Desiccant dehumidifiers are fascinating but not for everyone [video]
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Even when they don't freeze over, condensing dehumidifiers rapidly lose efficiency at lower temperature and/or relative humidity.
I didn't test as comprehensively but from my observations based on the effect on relative humidity, I found dessicant dehumidifiers to be more effective when RH was ~60% and temperature was ~50-60 degrees.
And in my case I wasn't double dipping by increasing ambient temperature, I was using a dehumidifier which vents the moist air out without condensing it because I needed something that would work below freezing