Burn Out at the Hydrogen Bar is the debut studio album of industrial rock band Chemlab, released on March 22, 1993, by Fifth Colvmn and Metal Blade Records.

[2] It represents the band's only studio release via the label Metal Blade and was reissued by Invisible Records on November 30, 1999.

The album was produced by Jeff "Critter" Newell and has been considered by critics to be a defining moment within the coldwave genre.

[4][5][6][7][8] In 2018 Chemlab embarked on a tour featuring Dead on TV and GoFight members Daniel Evans, Vince McAley, and Mike Love backing Louche to celebrate the twenty fifth anniversary of the Burn Out at the Hydrogen Bar.

Aiding & Abetting gave Burn Out at the Hydrogen Bar a mixed to positive review, commending the guitar work and calling the music "user-friendly industrial dance stuff.