Artillery Lake is a lake located in Vernon County, Louisiana. It appears on the Simpson South USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 386.90 feet (117.93 m) above sea level. The nearest populated place is Hicks, approximately 4.4 miles to the NE.