The similar issue happened to me as well.
I solved it by manually run
airflow backfill -s start_date -e end_date DAG_NAME
where start_date and end_date covers the missing execution_date, in your case, 2016-08-08.
For example,
airflow backfill -s 2016-08-07 -e 2016-08-09 DAG_NAME