
Image courtesy of SparkFun
Use a USB wall power supply to power your Arduino over USB without connecting it to the computer. These are often used to charge smartphones.
Buy a 5V, 1A (or higher amperage) USB wall power supply from Amazon, SparkFun, Adafruit, or Newark.