Brandywine Falls in Spring, Cuyahoga Valley National Park. NPS Cuyahoga Valley National Park, the youngest of the U . S . National Parks is located in northeastern Ohio, in the glaciated part of the Allegheny Plateau, between Cleveland and Akron. Brandywine Falls is a waterfall along the Cuyahoga River. What geological phenomenon most likely explains the formation of Brandywine Falls?