Dog Next Door

I have a neighbors with dogs that bark loudly at night (after 11pm and early in the morning (around 6am). Seems like owners let them outside and let them bark. Lasts anywhere from 5-30min. It’s disruptive to sleep even with pretty solid windows closed. Is there a diplomatic way to address this or is it just the cost of living in the city?