How can I check logs for recent failover happened on my redundant F5 LBs???

grep "Standby" /var/log/ltm or grep "Active" /var/log/ltm

That's in the Advanced Shell and correct. In the GUI it'll be System > Logs > LTM, from there you can search as specified by i<3F5.