I decided to change the indexing subsystem from Solr to Lucene since Solr was getting stuck on some nodes. There was a script that was moving and renaming folders in Alfresco and this seemed to get Solr broken during indexing.
In order to change over from Solr to Lucene the following procedure should suffice.
-> Stop Afresco.
-> Open the /tomcat/shared/classes/alfresco-global.properties file.
-> Comment out the solr section like this;
### Solr indexing ###
#index.subsystem.name=solr
#dir.keystore=${dir.root}/keystore
#solr.port.ssl=8943
-> Add the following lines
###lucene###
index.subsystem.name=lucene
dir.indexes=C:/Alfresco/alf_indexes/lucene-indexes
dir.indexes.backup=C:/Alfresco/alf_indexes/backup-lucene-indexes
index.recovery.mode=FULL
-> Create the above folders if they do not exist.
-> Start alfresco
-> Stop alfresco.
Change from index.recovery.mode=FULL to index.recovery.mode=AUTO in the said file.
Start afresco again if you please.