Can not connect Postgres after sometimes

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Its been a week that I can not connect to Postgres 13 server after some period of idle time (I do not connect to database for about 1 - 2 hours), although it's status is Active. I am the only one accessing this database right now using PGADMIN.
Anyway, after restarting, the operation goes back to normal. What seems to be the problem ?What should I do ?
My postgres database runs on a AWS with spec:

DB Type: OLTP
RAM: 8
CPU: 2
Connection: 100

Any suggestions welcome. thanks

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