The combination of non-LOS (weak UHF), trees, wet and/or windy weather are common reasons for reception failure. Replacing the antenna can only offer a small margin for improvement. Replacing the antenna's signal path with one not conducive to signal interruption is what's actually required if you want to ensure reliable reception.
Here are three ideas, all guaranteed to work, nothing else has that guarantee.
