This can be done by two ways according to your Android OS.
android:largeHeap="true"
in application tag of Android manifest to request a larger heap size, but this will not work on any pre Honeycomb devices.VMRuntime.getRuntime().setMinimumHeapSize(BIGGER_SIZE);
Before Setting HeapSize make sure that you have entered the appropriate size which will not affect other application or OS functionality. Before settings just check how much size your app takes & then set the size just to fulfill your job. Dont use so much of memory otherwise other apps might affect.
Reference: http://dwij.co.in/increase-heap-size-of-android-application