diff --git a/doc/pub/week43/html/week43-solarized.html b/doc/pub/week43/html/week43-solarized.html
index c74a76ad7..6faad34c2 100644
--- a/doc/pub/week43/html/week43-solarized.html
+++ b/doc/pub/week43/html/week43-solarized.html
@@ -3811,9 +3811,9 @@ and output layer to any given precision.
diff --git a/doc/pub/week43/html/week43.html b/doc/pub/week43/html/week43.html
index be0d57012..747239a96 100644
--- a/doc/pub/week43/html/week43.html
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@@ -3888,9 +3888,9 @@ and output layer to any given precision.
diff --git a/doc/pub/week43/ipynb/ipynb-week43-src.tar.gz b/doc/pub/week43/ipynb/ipynb-week43-src.tar.gz
index 1842b323b..2d1c864fe 100644
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diff --git a/doc/pub/week43/ipynb/week43.ipynb b/doc/pub/week43/ipynb/week43.ipynb
index 3a2029a79..0a4d1c0e5 100644
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@@ -2099,7 +2099,7 @@
{
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@@ -2112,7 +2112,7 @@
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@@ -2127,7 +2127,7 @@
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@@ -2139,7 +2139,7 @@
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@@ -2151,7 +2151,7 @@
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@@ -2164,7 +2164,7 @@
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@@ -2219,7 +2219,7 @@
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@@ -2248,7 +2248,7 @@
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@@ -2278,7 +2278,7 @@
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@@ -2305,7 +2305,7 @@
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@@ -2347,7 +2347,7 @@
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@@ -2358,7 +2358,7 @@
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@@ -2535,7 +2535,7 @@
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@@ -2554,7 +2554,7 @@
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@@ -2576,7 +2576,7 @@
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@@ -2717,7 +2717,7 @@
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@@ -2733,7 +2733,7 @@
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@@ -2746,7 +2746,7 @@
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@@ -2758,7 +2758,7 @@
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@@ -2780,7 +2780,7 @@
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@@ -2796,7 +2796,7 @@
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@@ -2834,7 +2834,7 @@
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@@ -2847,7 +2847,7 @@
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@@ -2868,7 +2868,7 @@
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@@ -2884,7 +2884,7 @@
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@@ -2942,7 +2942,7 @@
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@@ -2957,7 +2957,7 @@
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- "id": "feed7401",
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@@ -2978,7 +2978,7 @@
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@@ -3002,7 +3002,7 @@
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@@ -3474,7 +3474,7 @@
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@@ -3486,7 +3486,7 @@
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@@ -3530,7 +3530,7 @@
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@@ -3546,7 +3546,7 @@
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@@ -3561,7 +3561,7 @@
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@@ -3572,7 +3572,7 @@
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@@ -3587,7 +3587,7 @@
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@@ -3603,7 +3603,7 @@
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@@ -3617,7 +3617,7 @@
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@@ -3632,7 +3632,7 @@
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@@ -3658,7 +3658,7 @@
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@@ -3673,7 +3673,7 @@
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@@ -3684,7 +3684,7 @@
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@@ -3699,7 +3699,7 @@
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@@ -3710,7 +3710,7 @@
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@@ -3730,7 +3730,7 @@
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@@ -3745,7 +3745,7 @@
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@@ -3760,7 +3760,7 @@
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@@ -3797,7 +3797,7 @@
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@@ -3810,7 +3810,7 @@
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@@ -3833,7 +3833,7 @@
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@@ -3843,7 +3843,7 @@
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@@ -3858,9 +3858,9 @@
"\n",
"[An Introduction to Neural Network Methods for Differential Equations](https://www.springer.com/gp/book/9789401798150), by Yadav and Kumar.\n",
"\n",
- "**Master thesis on applying deep learning to problems in mechanics.**\n",
+ "**Physics informed neural networks.**\n",
"\n",
- "[Using Deep Reinforcement Learning for Active Flow Control](https://www.duo.uio.no/handle/10852/79212), by Marius Holm\n",
+ "[Scientific Machine Learning Through Physics–Informed Neural Networks: Where we are and What’s Next](https://link.springer.com/article/10.1007/s10915-022-01939-z), by Cuomo et al\n",
"\n",
"**Thanks to Kristine Baluka Hein.**\n",
"\n",
@@ -3870,7 +3870,7 @@
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@@ -3884,7 +3884,7 @@
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@@ -3901,7 +3901,7 @@
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@@ -3968,7 +3968,7 @@
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@@ -3985,7 +3985,7 @@
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@@ -3997,7 +3997,7 @@
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@@ -4008,7 +4008,7 @@
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@@ -4025,7 +4025,7 @@
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@@ -4036,7 +4036,7 @@
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@@ -4052,7 +4052,7 @@
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@@ -4064,7 +4064,7 @@
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@@ -4081,7 +4081,7 @@
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@@ -4093,7 +4093,7 @@
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@@ -4111,7 +4111,7 @@
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@@ -4121,7 +4121,7 @@
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@@ -4133,7 +4133,7 @@
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@@ -4150,7 +4150,7 @@
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@@ -4162,7 +4162,7 @@
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@@ -4173,7 +4173,7 @@
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@@ -4185,7 +4185,7 @@
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@@ -4195,7 +4195,7 @@
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@@ -4215,7 +4215,7 @@
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@@ -4232,7 +4232,7 @@
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@@ -4251,7 +4251,7 @@
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@@ -4263,7 +4263,7 @@
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@@ -4273,7 +4273,7 @@
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@@ -4290,7 +4290,7 @@
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@@ -4300,7 +4300,7 @@
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@@ -4316,7 +4316,7 @@
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@@ -4328,7 +4328,7 @@
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@@ -4340,7 +4340,7 @@
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@@ -4352,7 +4352,7 @@
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@@ -4362,7 +4362,7 @@
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@@ -4374,7 +4374,7 @@
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@@ -4391,7 +4391,7 @@
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@@ -4401,7 +4401,7 @@
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@@ -4413,7 +4413,7 @@
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@@ -4427,7 +4427,7 @@
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@@ -4443,7 +4443,7 @@
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@@ -4455,7 +4455,7 @@
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@@ -4477,7 +4477,7 @@
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@@ -4489,7 +4489,7 @@
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@@ -4512,7 +4512,7 @@
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@@ -4528,7 +4528,7 @@
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@@ -4540,7 +4540,7 @@
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@@ -4564,7 +4564,7 @@
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@@ -4576,7 +4576,7 @@
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@@ -4597,7 +4597,7 @@
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@@ -4609,7 +4609,7 @@
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@@ -4628,7 +4628,7 @@
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@@ -4638,7 +4638,7 @@
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@@ -4652,7 +4652,7 @@
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@@ -4664,7 +4664,7 @@
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@@ -4676,7 +4676,7 @@
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"metadata": {
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@@ -4693,7 +4693,7 @@
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{
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+ "id": "4966a321",
"metadata": {
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@@ -4705,7 +4705,7 @@
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+ "id": "c40440e9",
"metadata": {
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@@ -4727,7 +4727,7 @@
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{
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+ "id": "a74e04ea",
"metadata": {
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@@ -4742,7 +4742,7 @@
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{
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+ "id": "c74ab9b7",
"metadata": {
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@@ -4753,7 +4753,7 @@
{
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- "id": "695b8df0",
+ "id": "db981810",
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@@ -4908,7 +4908,7 @@
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{
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- "id": "caaa6bf9",
+ "id": "ec284695",
"metadata": {
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@@ -4923,7 +4923,7 @@
{
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"execution_count": 42,
- "id": "2481727a",
+ "id": "e64c1080",
"metadata": {
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"editable": true
@@ -5092,7 +5092,7 @@
},
{
"cell_type": "markdown",
- "id": "94e67eb6",
+ "id": "14bd5616",
"metadata": {
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@@ -5105,7 +5105,7 @@
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{
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+ "id": "fb3eb651",
"metadata": {
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@@ -5122,7 +5122,7 @@
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{
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- "id": "88c997db",
+ "id": "eb56398a",
"metadata": {
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@@ -5138,7 +5138,7 @@
},
{
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- "id": "3ee360d6",
+ "id": "35a6ae74",
"metadata": {
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@@ -5151,7 +5151,7 @@
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{
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+ "id": "c7ed6ac0",
"metadata": {
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@@ -5168,7 +5168,7 @@
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{
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- "id": "3cce06b5",
+ "id": "2ff13e10",
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@@ -5180,7 +5180,7 @@
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{
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+ "id": "dd6f9845",
"metadata": {
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@@ -5207,7 +5207,7 @@
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{
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- "id": "a588ddab",
+ "id": "8c3f2ea3",
"metadata": {
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@@ -5220,7 +5220,7 @@
{
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- "id": "76252b3a",
+ "id": "af7ec34a",
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"editable": true
@@ -5399,7 +5399,7 @@
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{
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- "id": "2e9f770a",
+ "id": "389473a6",
"metadata": {
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@@ -5419,7 +5419,7 @@
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{
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- "id": "6613bf81",
+ "id": "2f06bb48",
"metadata": {
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@@ -5434,7 +5434,7 @@
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{
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+ "id": "a06afbb2",
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@@ -5448,7 +5448,7 @@
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{
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+ "id": "e0f0d76c",
"metadata": {
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@@ -5464,7 +5464,7 @@
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{
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- "id": "fede632e",
+ "id": "926e6c32",
"metadata": {
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@@ -5474,7 +5474,7 @@
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{
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- "id": "63169a3e",
+ "id": "8f3aa5e2",
"metadata": {
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@@ -5496,7 +5496,7 @@
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{
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- "id": "1638bb66",
+ "id": "a9afdd7b",
"metadata": {
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@@ -5510,7 +5510,7 @@
{
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- "id": "805cdc28",
+ "id": "d4316cb1",
"metadata": {
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"editable": true
@@ -5586,7 +5586,7 @@
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{
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- "id": "b958d38c",
+ "id": "fed0985f",
"metadata": {
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@@ -5598,7 +5598,7 @@
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{
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- "id": "1208716b",
+ "id": "c2b87817",
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@@ -5615,7 +5615,7 @@
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{
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+ "id": "0edfcfb2",
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@@ -5627,7 +5627,7 @@
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{
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- "id": "9694bb51",
+ "id": "1aa4b8e9",
"metadata": {
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@@ -5642,7 +5642,7 @@
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{
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+ "id": "5ba7d0ac",
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@@ -5654,7 +5654,7 @@
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{
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+ "id": "e7b30a16",
"metadata": {
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@@ -5666,7 +5666,7 @@
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{
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- "id": "ebdeaa75",
+ "id": "dbac6763",
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@@ -5678,7 +5678,7 @@
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{
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+ "id": "20a4997e",
"metadata": {
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@@ -5688,7 +5688,7 @@
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{
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- "id": "f7e8ffc6",
+ "id": "7cd569c7",
"metadata": {
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@@ -5705,7 +5705,7 @@
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{
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+ "id": "5ceb6d56",
"metadata": {
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@@ -5717,7 +5717,7 @@
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{
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+ "id": "0911f3ba",
"metadata": {
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@@ -5729,7 +5729,7 @@
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{
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- "id": "8aba4caa",
+ "id": "7968b5f7",
"metadata": {
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@@ -5739,7 +5739,7 @@
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{
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+ "id": "91a7d83f",
"metadata": {
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@@ -5751,7 +5751,7 @@
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{
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- "id": "44764933",
+ "id": "5feceb81",
"metadata": {
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@@ -5762,7 +5762,7 @@
{
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- "id": "76170788",
+ "id": "a9e42eda",
"metadata": {
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"editable": true
@@ -5927,7 +5927,7 @@
},
{
"cell_type": "markdown",
- "id": "afe64d3c",
+ "id": "0f40d867",
"metadata": {
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},
@@ -5949,7 +5949,7 @@
},
{
"cell_type": "markdown",
- "id": "b579efba",
+ "id": "6e2f088a",
"metadata": {
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@@ -5966,7 +5966,7 @@
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{
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- "id": "1f9afc2e",
+ "id": "f5391046",
"metadata": {
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@@ -5976,7 +5976,7 @@
},
{
"cell_type": "markdown",
- "id": "cdc8be09",
+ "id": "a7ac2bfe",
"metadata": {
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@@ -5991,7 +5991,7 @@
},
{
"cell_type": "markdown",
- "id": "5955fec0",
+ "id": "323eeb6e",
"metadata": {
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@@ -6001,7 +6001,7 @@
},
{
"cell_type": "markdown",
- "id": "ce2797bd",
+ "id": "c8fd016d",
"metadata": {
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},
@@ -6016,7 +6016,7 @@
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{
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- "id": "dd635489",
+ "id": "f86d84b7",
"metadata": {
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@@ -6027,7 +6027,7 @@
},
{
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- "id": "2eddadc9",
+ "id": "f96f1132",
"metadata": {
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@@ -6047,7 +6047,7 @@
},
{
"cell_type": "markdown",
- "id": "65a61481",
+ "id": "3a969016",
"metadata": {
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@@ -6059,7 +6059,7 @@
},
{
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- "id": "7013915a",
+ "id": "3d749e66",
"metadata": {
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@@ -6096,7 +6096,7 @@
},
{
"cell_type": "markdown",
- "id": "6b5d013b",
+ "id": "187e06c3",
"metadata": {
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@@ -6106,7 +6106,7 @@
},
{
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- "id": "3877834e",
+ "id": "0b45037f",
"metadata": {
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@@ -6119,7 +6119,7 @@
{
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- "id": "7e63f565",
+ "id": "5bc810a2",
"metadata": {
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"editable": true
@@ -6324,7 +6324,7 @@
},
{
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- "id": "2592748f",
+ "id": "9c6c362d",
"metadata": {
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@@ -6341,7 +6341,7 @@
},
{
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- "id": "f76a2424",
+ "id": "93025367",
"metadata": {
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},
@@ -6358,7 +6358,7 @@
},
{
"cell_type": "markdown",
- "id": "06bb4068",
+ "id": "31722ff7",
"metadata": {
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},
@@ -6368,7 +6368,7 @@
},
{
"cell_type": "markdown",
- "id": "cf449250",
+ "id": "0dd431c6",
"metadata": {
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},
@@ -6383,7 +6383,7 @@
},
{
"cell_type": "markdown",
- "id": "72fe7bb2",
+ "id": "ffb27c5a",
"metadata": {
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},
@@ -6397,7 +6397,7 @@
},
{
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- "id": "97d43e59",
+ "id": "f2a7f9cc",
"metadata": {
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@@ -6410,7 +6410,7 @@
},
{
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- "id": "26ed608f",
+ "id": "7e5166a0",
"metadata": {
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@@ -6430,7 +6430,7 @@
},
{
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- "id": "ae2b2d38",
+ "id": "322d3d0e",
"metadata": {
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},
@@ -6442,7 +6442,7 @@
},
{
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- "id": "0bc085b8",
+ "id": "13fd2713",
"metadata": {
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},
@@ -6454,7 +6454,7 @@
},
{
"cell_type": "markdown",
- "id": "1634a37d",
+ "id": "f6fd8a54",
"metadata": {
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},
@@ -6466,7 +6466,7 @@
},
{
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- "id": "4700b147",
+ "id": "3312eb36",
"metadata": {
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},
@@ -6476,7 +6476,7 @@
},
{
"cell_type": "markdown",
- "id": "07da99c0",
+ "id": "12b7262b",
"metadata": {
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},
@@ -6488,7 +6488,7 @@
},
{
"cell_type": "markdown",
- "id": "7d3e9d8a",
+ "id": "a2c24b60",
"metadata": {
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},
@@ -6500,7 +6500,7 @@
},
{
"cell_type": "markdown",
- "id": "77e9e06c",
+ "id": "7907d074",
"metadata": {
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},
@@ -6512,7 +6512,7 @@
},
{
"cell_type": "markdown",
- "id": "ab19ecd2",
+ "id": "ff2dbe91",
"metadata": {
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},
@@ -6522,7 +6522,7 @@
},
{
"cell_type": "markdown",
- "id": "31ff9094",
+ "id": "d3bfa800",
"metadata": {
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},
@@ -6538,7 +6538,7 @@
},
{
"cell_type": "markdown",
- "id": "3896b229",
+ "id": "450c71ab",
"metadata": {
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},
@@ -6548,7 +6548,7 @@
},
{
"cell_type": "markdown",
- "id": "40d97099",
+ "id": "e332f6e8",
"metadata": {
"editable": true
},
@@ -6560,7 +6560,7 @@
},
{
"cell_type": "markdown",
- "id": "32cda23a",
+ "id": "1d0c52d7",
"metadata": {
"editable": true
},
@@ -6577,7 +6577,7 @@
},
{
"cell_type": "markdown",
- "id": "140ba57b",
+ "id": "1c600851",
"metadata": {
"editable": true
},
@@ -6587,7 +6587,7 @@
},
{
"cell_type": "markdown",
- "id": "68834674",
+ "id": "54f8ec74",
"metadata": {
"editable": true
},
@@ -6603,7 +6603,7 @@
},
{
"cell_type": "markdown",
- "id": "198be6e0",
+ "id": "63362c9e",
"metadata": {
"editable": true
},
@@ -6617,7 +6617,7 @@
},
{
"cell_type": "markdown",
- "id": "e56f85f9",
+ "id": "7f5a6717",
"metadata": {
"editable": true
},
@@ -6636,7 +6636,7 @@
{
"cell_type": "code",
"execution_count": 47,
- "id": "4ee57304",
+ "id": "78a296e0",
"metadata": {
"collapsed": false,
"editable": true
@@ -6691,7 +6691,7 @@
},
{
"cell_type": "markdown",
- "id": "0088cd21",
+ "id": "0a91555e",
"metadata": {
"editable": true
},
@@ -6721,7 +6721,7 @@
},
{
"cell_type": "markdown",
- "id": "c422d21e",
+ "id": "d0f43d3c",
"metadata": {
"editable": true
},
@@ -6750,7 +6750,7 @@
{
"cell_type": "code",
"execution_count": 48,
- "id": "86acdd1c",
+ "id": "62625f51",
"metadata": {
"collapsed": false,
"editable": true
@@ -6797,7 +6797,7 @@
},
{
"cell_type": "markdown",
- "id": "6097ee56",
+ "id": "ba76ad6c",
"metadata": {
"editable": true
},
@@ -6823,7 +6823,7 @@
{
"cell_type": "code",
"execution_count": 49,
- "id": "8cf456d6",
+ "id": "da1c7791",
"metadata": {
"collapsed": false,
"editable": true
@@ -7057,7 +7057,7 @@
},
{
"cell_type": "markdown",
- "id": "1f09e18d",
+ "id": "5cbbebd3",
"metadata": {
"editable": true
},
@@ -7069,7 +7069,7 @@
},
{
"cell_type": "markdown",
- "id": "2f8d1764",
+ "id": "c76b254a",
"metadata": {
"editable": true
},
@@ -7081,7 +7081,7 @@
},
{
"cell_type": "markdown",
- "id": "2e187f3c",
+ "id": "922fa6ef",
"metadata": {
"editable": true
},
@@ -7093,7 +7093,7 @@
},
{
"cell_type": "markdown",
- "id": "b9710ff1",
+ "id": "e3d14cd2",
"metadata": {
"editable": true
},
@@ -7110,7 +7110,7 @@
},
{
"cell_type": "markdown",
- "id": "474b116e",
+ "id": "0419dde1",
"metadata": {
"editable": true
},
@@ -7120,7 +7120,7 @@
},
{
"cell_type": "markdown",
- "id": "f50a379c",
+ "id": "e81f4361",
"metadata": {
"editable": true
},
@@ -7132,7 +7132,7 @@
},
{
"cell_type": "markdown",
- "id": "b9be7c57",
+ "id": "4f3cbc2c",
"metadata": {
"editable": true
},
@@ -7149,7 +7149,7 @@
},
{
"cell_type": "markdown",
- "id": "e9a7c309",
+ "id": "a164460b",
"metadata": {
"editable": true
},
@@ -7160,7 +7160,7 @@
},
{
"cell_type": "markdown",
- "id": "82102f94",
+ "id": "8abd8160",
"metadata": {
"editable": true
},
@@ -7180,7 +7180,7 @@
},
{
"cell_type": "markdown",
- "id": "33008606",
+ "id": "07eb9f81",
"metadata": {
"editable": true
},
@@ -7190,7 +7190,7 @@
},
{
"cell_type": "markdown",
- "id": "a4efa0b7",
+ "id": "87159922",
"metadata": {
"editable": true
},
@@ -7216,7 +7216,7 @@
},
{
"cell_type": "markdown",
- "id": "2a1267ce",
+ "id": "ac102a8a",
"metadata": {
"editable": true
},
@@ -7232,7 +7232,7 @@
},
{
"cell_type": "markdown",
- "id": "0aa8903b",
+ "id": "f907980b",
"metadata": {
"editable": true
},
@@ -7243,7 +7243,7 @@
{
"cell_type": "code",
"execution_count": 50,
- "id": "40349a4d",
+ "id": "14aba268",
"metadata": {
"collapsed": false,
"editable": true
@@ -7474,7 +7474,7 @@
},
{
"cell_type": "markdown",
- "id": "9e31fdb4",
+ "id": "c3a13d9b",
"metadata": {
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},
diff --git a/doc/src/week43/week43.do.txt b/doc/src/week43/week43.do.txt
index b65ea9b44..17dfcc09a 100644
--- a/doc/src/week43/week43.do.txt
+++ b/doc/src/week43/week43.do.txt
@@ -2674,8 +2674,8 @@ and output layer to any given precision.
"An Introduction to Neural Network Methods for Differential Equations":"https://www.springer.com/gp/book/9789401798150", by Yadav and Kumar.
!eblock
-!bblock Master thesis on applying deep learning to problems in mechanics
-"Using Deep Reinforcement Learning for Active Flow Control":"https://www.duo.uio.no/handle/10852/79212", by Marius Holm
+!bblock Physics informed neural networks
+"Scientific Machine Learning Through Physics–Informed Neural Networks: Where we are and What’s Next":"https://link.springer.com/article/10.1007/s10915-022-01939-z", by Cuomo et al
!eblock