99% of visitors from Los Angeles use the Joshua Tree / West Entrance. I've seen lines over a mile long to get into the park on weekends (it's still a single lane road). Instead, travel about 15 miles East on Hwy 62 to the 29 Palms / North Entrance - There are typically no lines there.