Microsoft Log Event ID 4625 – Multiple logins failed account ended with $

Recently, we discovered that in some unknown cases windows generates multiple logons failed (log id 4625). In all cases, the linked account name ended with $ that means computer account login failed.
Also based on our tries, we didn’t recognize any problem in communication between active directory (AD) and the client sides.

My questions are:

– How and why does windows generate this types of logon failed events (when their account name ended with $)?
– How can we solve them?