Feature request: use Go duration strings for time parameters instead of seconds integers

## Issue summary

Use Go duration strings with `time.ParseDuration(s)` instead of seconds integers for time parameters from the configuration files and flags, such that it's easier for the user to set it and also more clear regarding what time unit is used.

## Other information and links

- Originally discussed in #1903