Fixes to Chapter 5 for consistency

Author: ctkelley

SIAMFANLCh5.ipynb

@@ -441,7 +441,7 @@
 </td>
 <td class="bibtexitem">
 &Egrave;.&nbsp;Canc&egrave;s and C.&nbsp;Le Bris.
- Can we outperform the diis approach for electronic structure
+ Can we outperform the DIIS approach for electronic structure
   calculations?
  <em>International Journal of Quantum Chemistry</em>, 79:82-90, 2000.
 
@@ -550,7 +550,7 @@
 </td>
 <td class="bibtexitem">
 T.&nbsp;F. Coleman and Y.&nbsp;Li.
- A reflective Newton methods for minimizing a quadratic function
+ A reflective Newton method for minimizing a quadratic function
   subject to bounds on some of the variables.
  <em>SIAM J. Opt.</em>, 6:1040-1058, 1996.
 
@@ -644,7 +644,7 @@
 </td>
 <td class="bibtexitem">
 P.&nbsp;Davis and P.&nbsp;Rabinovitz.
- Abscissas and weights for gaussian quadratures of high order.
+ Abscissas and weights for Gaussian quadratures of high order.
  <em>Journal of Research of the National Bureau of Standards</em>, 56,
   1956.
 
@@ -685,7 +685,7 @@
 </td>
 <td class="bibtexitem">
 H.&nbsp;De Sterck and Y.&nbsp;He.
- Linear asymptotic convergence of anderson acceleration: Fixed-point
+ Linear asymptotic convergence of Anderson acceleration: Fixed-point
   analysis.
  <em>arXiv:2109.14176v1 [math.OC]</em>, 2021.
 [&nbsp;<a href="https://arxiv.org/abs/2109.14176">http</a>&nbsp;]
@@ -1021,8 +1021,8 @@
 </td>
 <td class="bibtexitem">
 Vlad Ganine, Umesh Javiya, Nick Hills, and John Chew.
- Coupled Fluid-Structure Transient Thermal Analysis of a Gas Turbine
-  Internal Air System With Multiple Cavities.
+ Coupled fluid-structure transient thermal analysis of a gas turbine
+  internal air system with multiple cavities.
  <em>Journal of Engineering for Gas Turbines and Power</em>,
   134(10):102508, 2012.
 [&nbsp;<a href="http://dx.doi.org/10.1115/1.4007060">DOI</a>&nbsp;]
@@ -1193,7 +1193,7 @@
 </td>
 <td class="bibtexitem">
 R.&nbsp;Haelterman, J.&nbsp;Degroote, D.&nbsp;van Heule, and J.&nbsp;Vierendeels.
- The quasi-newton least squares method: A new and fast secant method
+ The quasi-Newton least squares method: A new and fast secant method
   analyzed for linear systems.
  <em>SIAM J. Numer. Anal.</em>, 47:2347-2368, 2009.
 
@@ -2996,7 +2996,7 @@
 </td>
 <td class="bibtexitem">
 Jeffrey Willert, William&nbsp;T. Taitano, and Dana Knoll.
- Leveraging Anderson Acceleration for improved convergence of
+ Leveraging Anderson acceleration for improved convergence of
   iterative solutions to transport systems.
  <em>Journal of Computational Physics</em>, 273:278-286, 2014.
 [&nbsp;<a href="http://dx.doi.org/10.1016/j.jcp.2014.05.015">DOI</a>&nbsp;]