09
+16,2.0484E+09,2.4403E+09
+32,2.8732E+09,4.8806E+09
+64,4.4071E+09,9.7613E+09
diff --git a/doc/sphinx/02_amg/roci_1_160.csv b/doc/sphinx/02_amg/roci_1_160.csv
new file mode 100644
index 00000000..1f94706e
--- /dev/null
+++ b/doc/sphinx/02_amg/roci_1_160.csv
@@ -0,0 +1,8 @@
+No. cores,Actual,Ideal
+1,1.4895E+08,1.4895E+08
+2,2.9440E+08,2.9790E+08
+4,5.8065E+08,5.9580E+08
+8,1.0599E+09,1.1916E+09
+16,2.0127E+09,2.3832E+09
+32,2.7727E+09,4.7664E+09
+64,4.5317E+09,9.5328E+09
diff --git a/doc/sphinx/02_amg/roci_1_200.csv b/doc/sphinx/02_amg/roci_1_200.csv
new file mode 100644
index 00000000..6e0a9737
--- /dev/null
+++ b/doc/sphinx/02_amg/roci_1_200.csv
@@ -0,0 +1,8 @@
+No. cores,Actual,Ideal
+1,1.4942E+08,1.4942E+08
+2,2.9177E+08,2.9884E+08
+4,5.2627E+08,5.9768E+08
+8,1.0357E+09,1.1954E+09
+16,1.9928E+09,2.3907E+09
+32,2.6975E+09,4.7814E+09
+64,4.3845E+09,9.5629E+09
diff --git a/doc/sphinx/02_amg/roci_2_200.csv b/doc/sphinx/02_amg/roci_2_200.csv
new file mode 100644
index 00000000..580df8f3
--- /dev/null
+++ b/doc/sphinx/02_amg/roci_2_200.csv
@@ -0,0 +1,8 @@
+No. cores,Actual,Ideal
+1,1.1020E+08,1.1020E+08
+2,2.0493E+08,2.2040E+08
+4,3.8499E+08,4.4080E+08
+8,7.9992E+08,8.8160E+08
+16,1.2667E+09,1.7632E+09
+32,1.7586E+09,3.5264E+09
+64,2.9247E+09,7.0528E+09
diff --git a/doc/sphinx/02_amg/roci_2_256.csv b/doc/sphinx/02_amg/roci_2_256.csv
new file mode 100644
index 00000000..16a84e25
--- /dev/null
+++ b/doc/sphinx/02_amg/roci_2_256.csv
@@ -0,0 +1,8 @@
+No. cores,Actual,Ideal
+1,1.0864E+08,1.0864E+08
+2,1.9807E+08,2.1728E+08
+4,3.7525E+08,4.3456E+08
+8,7.3751E+08,8.6912E+08
+16,1.3348E+09,1.7382E+09
+32,1.7869E+09,3.4765E+09
+64,2.8334E+09,6.9530E+09
diff --git a/doc/sphinx/02_amg/roci_2_320.csv b/doc/sphinx/02_amg/roci_2_320.csv
new file mode 100644
index 00000000..18cb7a26
--- /dev/null
+++ b/doc/sphinx/02_amg/roci_2_320.csv
@@ -0,0 +1,8 @@
+No. cores,Actual,Ideal
+1,1.0890E+08,1.0890E+08
+2,1.8653E+08,2.1780E+08
+4,3.6953E+08,4.3560E+08
+8,7.2172E+08,8.7120E+08
+16,1.3751E+09,1.7424E+09
+32,1.7869E+09,3.4848E+09
+64,2.8376E+09,6.9696E+09
diff --git a/doc/sphinx/02_amg/roci_mem.csv b/doc/sphinx/02_amg/roci_mem.csv
new file mode 100644
index 00000000..3f71d9f6
--- /dev/null
+++ b/doc/sphinx/02_amg/roci_mem.csv
@@ -0,0 +1,5 @@
+GB,Problem 1,Problem 2
+10,1.5369E+08,1.0889E+08
+20,1.5131E+08,1.0946E+08
+30,1.5042E+08,1.0966E+08
+40,1.4981E+08,1.0937E+08