Cold winter months have low relative humidty (RH).
Do you have a RH gauge near copier so you can check RH?
It should be around 40%, not below 20%!
Buy house/office humidifier (mister) to add RH to dry air.
I assume you are 2-sided duplexing in a single pass, not doing any 2/double pass work.