Developing and testing temperature models for regulated systems: a case study on the Upper Delaware River

•River water temperature important to biotic and abiotic ecosystem processes.•Developed and tested five models to predict river temperature in regulated river.•All models accurately predicted mean daily river temperature.•Model accuracy indicates good tool for managing reservoir thermal releases.