Only if your doctor says it’s safe to do so. Many people with COPD find they have trouble sleeping at night. This is because your breathing gets shallower as you relax and take in less air. It may be very beneficial for you to use an oxygen concentrator as you sleep, but we cannot stress enough the importance of getting professional medical advice first.