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So either the Garbage Collector that you run is not ideal for your type of load or you have enough memory, but just barely enough and because of this the GC needs to do lots of work to make some memory available.
In the first case a look at some garbage collection tuning will help, in the second a bit more memory might do the trick. Looking at the Java VM with jvisualvm can give you an idea how memory of the application looks like and which solution might give better results.
Maybe you can provide some facts, e.g. actual memory settings and what the memory graphs look like.